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The Formation Mechanism of Induced Draft Booster Fan Scale in a Sulfite Pulp Mill by Ruzheng Wang A thesis submitted in conformity with the requirements for the degree of Masters of Applied Science Department of Chemical Engineering and Applied Chemistry University of Toronto ©Copyright by Ruzheng Wang 2019

The Formation Mechanism of Induced Draft Booster Fan …...ii The Formation Mechanism of Induced Draft Booster Fan Scale in a Sulfite Pulp Mill Ruzheng Wang Master of Applied Science

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Page 1: The Formation Mechanism of Induced Draft Booster Fan …...ii The Formation Mechanism of Induced Draft Booster Fan Scale in a Sulfite Pulp Mill Ruzheng Wang Master of Applied Science

The Formation Mechanism of Induced Draft Booster

Fan Scale in a Sulfite Pulp Mill

by

Ruzheng Wang

A thesis submitted in conformity with the requirements

for the degree of Masters of Applied Science

Department of Chemical Engineering and Applied Chemistry

University of Toronto

©Copyright by Ruzheng Wang 2019

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The Formation Mechanism of Induced Draft Booster Fan Scale in a Sulfite

Pulp Mill

Ruzheng Wang

Master of Applied Science

Department of Chemical Engineering & Applied Chemistry

University of Toronto

2019

Abstract

Pulp mills burn the spent pulping liquor in a boiler to recover pulping chemicals and to

generate electricity. At the sulfite mill in this study, an induced draft booster fan is between the

ammonia and caustic scrubbers. There is significant scale formation on the ID booster fan blades.

This results in fan vibration that is severe enough that the boiler needs to be shut down to remove

the scale. This leads to both maintenance costs and lost revenue.

The objective of this project is to understand the scaling mechanism. This work includes

mill sample analysis, field tests at the mill, laboratory studies and mill operating data analysis. The

ID booster fan scale mainly contains (NH4)2Mn2(SO4)3, CaSO4 and (NH4)2SO4. The work shows

that the key to scale formation is the formation and precipitation of (NH4)2Mn2(SO4)3 that is

formed from the reaction of ammonia scrubber carryover droplets and the particulate matters.

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Acknowledgements

I would like to express my thanks of gratitude to my supervisors Prof. Nikolai DeMartini and

Professor Honghi N. Tran for their guidance and support throughout this project. The professional

and personal skills and immense knowledge I have learned from them are valuable and I believe

will be helpful to my future career.

In addition, I would like to express my gratitude to Sue Mao, who always kindly resolve my

questions whenever I needed guidance with my research, and Dr. Georgiana Moldoveanu who is

always patient and kindly assist me with my laboratory issues. I am also thankful to my friends

and colleagues whom I have worked with over the past two years. Their great support in

deliberating over problems and findings is truly helpful to me.

I would like to thank the consortium members for their financial support as well as valuable

discussions and information regarding kraft and sulfite pulp mill, and scaling problems specific to

this work. I would like to thank Michel Monet, Les Kosiak, Lyle Biglow and other team members

of RayonierAM, for their contributions to my field studies. Their excellent cooperation and support

are essential to my successful sampling campaign and mill operating data analysis.

Finally, I must express my gratitude to my parents and for their wise counsel and being a good

listener. Their endless love and continuous encouragement are key to my years of study overseas.

This accomplishment would not have been possible without them.

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Table of Contents

Acknowledgements ........................................................................................................................ iii

Table of Contents ........................................................................................................................... iv

List of Tables ................................................................................................................................ vii

List of Figures .............................................................................................................................. viii

Chapter 1 ......................................................................................................................................... 1

1. Introduction ............................................................................................................................. 1

1.1. The Sulfite Process ........................................................................................................... 1

1.2. Sulfite Recovery Boiler and Flue Gas Cleaning .............................................................. 1

1.3. Induced Draft Booster Fan Scale Formation .................................................................... 4

1.4. Objectives ......................................................................................................................... 4

Chapter 2 ......................................................................................................................................... 5

2. Literature Review .................................................................................................................... 5

Chapter 3 ......................................................................................................................................... 7

3. Methodology ............................................................................................................................ 7

3.1. Mill Sample Analysis ....................................................................................................... 7

3.1.1. Analytical Techniques Used in Mill Samples Analysis ............................................ 7

3.1.2. Induced Draft Booster Fan Scale Analysis ............................................................... 8

3.1.3. Mill Solution Analysis .............................................................................................. 8

3.2. Sampling Campaign at the Sulfite Mill ............................................................................ 9

3.2.1. Equipment and Materials .......................................................................................... 9

3.2.2. Experimental Plan ................................................................................................... 11

3.3. Laboratory Experiments ................................................................................................. 11

3.3.1. Lab Studies of Deposit Formation Mechanism ...................................................... 11

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3.3.2. Lab Studies of Powdered ID fan Scale and NH3 Scrubber Water .......................... 12

3.3.3. Experimental Investigation of (NH4)2Mn2(SO4)3 Solubility................................... 13

3.4. Multivariate Analysis ..................................................................................................... 14

Chapter 4 ....................................................................................................................................... 15

4. Results and Discussion .......................................................................................................... 15

4.1. Mill Sample Analysis ..................................................................................................... 15

4.1.1. Induced Draft Booster Fan Scale Analysis ............................................................. 15

4.1.2. Mill Solution Analysis ............................................................................................ 27

4.2. Sampling Campaign at the Sulfite Mill .......................................................................... 28

4.3. Laboratory Experiments ................................................................................................. 32

4.3.1. Laboratory Probe Studies ........................................................................................ 32

4.3.2. Role of Particulate Matter in Scale Formation ....................................................... 35

4.3.3. Experimental Investigation of (NH4)2Mn2(SO4)3 Solubility................................... 38

4.4. Multivariate Analysis ..................................................................................................... 40

4.4.1. Effect of Selected Parameters on Vibration Intensity ............................................. 40

4.4.2. Effect of Selected Parameters on ID Booster Fan Efficiency ................................. 44

Chapter 5 ....................................................................................................................................... 51

5. Conclusions ........................................................................................................................... 51

Chapter 6 ....................................................................................................................................... 53

6. Recommendations for future work ........................................................................................ 53

References ..................................................................................................................................... 54

Appendices .................................................................................................................................... 56

Appendix A: Spent sulfite liquor analysis................................................................................. 56

Appendix B: XRD profiles of the rest of the ID booster fan scales .......................................... 57

Appendix C1: List of process parameters selected for MVA analysis ..................................... 58

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Appendix C2: Score scatter plots from mill data in 2015-2017 ................................................ 60

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List of Tables

Table 1. Chemical analyses of the sulfite pulp mill ID fan ash deposits (wt.% >1% shown) ........ 5

Table 2. Compositions of coal ash and the deposits in the coal-fired power plant......................... 6

Table 3. XRF results for four scale samples (values given in wt.%) ............................................ 17

Table 4. Raw data from ICP-OES analysis on scale samples (values given in wt.%) .................. 17

Table 5. Results from SEM-EDS powder analysis (values given in wt.%) .................................. 18

Table 6. SEM-EDS surface scan compositions (values given in wt.%) ....................................... 19

Table 7. Elements and compounds with corresponding analytical techniques ............................. 23

Table 8. Complete composition of ID fan scale and ID Booster scales (values given in wt.%) .. 24

Table 9. Estimated amount of each phase in ID fan scale and ID booster scale .......................... 24

Table 10. Results of mill solution analysis (values given in ppm) ............................................... 27

Table 11. Particulate analysis at the inlet of ID booster fan ......................................................... 36

Table 12. Solid content of liquors ................................................................................................. 56

Table 13. Analysis of Anions........................................................................................................ 56

Table 14. Analysis of elements by ICP-OES (Based on the dry weight of solids)....................... 56

Table 15. List of process parameters selected for MVA analysis ................................................. 58

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List of Figures

Figure 1. Schematic diagram of the recovery boiler system ........................................................... 3

Figure 2. Clean fan blades (left) and fouling fan blades (right)...................................................... 4

Figure 3. Schematic diagram of coal-fired power plant ................................................................. 6

Figure 4. Surface of scale samples with two distinct colors ........................................................... 8

Figure 5. Experimental setup for deposit sampling ........................................................................ 9

Figure 6. Deposit probe design ..................................................................................................... 10

Figure 7. Experimental setup for gas sampling ............................................................................ 11

Figure 8. Experimental setup for drying NH3 scrubber water ...................................................... 12

Figure 9. Experimental setup for mixing particulates and NH3 scrubber solution ....................... 13

Figure 10. Experimental setup for investigating (NH4)2Mn2(SO4)3 solubility ............................. 14

Figure 11. Scale samples obtained from the sulfite pulp mill....................................................... 15

Figure 12. Sampling locations of ID booster fan .......................................................................... 16

Figure 13 (a). XRD profile of the ID fan scale ............................................................................. 20

Figure 14. Composite results of scale elemental compositions .................................................... 22

Figure 15. Thermal profile of the ID booster fan (Outside the fan blade) .................................... 26

Figure 16. Thermal profile of the MnSO4 ..................................................................................... 26

Figure 17. Probe surfaces after 3-hour exposure to the flue gas ................................................... 28

Figure 18. Probe surfaces after 1-day exposure to the flue gas .................................................... 29

Figure 19. Group of pictures showing the deposit buildup after 38-day exposure to the flue gas 29

Figure 20. Illustration of the locations where deposits were built on the probe ........................... 30

Figure 21. Composite elemental analysis of ID booster fan and probe deposit ........................... 30

Figure 22. XRF profiles of the probe deposit ............................................................................... 31

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Figure 23. Probe surfaces after drying the solution containing (NH4)2SO4 and MnSO4. ............. 32

Figure 24. XRD profiles of the solid sample collected from the probe after 1-day drying of

solution containing (NH4)2SO4 and MnSO4 ................................................................................. 33

Figure 25. Probe surfaces after 1-day NH3 scrubber water drying. .............................................. 33

Figure 26. XRD profiles of the solid sample from the probe after 1-day of NH3 scrubber drying.

....................................................................................................................................................... 34

Figure 27. Probe surfaces after 6-day NH3 scrubber water drying. .............................................. 34

Figure 28. XRD profiles of the solid sample from the probe after 6-day of NH3 scrubber drying

....................................................................................................................................................... 35

Figure 29. ID fan scale before and after mixing with NH3 scrubber solution .............................. 37

Figure 30. XRD profile of the solid sample collected from the mixture of ID fan scale and NH3

scrubber solution ........................................................................................................................... 37

Figure 31 (a). Concentration of soluble Mn2+ in NH3 scrubber solution (1000, 2000 and 5000

ppm NH4+) at 60℃ as a function of time ...................................................................................... 39

Figure 32. (NH4)2Mn2(SO4)3 solubility in various NH3 scrubber solutions at T = 60℃. ............. 40

Figure 33. Score scatter plot for mill data in 2018 ....................................................................... 41

Figure 34 (a). Coefficient plot for vibration intensity from mill data in 2018.............................. 42

Figure 35 (a). Airflow/Amps versus time from fragmental mill data in 2018 .............................. 45

Figure 36. Score scatter plot for fragmental mill data in 2018 ..................................................... 47

Figure 37 (a). Coefficient plot for Airflow/Amps from fragmental mill data in 2018 ................. 48

Figure 38. Thermal profile of the ID booster fan (Inside the fan blade) ...................................... 57

Figure 39. Thermal profile of the ID booster fan (On the duct wall) ........................................... 57

Figure 40 (a). Score scatter plot for mill data in 2017 .................................................................. 60

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Figure 41 (a). Score scatter plot for fragmental mill data in 2017 ................................................ 61

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Chapter 1

1. Introduction

1.1. The Sulfite Process

The sulfite process is one of the two major types of chemical pulping processes in the pulp and

paper industry, the other one is the kraft process, also referred to as the sulfate process. The main

aim in the chemical pulping process is to delignify wood in order to produce pulp. The history of

the sulfite process can be retraced back to 1857, when Julius Roth first treated wood chips with

sulfurous acid. The sulfite pulping process became the dominant pulping method by 1900 [1].

Today the kraft process is the predominant pulping method for the three following reasons: the

high strength of kraft pulp, the ability to handle almost all species of fiber sources, and the

favorable economics due to high chemical recovery efficiency (~99%) [2]. However, fine writing

paper is most often made by the sulfite process, which provides excellent whiteness, good stability,

and reasonable strength, but with a lower yield and higher cost [3]. Sulfite pulps now account for

less than 10% of the total chemical pulp production and the number of sulfite pulp mills is still

decreasing [1].

In the sulfite process, wood chips are first brought to a digester, where the wood chips are cooked

using the pulping liquor at a high temperature (120-150℃) and high pressure (75-100 psig). The

pulping liquor is a mixture of sulfurous acid and its salts (Na+, NH4+, Mg2+, K+, or Ca2+). This

digestion process dissolves lignin in the pulping liquor and produces wood pulp and weak spent

sulfite liquor (red liquor). The red liquor is washed from the pulp, which is sent to the bleaching

plant, and the weak red liquor is sent to the multiple-effect evaporators and recovery boilers for

chemical and energy recovery. Alternatively, lignin can be recovered as lingo-sulfonate and

hemicelluloses converted to ethanol.

1.2. Sulfite Recovery Boiler and Flue Gas Cleaning

Chemical recovery is a key component of the pulping process. It has three main functions: i)

minimizing the environmental impact of the waste streams; ii) recycling pulping chemicals; iii)

co-generating steam and power. Several different schemes have been developed for chemical

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recovery in the sulfite process depending on the cation used. In calcium based systems, which are

mostly found in older mills, chemical recovery is not practical, and the spent liquor is usually

discharged or incinerated. In sodium or potassium based operations, the energy and pulping

chemicals can be recovered, however, due to the complex chemistry, the chemical recovery is

process is more complicated and less efficient than the kraft process. In ammonium-based

operations, the energy, and much of the sulfur, can be recovered by combusting the spent liquor,

but the ammonia is converted to H2O and N2 when the red liquor is burned. The magnesium sulfite

process has the most well-developed and efficient recovery cycle. The magnesium and sulfur are

recovered in their oxidized forms, MgO and SO2. The sulfite pulp mill that had been studied in

this work uses the ammonium based sulfite process. The ammonium recovery system is introduced

in more detail below.

A schematic diagram of the chemical recovery process is shown in Figure 1. The first step is

concentration of the red liquor to 50-52% dry solids using evaporators in which steam is condensed

on one side of the heat transfer surface and water is evaporated from the red liquor on the other

side. This is accomplished by evaporators in series in which the red liquor is concentrated in stages.

At 50-52% dry solids, the red liquor still contains too much water for combustion to be sustained,

so a support fuel such as natural gas must be used. The spent sulfite liquor is sprayed into the boiler.

Steam is used to atomize the liquor to ensure the liquor is fully combusted. The hot flue gas

generated in the boiler flows through heat exchangers in the convective zone (superheaters, boiler

bank and economizers) to convert the boiler feedwater to high pressure steam. This steam is used

to generate process steam and electricity in a back pressure turbine. Air is introduced into the boiler

through forced draft fans and an induced draft fan is used to pull the combustion air through the

boiler and to keep the boiler slightly below atmospheric pressure so that hot flue gases do not leak

out of the boiler.

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Figure 1. Schematic diagram of the recovery boiler system

After passing through the induced draft fan, the flue gas passes through a number of steps to

recover sulfur. The flue gas passes through an ID fan and then is split into four parallel lines. Each

includes a quench tower, an ammonia scrubber, a caustic scrubber and a wet electrostatic

precipitator. The quench tower uses a co-current water spray to cool down the hot flue gas from

200 to 70℃. The ammonium scrubbers have two stages to absorb sulfur dioxide gas using

ammonia as a scrubbing solution to regenerate the acid for the sulfite pulping process. Ammonia

is injected to the inlet stream of the second stage and the scrubbing solution from the second stage

flows down to the first. The caustic scrubbers are designed to lower the level of sulfur dioxide in

the flue gas to meet the environmental regulations. Wet electrostatic precipitators are designed for

flue gases saturated with water vapor. They are used to remove both particulate matters and liquid

droplets. A second induced draft fan is installed between the ammonia scrubbers and caustic

scrubbers. The one fan draws from all four ammonia scrubbers and feeds all four caustic scrubbers.

It is used to help move the flue gas though the scrubbing process, therefore it is named as induced

draft booster fan.

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1.3. Induced Draft Booster Fan Scale Formation

There is significant scale buildup on the induced draft booster fan blades and the scales are

removed with hammers and high pressure water. Figure 2 shows both the clean and fouled fan

blades. The scale varies in color and is a mixture of light orange, browns and dark green. It also

appears to have flow patterns.

Figure 2. Clean fan blades (left) and fouling fan blades (right)

The scale formation on the ID booster fan blades leads to a mass unbalance on the fan and

consequently, the fan starts to vibrate. The fan vibration intensity is measured by the mill. When

the vibration reaches a determined threshold, the mill slows down the fan. Eventually the mill

needs to shut down the boiler (and mill) for 2 to 3 days and clean the fan, resulting in lost

production.

1.4. Objectives

The objective of this study is to identify the likely cause of the induced draft booster fan scaling

so that the mill can find a means of reducing the rate of scaling. The main approaches are:

1. Sample collection at the mill, both liquid and solid, and analysis;

2. Deposit probe measurements and gas sampling at the pulp mill;

3. Laboratory studies to explore variables affecting scale formation independently;

4. Multivariate analysis of mill process data to determine if a correlation could be found

between mill operation and fan blade scaling.

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Chapter 2

2. Literature Review

Induced draft fan scaling

Scaling and fouling are common to all types of industries. In a pulp mill, scaling issues in black

liquor evaporators [4], boilers [5], superheaters and economizers [6], and green liquor system [7]

have all be extensively studied. ID fan scaling is also common to pulp mills, but the researches

conducted to investigate it are very limited, because in most instances it does not limit production

or cause significant operational problems. Only two previous works on ID fan scaling were found

and discussed in this section.

One study of ID fan scaling in an ammonium-based sulfite recovery boiler was found [8]. Massive

scale buildup was found to form at ID fan housing sidewalls and reduced the fan capacity to the

point where the boiler had to be shutdown over a period of 7-14 days, which is extremely fast. The

chemical composition was determined and listed below in Table 1. Differential thermal analysis

showed that except for sulfate, the deposits contained both pyrosulfate and bisulfates. The

formation mechanism appears to be the volatilized potassium and sodium in flue gases reacted

with sulfur trioxide (SO3) and formed small amounts of low-melting bisulfate salts. The molten

bisulfate salts can bind and hold the high-melting sulfates, resulting in significant deposits on the

cold-end surfaces.

Table 1. Chemical analyses of the sulfite pulp mill ID fan ash deposits (wt.% >1% shown)

Elements Ca K Na Mg Mn Si S

1st stage ID fan 6.7 9.7 2.9 2.8 1.5 1.1 20.2

2nd stage ID fan 5.9 8.3 2.2 2.5 1.6 0.9 20.5

Wang et al. [9] studied severe ash fouling on an ID fan blades in a coal-fired power plant. The

boiler and its gas cleaning configurations are shown in Figure 3. The ID fan is installed after the

selective catalytic reactor (SCR), heat exchangers, a dry electrostatic precipitator (ESP), and before

the wet flue gas desulfurization (WFGD) tower. The chemical composition of the deposits and the

coal used in the boiler is listed in Table 2. The elements showed up in the coal ash are in agreement

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with those in deposits. The major phases identified in the deposits are calcium sulfate (CaSO4) and

its dehydrate (CaSO4·H2O), ammonium sulfate ((NH4)2SO4), tschermigite ((NH4)Al(SO4)2·12H2O)

and quartz (SiO2). A likely formation mechanism is that due to the low temperature, sulfuric acid

condensed and reacted with ash particles in the flue gas, the mixture of sulfate products and silica

particles has superior sticking propensity and consequently built up on the fan blade.

Figure 3. Schematic diagram of coal-fired power plant

Table 2. Compositions of coal ash and the deposits in the coal-fired power plant

Elements (wt.%) Si Al Ca Fe S Mg

Coal ash 18.0 7.8 12.3 8.3 4.6 0.8

Deposits 14.6 12.2 8.4 3.4 6.9 0.7

The sulfite pulp mill being studied in the first literature (earlier case) has the ID fan built right after

the boiler, which has a much higher operating temperature (200℃ minimum) than in the sulfite

mill in this study (about 60℃, current case). At this temperature, the condensation of sulfuric acid

is unlikely to occur, indicating that the molten salts can be contributing to this scale formation by

altering the physical behaviour of the ash.

The gas cleaning configuration in the second literature is similar to the one in the sulfite pulp mill

in this study. The ID fan investigated is located in the middle of the gas cleaning units, which

means that the temperature in the two cases are low, condensation of wet flue gas may play a role

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in scale formation and deposition. In addition, ammonia (NH3) is involved in both two ID scale

formations, it can be a important reactant in scale formation and therefore determine the properties

(physical and chemical) of the products. However, the fuel in recovery boiler (red liquor) in the

sulfite pulp mill has a more complex chemistry (more elements from the wood), therefore the ID

booster fan scale formation in the sulfite pulp mill is still different from the literature and needs to

be investigated.

Chapter 3

3. Methodology

3.1. Mill Sample Analysis

3.1.1. Analytical Techniques Used in Mill Samples Analysis

X-Ray Fluorescence (XRF) was used to determine the elemental composition (mostly inorganics)

of solid samples, it was performed by S2 Ranger energy dispersive X-ray fluorescence

spectrometry (Bruker). Power X-Ray diffraction (XRD) was performed using a Philips XRD

system with a PW 1830 HT generator, a PW 1050 goniometer, PW3710 control electronics and

X-Pert system software, to identify the phases of the bulk material. XRD profiles were compared

and matched with the International Centre for Diffraction Data (ICDD) database.

Thermogravimetric Analysis (TGA) was performed on solid samples using a TA Instruments

STD-Q600 Simultaneous Thermogravimetry and Differential Scanning Calorimeter (TGA/DSC).

The sample was equilibrated in a N2 environment at 20°C then the temperature was ramped at

20°C/min to 1000 °C.

The concentration of metal ions was determined using an Agilent 700 Series Inductively Coupled

Plasma Optical Emission Spectrometer (ICP-OES), which was calibrated and calculated using

reference solutions prepared with a standard solution (Fisher Chemical, 1000 ppm ± 1%). For

sample preparation, the samples (solid and liquid) were digested using 70% nitric acid at 95℃ for

two hours in digestion block (SCP Science). Then the solutions were filtered using 0.2 μm nylon

filter (Basix), and the filtrate was diluted with 5% nitric acid. Concentrations of ammonium (NH4+),

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sulfate (SO42-) ions were determined using DionexTM AquionTM ion chromatography (IC) system

(Thermo Scientific). For IC analysis, solid samples were dissolved in deionized water at 95℃ for

two hours and the filtrate was diluted with deionized water as well since nitrate ions can affect the

peak position of cations.

3.1.2. Induced Draft Booster Fan Scale Analysis

A total of four scale samples (one from the ID fan, three from the ID booster fan) were collected

from the sulfite mill during a mill visit in November, 2017. To prepare the samples, a small amount

of scale (approximately 5g) was collected from each of the samples, ground into fine powders

using a mortar and pestle, dried at 110 ℃ for 12 hours (to remove water content before analysis)

and kept in a re-sealable zipper storage bags for storage. The powdered scale samples were then

analyzed by XRF, XRD, TGA/DSC, ICP-OES, IC and SEM-EDS. SEM-EDS has been used to

perform two analyses, one is elemental analysis of powdered scale samples and the other is surface

scan on two areas with distinct color differences (from one piece of scale) as is shown below, in

Figure 4.

Figure 4. Surface of scale samples with two distinct colors

3.1.3. Mill Solution Analysis

Three liquid samples (quench tower solution, 1st and 2nd stage NH3 scrubber solutions) were

collected from the sulfite pulp mill on Feb 1, 2018 and Oct 12, 2018, respectively. The analytical

techniques used are ICP-OES and IC analysis.

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3.2. Sampling Campaign at the Sulfite Mill

A mill sampling campaign was conducted at this sulfite pulp mill in October 2018 to understand

the recovery boiler system and to study the ID booster fan scale formation. Two main experiments

were:

1. Setting up a deposit probe in a sampling port located at the inlet of ID booster fan to know

the chemical composition of fresh particles in the flue gas and to gain insights into the

deposition mechanism.

2. Sampling of the flue gas in the same sampling port to understand the environment of scale

formation.

3.2.1. Equipment and Materials

The deposit sampling campaign was conducted using a 316L stainless steel probe, Figure 6. The

probe has a 1-inch O.D. and is 80 inches long. This put the end of the probe about 5 inches away

from the wall of the gas duct upstream of the ID booster fan, Figure 5. The end of the probe was

threaded, allowing a 4-inch metal ring to be threaded on. For a new run to start, the metal ring can

be simply replaced by a new one and the probe will be reinserted. Both two ends of the probe were

sealed by rubber stoppers to prevent gas leaking from the pipe. A Teflon sleeve was used at the

insertion point. An adjustable metal support was used to keep the probe steady supported.

Figure 5. Experimental setup for deposit sampling

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Figure 6. Deposit probe design

The gas sampling was conducted by using a vacuum pump (Model DOA-P704, GAST) to extract

flue gas through a 3/8 inch O.D., 80 inches long 304L stainless steel tubing, Figure 7. All the

equipment was connected by 1/4 inch I.D., PVC tubing (McMaster-Carr). An acetal plastic, push-

to-connect adapter (McMaster-Carr) was installed to connect stainless steel tubing and plastic

tubing. Four 125mL impingers were connected in series. A 0.1N sulfuric acid (H2SO4) solution

was used to capture ammonia (NH3) and a 3% hydrogen peroxide (H2O2) solution was used to

capture sulfur dioxide (SO2) [10, 11]. An empty tube was used first to capture droplets/condensate

from the gas. A drying tube with drierite (CaSO4) was connected to the impingers in order to

absorb potential liquid carryover from the impingers to protect the vacuum pump. A flowmeter

(Model Air 605, MATHESON) was used to measure the flow rate of extracted flue gas.

During the ammonia collection, preparation of the four impingers are: The first and second

impingers are filled with 50mL of 0.1N sulfuric acid, the third impinge is filled with 50mL of 3%

hydrogen peroxide in order to clean the flue gas and prevent inhaling sulfur dioxide and the last

one was left empty to condense water content. The sulfur dioxide sampling train was using the

same setup but switching the two impinger solutions. The solutions were diluted with deionized

water and analyzed by IC to measure the concentrations of ammonium (NH4+) and sulfate (SO4

2-).

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Figure 7. Experimental setup for gas sampling

3.2.2. Experimental Plan

There are three runs in total for deposit sampling. The first run took 3 hours and it followed by a

1-day and a 38-day run. This was done to understand the aging effect on scale formation by

exposing the deposit probe to flue gas for different periods of time. All the sampling rings with

deposits (if any) were kept in zippered plastic bags and taken to the lab at the university for analysis.

XRD, ICP-OES and IC analysis were carried out as outlined in Section 3.1.1.

For gas sampling, two runs were performed (one for capturing NH3 and one for SO2). Each run

took 5 mins and the impinger solutions were collected using sample bottles. IC analysis were

carried out as outlined in Section 3.1.1.

3.3. Laboratory Experiments

3.3.1. Lab Studies of Deposit Formation Mechanism

Experiments were carried out using a piece of galvanized steel gas duct (4 inches I.D. and 1 ft.

long), Figure 8. A 316 L stainless steel probe was inserted through the wall of gas duct. A beaker

contains NH3 scrubber solution was placed in the gas duct and the solution was transferred by a

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FisherbrandTM variable-flow peristaltic pump (Fisher Scientific), droplets that are not dried on the

probe would drop to the beaker for recirculation. Supplied air was humidified by bubbling water

and preheated to 60℃ and to simulate the flue gas in the duct, it passed through a glass tubing and

dried the NH3 scrubber water on the probe. The temperature inside the gas duct was set at 60℃

and controlled by heating tape. The deposit formed on the probe was collected by spatula and

analyzed by XRD analysis.

Three experiments were conducted to study the connection between NH3 scrubber solution and the

ID booster fan scale formation. The first experiment is adding 1g MnSO4 to 20mL deionized water

to make MnSO4 solution, then mixing it with 20mL NH3 scrubber solution. The second experiment

is using 300mL NH3 scrubber solution to recirculate in the experimental setup and it was a one-

day run. In the third experiment, 3L NH3 scrubber solution was dried for six days with a rotating

probe (same experimental setup but a longer run than the second trial).

Figure 8. Experimental setup for drying NH3 scrubber water

3.3.2. Lab Studies of Powdered ID fan Scale and NH3 Scrubber Water

Experiments were run to identify the reaction products between particulate in the flue gas and

ammonia scrubber solution. Since the particle samples in the flue gas were not collected during

the mill visit, ID fan deposits (which were powdery) was selected as a substitute of particulate

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matter due to similar chemical compositions. One gram powdered ID fan scale was scattered in

the aluminum tray and 1mL NH3 scrubber solution was added in droplets by pipette, Figure 9. The

tray with mixture was then put in an oven and dried at 60℃. After the liquid was totally evaporated,

the remaining solids were collected and analyzed by XRD analysis.

Figure 9. Experimental setup for mixing particulates and NH3 scrubber solution

3.3.3. Experimental Investigation of (NH4)2Mn2(SO4)3 Solubility

Equilibrium experiments were carried out to determine the solubility of Mn in ammonia scrubber

water at different levels of dilution, Figure 10. This was done to vary the concentration of NH4+

and SO42-. Five 100mL Erlenmeyer flasks with magnetic stirrers were held at a fixed temperature

in a water bath. Silicone oil was added to the top of the water bath to reduce water evaporation.

The heating plate underneath has both temperature and stirrer speed control for the magnetic

stirrers.

Manganese sulfate (MnSO4) was used as the source of manganese and the solvent is the NH3

scrubber solution acquired from the pulp mill in Oct. 2018. To prepare the solutions, NH3 scrubber

solutions from the pulp mill were diluted to five different levels (20000, 10000, 5000, 2000, 1000

ppm NH4+) and 1g MnSO4 was added to 100 mL of each solution. One sample was taken for the

first four sample collections and two samples were taken starting from the fifth sample collection.

Liquid sample was taken from the flask using a 3mL syringe (with needle) and immediately filtered

using 0.2 µm nylon syringe filter. The filtrate was then diluted with 5% nitric acid (HNO3) and

manganese concentration was determined using ICP-OES.

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Figure 10. Experimental setup for investigating (NH4)2Mn2(SO4)3 solubility

3.4. Multivariate Analysis

Multivariate analysis was carried out to determine if one or more process parameters could be

identified as the root causes of the ID Booster fan scaling. Four years of hourly average operating

data was collected for the boiler and from other recovery processes. To quantify ID booster fan

scale formation, two values were considered: one is ID booster fan vibration intensity; the other is

ID booster fan air flow rate over fan amps (a calculation on the fan efficiency, which is expected

decrease with increasing scale formation).

Multivariate analysis is an effective statistical method to summarize data tables with multiple

variables by creating several new variables containing most of the information. These new latent

variables are then used for problem solving and display (i.e., classification, correlations and more).

The new variables, called the scores, denoted by t, are created as weighted linear combinations of

the original variables and each observation has a t value.

In this study, a commercially available software package SIMCA 14 (Umetrics; Umeå, Sweden)

was used to construct an MVA model using mill operating data. The program uses PCA and OPLS

and to summarize the information from the observations.

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Chapter 4

4. Results and Discussion

4.1. Mill Sample Analysis

4.1.1. Induced Draft Booster Fan Scale Analysis

Four scale samples in total were collected and tested (one from the ID fan (Sample A), three from

the ID booster fan). Photographs of the four scale samples from the sulfite pulp mill are shown in

Figure 11. The first scale sample was obtained from the ID fan, the sample was soft (mostly powder;

the chunks are relatively easy to break apart) and light grey in color. Three samples were collected

from different locations on the ID booster fan: Inside the fan blade (Sample B), outside the fan

blade (Sample C) and on the duct wall (Sample D), Figure 12. They share the similar physical

properties: light orange and dark green in colour and are both hard and difficult to remove from

the fan blade.

Figure 11. Scale samples obtained from the sulfite pulp mill

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Figure 12. Sampling locations of ID booster fan

In order to determine the chemical composition of the scale samples, multiple analytical techniques

were applied. XRF, ICP-OES, IC & SEM-EDS analysis were used to perform elemental analysis

while XRD analysis was done to identify the phases in the fan scales. A complete chemical

composition was established by gathering all the analytical results.

XRF, ICP-OES, IC and SEM-EDS analysis

Table 3 shows raw XRF results of the four powdered scale samples. The elements in this analysis

are listed as oxides. It is because the standards used in this analysis are geological standards, where

metals are usually present in oxides, therefore, any metals detected will be reported as oxides.

Table 4 and Table 5 show the raw results from ICP-OES and SEM-EDS analysis, respectively.

They are both elemental analysis. After compared with results from XRF analysis, some findings

were observed. The concentration of most metal ions from the three analysis methods are similar,

indicating that the results of the elemental analysis are accurate, XRF result were taken for the

following composite analysis because it is measured in wt% and easy for calculation in the

composite analysis. The amount of sulfur and manganese are significantly lower in the XRF results

than as determined by SEM-EDS and ICP-OES analysis, while SEM-EDS and ICP-OES are

reporting similar results. Therefore, measurements of sulfur and manganese from ICP-OES

analysis were used in this composite analysis, rather than the results from XRF.

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Table 3. XRF results for four scale samples (values given in wt.%)

Oxides ID fan Inside Outside Wall

MgO 5.75 0.43 0.37 0.27

Al2O3 1.57 0.44 0.34 0.4

SiO2 1.29 1.35 1.34 0.81

SO3 39.07 38.93 39.26 39.29

Cl 0.27 0.25 0.24 0.22

K2O 6.25 0.68 0.64 0.65

CaO 14.18 13.11 13.37 12.31

MnO 1.79 4.04 4.09 4.40

Fe2O3 1.01 3.09 3.06 3.17

ZnO 0.28 2.64 2.43 2.19

BaO 0.22 1.42 2.33 1.37

Sum 75.73 75.89 74.87 72.69

Table 4. Raw data from ICP-OES analysis on scale samples (values given in wt.%)

Elements ID fan Inside Outside Wall

S 24.6 24.0 22.6 23.2

Ca 12.4 10.4 9.64 9.19

Mn 1.90 9.95 9.92 9.33

N 0.06 7.90 7.18 8.80

K 6.25 0.68 0.64 0.65

Mg 5.33 0.25 0.23 0.21

Zn 0.28 2.64 2.43 2.19

Fe 1.01 1.75 1.72 1.90

Ba 0.22 1.42 2.33 1.37

Al 1.57 0.44 0.34 0.40

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Table 5. Results from SEM-EDS powder analysis (values given in wt.%)

Elements ID fan Inside Outside Wall

O 44 40 40 41

S 22 26 26 25

Ca 14 11 14 10

Mn 2.3 12 10 12

K 9.6 0.6 0.6 0.7

Mg 3.3 N.D. N.D. N.D.

Surface scan of scale sample by SEM-EDS

Area analysis by SEM-EDS was conducted in order to determine if the various colors on the

deposits were the result of significant different compositions. Two areas (one dark green and one

light orange area) from one scale sample were analyzed. Two area scans were performed of each.

Table 6 shows the results of compositions from SEM-EDS. The elements with the largest

differences are given in bold.

From the table, it can be found that the piece with light color (orange area) has higher oxygen,

sulfur and nitrogen. Based on the possible compounds, it has a higher amount of ammonium sulfate.

The one with dark color has significantly higher calcium content and no nitrogen, so it is largely

calcium sulfate. The amount of manganese is similar in all samples. One possible explanation is

that the N, Ca, Mn are from different sources (e.g. gas, water and particles). The deposit probe

measurements and laboratory experiments in the following sections helped clarify the sources of

these elements.

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Table 6. SEM-EDS surface scan compositions (values given in wt.%)

Elements Light_1 Light_2 Dark_1 Dark_2

O 47 46 52 51

S 28 27 22 22

N 8.9 7.5 N.D. N.D.

Ca 4.6 3.7 12 15

Mn 6.9 13 9.3 7.6

K 2.0 1.6 0.5 0.5

Zn 2.1 6.0 N.D. 1.9

Fe 0.5 1.1 1.0 1.1

XRD Analysis

XRD analysis was done to identify the phases in the four fan scales. Figure 13 (a) - (d) are the

XRD peak patterns generated. After matching the peak patterns with the ICDD Powder Diffraction

database, potential chemical phases were matched and shown in the same graph. All peaks in ID

fan and ID booster fan scale patterns were identified.

Different phases were found in ID fan and ID booster fan scales. In the profile from ID fan scale,

the major peaks of calcium sulfate (CaSO4) can be found at 25.4º, 31.4º, 38.6º, 40.8º, and the rest

of the major peaks (21.9º, 28.3º and 33.6º) were identified as a potassium and magnesium double

salt, K2Mg2(SO4)3. In the profile from ID booster fan scale, major peaks at 20.9º, 27.6º, 29.4º,

32.8º, 35.6º and 43º were identified as two different phases of a double salt, manganese ammonium

sulfate, (NH4)2Mn2(SO4)3 and (NH4)2Mn(SO4)2·H2O. Peaks of calcium sulfate (CaSO4) and

ammonium sulfate ((NH4)2SO4) were also identified.

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Figure 13 (a). XRD profile of the ID fan scale

Figure 13 (b). XRD profile of the ID booster fan scale (Outside the fan blade)

0

400

800

1200

1600

20 25 30 35 40 45 50 55 60

Co

un

ts

Position 2θ

CaSO4

K2Mg2(SO4)3

0

100

200

300

400

20 25 30 35 40 45 50 55

Co

un

ts

Position 2θ

(NH4)2SO4

(NH4)2Mn(SO4)2·H2O

(NH4)2Mn2(SO4)3

CaSO4

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Figure 13 (c). XRD profile of the ID booster fan scale (Inside the fan blade)

Figure 13 (d). XRD profile of the ID booster fan scale (On the duct wall)

0

100

200

300

400

20 25 30 35 40 45 50 55

Co

un

ts

Position 2θ

(NH4)2SO4

(NH4)2Mn(SO4)2·H2O

(NH4)2Mn2(SO4)3

CaSO4

0

100

200

300

400

20 25 30 35 40 45 50 55

Co

un

ts

Position 2θ

(NH4)2SO4

(NH4)2Mn(SO4)2·H2O

(NH4)2Mn2(SO4)3

CaSO4

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Composite Elemental Analysis and Phase identification

The values in Figure 14 are composite elemental analysis based on results from XRF, SEM-EDS,

ICP-OES and IC analysis (Only elements with wt% > 1% are shown). Elements and ions with their

corresponding analytical techniques are shown in Table 7. The analysis used for each element in

the composite composition is in bold. Sulfur and calcium are the two major elements in all four

scale samples (close to 23% and 10%, respectively). The ID booster fan scales contain more

manganese (close to 10%), nitrogen (about 7%, in the form of ammonium), iron, zinc and barium

than the ID fan deposit, and less potassium and magnesium. The concentration differences between

three ID Booster fan scales are small, suggesting that the source of deposition is the same for all

locations in the ID Booster fan.

Figure 14. Composite results of scale elemental compositions

0

5

10

15

20

25

S Ca Mn N K Mg Zn Fe Ba Al

Co

nce

ntr

atio

n(w

t.%

)

Tested elements

ID fan

Inside

Outside

Wall

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Table 7. Elements and compounds with corresponding analytical techniques

Elements and compounds Techniques

Ammonium IC

Sulfur XRF, ICP-OES

Calcium XRF, ICP-OES

Manganese XRF, ICP-OES, SEM-EDS

Potassium XRF, ICP-OES

Magnesium XRF, ICP-OES

Aluminum XRF, ICP-OES

Iron XRF, ICP-OES

Zinc XRF, ICP-OES

Barium XRF, ICP-OES

Table 8 provides a complete calculated chemical composition based on results from all analytical

techniques applied to the scale samples. The pH of a 5 wt% d.s. solution of each sample and the

calculated cation to anion ratio are listed as well. The pH tells the acidity or basicity of the solids

in solution and the cation/anion ratio was used to check the charge balance in the solid.

The concentration of sulfur (sulfate) is high enough, that most of the Ca, Mg and K likely exist as

sulfates although there might be small amounts of oxides and the low pH of the 5 wt.% solution

of the ID fan scale sample indicates presence of bisulfate. Manganese ammonium sulfate

((NH4)2Mn2(SO4)3) was the salt containing Mn found using XRD analysis. Ammonium ions may

also be present as ammonium sulfate ((NH4)2SO4). Iron, zinc, aluminum are assumed to be present

as oxides. For the ID fan scale, the sum of all components is close to 100%, which suggests that

most of the scale is known. Carbon (char) appeared to be present in the ID scale sample. CHNS

analysis was used to determine carbon content and the amount of carbon is about 0.9% in the ID

fan scale. For the ID Booster fan, the sum of compositions are all close to 100%.

The charge balances in all ID booster fan scales are close to one, but the charge balance on the ID

fan scale has a cation to anion ratio as 0.75, which indicates that there are more cations existing.

Part of the sulfate can be in the form of bisulfate, but the presence of bisulfate does not fully explain

the small ratio, a missing cation is likely to exist.

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Table 8. Complete composition of ID fan scale and ID Booster scales (values given in wt.%)

In wt.% ID fan Inside Outside Wall

Ca2+ 12.43 10.35 9.64 9.19

Mn2+ 2.51 9.94 9.92 9.33

NH4+ 0.06 7.90 7.17 8.80

K+ 5.19 0.56 0.53 0.54

Mg2+ 3.47 0.25 0.23 0.21

Na+ 0.37 0.17 0.16 0.13

SO42- 73.92 65.98 62.15 63.70

Al2O3 1.6 0.4 0.3 0.4

Fe2O3 0.9 2.6 2.6 2.7

ZnO 0.3 2.6 2.4 2.2

BaO 0.2 1.4 2.3 1.4

SiO2 1.3 1.4 1.3 0.8

C%+H% 0.9% N.D. N.D. N.D.

Total 102% 104% 98% 99%

Cations to anions ratio 0.75 1.01 1.02 1.02

pH 2.7 5.4 5.7 6.0

Table 9. Estimated amount of each phase in ID fan scale and ID booster scale

ID fan scale ID booster scale

CaSO4 ~ 42% (NH4)2Mn2(SO4)3 ~ 39%

K2Mg2(SO4)3 ~ 29% CaSO4 ~ 33%

Sulfates (Mn, Na) ~ 8% (NH4)2SO4 ~ 17%

Oxides ~ 5% Oxides ~ 8%

Organics ~ 1% Sulfates (K, Mg) ~ 2%

Sum ~ 85% Sum ~ 99%

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TGA/DSC Analysis

TGA/DSC analysis was performed to study the weight loss and melting of fan scales which can

be used to identify the presence of certain species. Figure 15 is the TGA curve generated for ID

booster fan scale (Outside the fan blade). The rest two of them are shown in Appendix B. All three

have similar weight loss profiles and thermal reactions, and are therefore discussed collectively.

There are two major weight losses. Between 200 and 400℃, the weight loss is about 30%. This is

likely the decomposition of ammonium sulfate [12, 13]. A typical thermal profile of ammonium

sulfate shows a two-step decomposition: The first step occurs at 200-300℃, in which (NH4)2SO4

will convert to (NH4)2S2O7 and release NH3 and H2O (Rxn. 1). The second step is a total

decomposition of (NH4)2S2O7, which takes place at 300-400℃ (Rxn. 2).

2(𝑁𝐻4)2𝑆𝑂4(𝑠)→ (𝑁𝐻4)2𝑆2𝑂7(𝑠)

+ 2𝑁𝐻3(𝑔)+ 𝐻2𝑂(𝑔) (Rxn. 1)

3(𝑁𝐻4)2𝑆2𝑂7(𝑠) → 2𝑁𝐻3(𝑔)

+ 6𝑆𝑂2(𝑔)+ 2𝑁2(𝑔)

+ 9𝐻2𝑂(𝑔) (Rxn. 2)

The thermal events of ID booster fan scale decomposition between 200 and 400℃ are consistent

with the literature, but the weight loss for each step does not match. From the literature, the weight

loss is larger in the second stage since the salt is totally decomposed in this stage, but the TGA

weight loss profile shows the opposite. It should also be noted that the literature reports the thermal

decomposition of pure ammonium sulfate but the scale sample in this study contains

(NH4)2Mn2(SO4)3, (NH4)2SO4 and little bisulfate, which is a more complex mixture. Therefore, the

literature is only contributing to the speculation of the phases in the scale. The second weight loss

of the ID booster fan scale decomposition is seen between 800 and 900℃ and corresponds to

manganese sulfate decomposition, resulting in a 12.5% weight loss. A reference curve for MnSO4

decomposition is provided in Figure 16. A 10% weight loss at 250℃ is likely the dehydration of

MnSO4 salts and MnSO4 decomposes between 800 and 900℃, resulting in a 45% weight loss (loss

of SO3 and SO2). The TGA/DSC results also implied that when (NH4)2Mn2(SO4)3 is ramp heated,

it is likely to decompose to (NH4)2SO4 and MnSO4 first between 200-400℃.

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Figure 15. Thermal profile of the ID booster fan (Outside the fan blade)

Figure 16. Thermal profile of the MnSO4

-4

-3

-2

-1

0

1

2

0

10

20

30

40

50

60

70

80

90

100

0 200 400 600 800 1000

Wei

gh

t p

erce

nta

ge

(%)

Temperature (℃)

Weight

Heat Flow

(Normalized)

-9

-8

-7

-6

-5

-4

-3

-2

-1

0

1

2

0

10

20

30

40

50

60

70

80

90

100

0 200 400 600 800 1000

Wei

gh

t p

erce

nta

ge

(%)

Temperature (℃)

Weight

Heat Flow

(Normalized)

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4.1.2. Mill Solution Analysis

The concentrations of three mill solutions received in early 2018 were summarized in Table 10.

Multiple solution samples were pulled from the three locations during the sampling campaign in

Oct 2018. It is noticed that the variation in NH4+ concentration is significant and it can go up to

30000 ppm. However, the concentrations of metal ions were constant and extremely low compared

to NH4+. It was found that both the quench tower solution and the NH3 scrubber water have all the

ionic species found in the scale, indicating that these solutions can be the source of the scales. The

quench tower solution has much higher metal ions and little sulfur and ammonium compared to

the NH3 scrubber solution. The two NH3 scrubber solutions have similar concentrations for all the

metal ions and the 2nd stage NH3 scrubber has more ammonium (NH4

+) dissolved in the solution.

It can be expected because liquid ammonia is injected at the second stage. From the calculation, it

can be determined that the NH3 scrubber solution has approximately 2.1g/100mL NH4+, which is

around 7.7g/100mL (NH4)2SO4.

Table 10. Results of mill solution analysis (values given in ppm)

Quench tower NH3 scrubber 1st stage NH3 scrubber 2nd stage

Ca 560 11 9.6

Mn 140 1.6 1.1

K 400 53 59

Mg 220 3.4 2.9

Fe 26 0.5 0.7

Si 320 6.6 23

S 1100 9000 13000

NH4 150 21000 22000

pH (without dilution)

pH 2.5 6.1 6.5

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4.2. Sampling Campaign at the Sulfite Mill

Field test at the pulp mill was a starting point of investigating the scaling mechanism. Deposit

probe measurements were performed for different lengths of time. This was done to gain

information on the aging effect and to understand how fast the scales built up. Figure 17 is the

picture of the deposit ring after 3 hrs exposure to the flue gas. White solids was seen on the probe

surface and there is very little deposit. The solids show drag marks, which suggests that the flue

gas in the duct has high water content and the small droplets spread out and dried out on the probe.

The solid is too little to be analyzed by XRD, but after being dissolved in deionized water, NH4+

can be detected. A reasonable speculation is that the solid is mostly (NH4)2SO4 precipitated from

the drying of droplets of the ammonia scrubber solution. After only three hours, there was no clear

deposit similar to the ID booster fan scale.

Figure 17. Probe surfaces after 3-hour exposure to the flue gas

Figure 18 is a photograph taken of the probe surfaces after 1-day exposure to the flue gas. Some

white solids were observed on the surface. It appears to be that the flue gas impinged the probe

and salts started to nucleate at the edge of the tube. However, only a thin layer of solids (orange in

colour) was built up at the edge of the probe and the solids was still not enough for XRD analysis.

The observation suggests that the deposit is slow growing, therefore, a long-term experiment was

carried out.

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Figure 18. Probe surfaces after 1-day exposure to the flue gas

Figure 19 is a group of pictures depicting the deposit buildup after 38 days exposure to the flue

gas. Clear deposits were observed on the probe. Scales formed at two locations only but not

uniformly distributed. The scales appear to have nucleated at several locations and then grown

from there. The deposits are mostly orange with dark green areas, which is similar in appearance

to the scale samples collected from the ID booster fan blades. Based on measurements, the two

spots are both about 5 inches away from the two facing ducting walls, Figure 20.

Figure 19. Group of pictures showing the deposit buildup after 38-day exposure to the flue gas

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Figure 20. Illustration of the locations where deposits were built on the probe

The chemical analysis of probe deposits is shown in Figure 21, along with the composition of ID

booster fan scale that was presented earlier in Figure 15. The elemental compositions of ID booster

fan scale and probe deposit are similar. The probe deposit has lower calcium, nitrogen (ammonium)

and barium, but the differences are small. XRD analysis also indicates that the probe deposit

contains the same phases as those ones shown in ID booster fan, Figure 22.

Figure 21. Composite elemental analysis of ID booster fan and probe deposit

0

5

10

15

20

25

S Mn Ca N Zn Ba Fe K Al Mg

Wei

gh

t p

erce

nta

ge

(in %

)

Tested elements

ID booster fan

Deposit

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Figure 22. XRF profiles of the probe deposit

The deposit probe sampling indicates that the scale formation occurs over weeks and the carryover

droplets from NH3 scrubber hit the fan and dry out and nucleate at a certain location, results in

scaling. Furthermore, the chemical composition of probe deposit is similar to the ID booster fan

scale, which indicates that the source for the two deposits is the same and factors such as pressure

gradients in the ID booster fan pressure are not key to the mechanism of scale formation. Thus it

was concluded that a simple laboratory probe set-up could be used to consider some variables

independently.

The concentration of NH3 and SO2 was determined by analyzing and calculating the NH4+ and

SO42- in the impinger solutions combined with the measured gas flow through the impingers. The

SO2 level was 440 and 370 ppmv, NH3 level was 330 and 300 ppmv on the two days of the

measurements, which are in good agreement. However, there is no clear indication that the gas

phase is critical to scale formation.

0

500

1000

1500

10 20 30 40 50 60 70 80

Co

un

ts

Position 2θ

(NH3)2Mn2(SO4)3

(NH4)2Zn(SO4)2

CaSO4·0.5H2O

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4.3. Laboratory Experiments

4.3.1. Laboratory Probe Studies

The chemical analysis of ID booster fan scale and NH3 scrubber water show that the NH3 scrubber

water has all the species found in the scale. That said, the concentrations of Ca2+ and Mn2+ in the

scrubber water are low compared to NH4+ and SO4

2- in the scrubber water. The source of Mn found

in the scale was not obvious.

In the first trial, MnSO4 was added to the NH3 scrubber water to see if (NH4)2Mn2(SO4)3 would

precipitate. When adding the 20mL MnSO4 solution to 20mL of NH3 scrubber solution, significant

amount of white salt precipitated. In order to fully dissolve the salts, 360mL deionized water was

added to the mixture (400mL in total) to dilute the solution. This diluted solution was then used in

the laboratory probe study. Droplets were dropped on the probe surface in the presence of

humidified air at 60 °C. The probe surface after the experiment is shown in Figure 23. The

precipitated salts had to be scraped from the probe surface. The XRD profile of the solid is a great

match to the double salt (NH4)2Mn2(SO4)3, indicating that this was the primary salt precipitated

from the initial solution of dissolved MnSO4 and (NH4)2SO4, Figure 24. The deposits are hard and

adhesive to steel surface, meaning that (NH4)2Mn2(SO4)3 is likely to cause hard scale formation

on the ID booster fan.

Figure 23. Probe surfaces after drying the solution containing (NH4)2SO4 and MnSO4.

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Figure 24. XRD profiles of the solid sample collected from the probe after 1-day drying of solution

containing (NH4)2SO4 and MnSO4

Figure 25 is the photograph of the probe after a trial with ammonia scrubber water from the mill

with no other additions. The precipitated salt is wet, soft, and easy to remove. The XRD profiles

match to (NH4)2SO4’s pattern in ICDD database. The major peak of (NH4)2SO4 can be found at

16.9º, 20.4º, 20.6º, 23º, 28.6º, 29.4º, Figure 26. This is likely the source of the (NH4)2SO4 found in

the ID booster fan scale, but it does not form the hard scale found on the ID booster fan blades.

Figure 25. Probe surfaces after 1-day NH3 scrubber water drying.

0

1000

2000

3000

4000

5000

10 20 30 40 50 60 70 80

Co

un

ts

Position 2θ

(NH4)2Mn2(SO4)3

(NH4)2SO4

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Figure 26. XRD profiles of the solid sample from the probe after 1-day of NH3 scrubber drying.

The observations from the second trial were expected since the concentration of Mn in NH3

scrubber is only 2 mg/L, if all precipitated from the 300 ml of solution used, only 2.4 mg

(NH4)2Mn2(SO4)3 would precipitate along with 22g (NH4)2SO4, which is still below 2% of the

solids and cannot be detected by XRD analysis. A longer experiment was carried out using a

rotating probe, which could allow the (NH4)2SO4 to fall off. Figure 27 is the picture of the probe

after a 6-day run. The observations are similar to the first trial. A small amount of white solids

were collected, and the XRD profile indicates that all the peaks are from (NH4)2SO4, Figure 28.

Figure 27. Probe surfaces after 6-day NH3 scrubber water drying.

0

5000

10000

15000

20000

25000

10 20 30 40 50 60 70 80

Co

un

ts

Position 2θ

(NH4)2SO4

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Figure 28. XRD profiles of the solid sample from the probe after 6-day of NH3 scrubber drying

The results from the three experiments showed that the double salt (NH4)2Mn2(SO4)3, which is a

major component of the ID booster fan scale, can form through crystallization from an aqueous

solution containing NH4+, Mn2+ and SO4

2-. It has a low solubility and is likely to precipitate in

(NH4)2SO4 solution, which is the main cause for scale formation on the ID booster fan blade and

gas phase composition does not seem to be crucial. However, evaporation of NH3 scrubber solution

produces mostly (NH4)2SO4 because there is much more NH4+ than Mn2+ in the solution, therefore,

NH3 scrubber water may not be the main source of Mn, indicating that a source of Mn plays a role

in the hard scale formation.

4.3.2. Role of Particulate Matter in Scale Formation

Another factor considered is particulate matter flowing in the flue gas. A report on the particulate

analysis (analyzed and written in 2016) at the ID booster fan was provided by the pulp mill and

this was used as no particulate samples were collected. The results were summarized in Table 11.

Comparison to ID fan scale’s composition shows that the ratio of the metals are close, except for

a very high potassium and sodium in the particulates. Therefore, ID fan scale was chosen as a good

substitute of particulate matter in the following experiments.

0

1000

2000

3000

4000

5000

10 20 30 40 50 60 70 80

Co

un

ts

Position 2θ

(NH4)2SO4

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Table 11. Particulate analysis at the inlet of ID booster fan

Metals (in wt.%) Particulate matters ID fan scale

Potassium 82 0.6

Sodium 5.8 0.4

Calcium 4.7 12

Manganese 3.3 2.0

Magnesium 1.3 3.5

Iron 1.0 0.9

Zinc 0.2 0.3

Barium 0.1 0.2

Color changes can be observed visually. Figure 29 shows the picture of ID fan scale before and

after mixing with NH3 scrubber solution at 60℃ in the laboratory. After the mixture was totally

dried, the precipitated salt is both orange and dark green, which has a similar appearance to the ID

booster fan. The XRD profiles were matched to the phase patterns of CaSO4 and (NH4)2Mn2(SO4)3

found in ICDD database, Figure 30. The results suggested that mixing the ID fan scale and NH3

scrubber water can form the double salt (NH4)2Mn2(SO4)3. Since the ID fan scale and the

particulate matter flowing in the flue gas share similar chemical composition, it can be concluded

that a mixture of particulate matter and NH3 scrubber solution can form (NH4)2Mn2(SO4)3 and the

particulates flowing in the duct can be the main source of Mn.

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Figure 29. ID fan scale before and after mixing with NH3 scrubber solution

Figure 30. XRD profile of the solid sample collected from the mixture of ID fan scale and NH3

scrubber solution

0

500

1000

1500

2000

10 20 30 40 50 60 70 80

Co

un

ts

Position 2θ

(NH3)2Mn2(SO4)3

CaSO4

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4.3.3. Experimental Investigation of (NH4)2Mn2(SO4)3 Solubility

The laboratory experiments showed that the formation of (NH4)2Mn2(SO4)3 is key to ID booster

fan scaling and it appears that the partial dissolution of solid particles and the subsequent

precipitation of the double salt is the key to the hard scale formation. Therefore this experiment

was to investigate the solubility of double salt (NH4)2Mn2(SO4)3 in the NH3 scrubber solution at

60℃ and the effect of NH4+ concentration on the (NH4)2Mn2(SO4)3 solubility. The ammonia

scrubber water was diluted to give NH4+ concentrations of 20,000, 10,000, 5,000, 2,000, 1,000

ppm NH4+). One gram of MnSO4 was added to 100 ml of the 5 solutions with differing NH4

+

concentration. Samples were taken at regular time intervals and analyzed for Mn concentration

using ICP-OES. From the experiment discussed in 4.3.1, it can be concluded that the main product

after adding MnSO4 to NH3 scrubber solution is (NH4)2Mn2(SO4)3, so one assumption made in this

experiment is that all Mn2+ ion added were reacted and were existing as (NH4)2Mn2(SO4)3.

The observation for the solution with 1000 ppm NH4+ is slightly different. During the solution

preparation, the solution was clear at first when MnSO4 was added, more salts were precipitated

after stirring for about 5 minutes. It indicates that the reaction between (NH4)2SO4 and MnSO4

take place in aqueous phase and forms (NH4)2Mn2(SO4)3. This double salt then crystallizes and

the amount of precipitation is affected by the concentration of NH4+. Figure 31 (a) and (b) give the

concentration of Mn in solution as a function of time for the solutions with different NH4+

concentrations. From the figure, all five systems appear to reach the equilibrium in 2 hours.

Figure 32 shows the soluble manganese at 60℃ in solutions with various NH4+ concentrations

(1000 to 20000 ppm). The solubility was found to decrease with respect to increasing NH4+

concentration. The values decreased from 1.22g/100g solution to 0.004g/100g solution. When the

NH4+ concentration is below 10000 ppm, there is a linear relationship between Mn solubility and

the NH4+ concentration. And the solubility of (NH4)2Mn2(SO4)3 is close to zero when there is more

than 10000 ppm NH4+ in the solution. This indicates the double salt has a extremely low solubility

in NH3 scrubber solution.

This observation can be helpful in determining the amount of wash water necessary should the

mill decide use sprays on the ID booster fan to keep it clean. A higher water flow rate will lower

the chance of (NH4)2Mn2(SO4)3 double salt formation.

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Figure 31 (a). Concentration of soluble Mn2+ in NH3 scrubber solution (1000, 2000 and 5000 ppm

NH4+) at 60℃ as a function of time

Figure 31 (b). Concentration of soluble Mn2+ in NH3 scrubber solution (10000, 20000 ppm NH4+)

at 60℃ as a function of time

0

0.3

0.6

0.9

1.2

1.5

0 20 40 60 80 100 120

(NH

4)2

Mn

2(S

O4)3

So

lub

ilit

y

g/1

00

g s

olu

tion

Time (h)

1000 ppm

2000 ppm

5000 ppm

0

0.005

0.01

0.015

0 20 40 60 80 100 120

(NH

4)2

Mn

2(S

O4)3

So

lub

ilit

y

g/1

00

g s

olu

tion

Time (h)

10000 ppm

20000 ppm

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Figure 32. (NH4)2Mn2(SO4)3 solubility in various NH3 scrubber solutions at T = 60℃.

4.4. Multivariate Analysis

4.4.1. Effect of Selected Parameters on Vibration Intensity

Vibration intensity is the measurement the mill follows to determine if the ID booster fan needs to

be slowed down or stopped and cleaned. Vibration intensity is measured at multiple points in the

ID booster fan. Therefore it is used as the target parameter in the first trial.

Hourly average operating data from the pulp mill was used in this study to build a statistical model.

Table 15 in Appendix C1 lists the parameters selected. For MVA, an OPLS model was built, where

vibration intensity was first set as the output (Y variables) and all other process parameters were

set as inputs (X variables). The model uses all X variables to explain and predict the changes in Y

variables.

Figure 33 shows the score scatter plot for the OPLS model built from mill data in 2018 with 8208

observations. Each data point on the scatter plot represents one instance for all variables, in this

0

0.2

0.4

0.6

0.8

1

1.2

1.4

0 0.5 1 1.5 2 2.5

(NH

4)2

Mn

2(S

O4)3

So

lub

ilit

y

g/1

00

g s

olu

tion

Concentration of ammonium (ppm)x 10000

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case hourly average value for all operating parameters. The ellipse represents a 95% confidence

interval of the data and the origin of the graph represents the average value across all variables.

The further away a point is from the origin (shown by X), the greater it deviates from the average.

Points clustered together on the scatter plot on each quadrant have similar collective characteristics

and can be connected back to specific operating conditions. It can be seen from Figure 33 that

most of the data points in year 2018 fit within the 95% CI, meaning that the model explains the

data moderately. The graphs for 2015-2017 were shown in Appendix C2. There are still many

observations outside the ellipse. The spread of the data points on the scatter plot demonstrates there

are many instances where operating parameters are far from average.

Figure 33. Score scatter plot for mill data in 2018

To determine the correlation of each X variable on the Y variables separately, a coefficient plot is

used where the contribution of each X variable on the corresponding Y variable is determined by

a positive or negative coefficient. Figure 34(a) shows the coefficient plot for the 2018 data from

the OPLS model for vibration intensity set as the Y variable. ID booster fan speed, vacuum to ID

booster and boiler burner temperature have the highest positive coefficients, whereas natural gas

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flow and oxygen in flue gas have the most significant negative effect on vibration intensity. The

positive effects of ID booster fan speed and vacuum to ID booster fan on vibration intensity are

reasonable since more vibration happens if the fan speed is higher; the negative coefficients are

difficult to explain by process characteristics. However, the observations from year 2015-2017 do

not agree well with those from 2018, Figure 34(b)-(d). For instance, oxygen content in flue gas

was negatively correlated to vibration intensity from 2017 and 2018 data, but it has a strong

positive correlation to vibration based on data in 2015 and 2016. More process parameters were

found to have a positive correlation in some years and negative correlation in others. For one single

process parameter, it is impractical to have two opposing influences on ID booster scale formation.

Therefore, it can be concluded that vibration intensity may not be a good indicator of the amount

of scale formed on the fan blade. This is reasonable as vibration intensity is not directly a measure

of scale formation, but rather is an indication of an imbalance in the scale.

Figure 34 (a). Coefficient plot for vibration intensity from mill data in 2018

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Figure 34 (b). Coefficient plot for vibration intensity from mill data in 2017

Figure 34 (c). Coefficient plot for vibration intensity from mill data in 2016

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Figure 34 (d). Coefficient plot for vibration intensity from mill data in 2015

4.4.2. Effect of Selected Parameters on ID Booster Fan Efficiency

Another output that was considered was ID booster fan air flow rate divided by the fan current,

which is an expression of fan efficiency. With more scales attached to the fan blade, it should take

more energy for gas flow. Additionally, the presence of scale likely reduces the amount of air that

can be moved through the fan. Therefore, the fan efficiency may be proportional to the amount of

scale formed on the fan blades, which should be a good indicator of scale formation. Plotting the

fan efficiency (airflow/amps) versus time, it can be found that after a cleanup in May, the efficiency

tends to decrease for a month and half, indicating the scales was building up during this time period,

Figure 35(a)-(d). However, more variables can affect this number (Airflow/Amps). For example,

increasing the ID booster fan rotational speed increases the flow of air and reduces the load of the

ID booster fan. No clear way was found to incorporate the affect of these other factors and reduce

the fluctuation in the data. Therefore, MVA was performed using the data from the month and half

following a fan cleaning.

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Figure 35 (a). Airflow/Amps versus time from fragmental mill data in 2018

Figure 35 (b). Airflow/Amps versus time from fragmental mill data in 2017

y = -5.2915x + 233342

3000

3500

4000

4500

5000

5500

6000

5/15/2018 5/25/2018 6/4/2018 6/14/2018 6/24/2018 7/4/2018

Air

flow

/Am

ps

y = -2.9034x + 129169

3000

3500

4000

4500

5000

5500

6000

5/16/2017 5/26/2017 6/5/2017 6/15/2017 6/25/2017 7/5/2017

Air

flow

/Am

ps

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Figure 35 (c). Airflow/Amps versus time from fragmental mill data in 2016

Figure 35 (d). Airflow/Amps versus time from fragmental mill data in 2015

y = -2.9325x + 129252

3000

3500

4000

4500

5000

5500

6000

5/10/2016 5/20/2016 5/30/2016 6/9/2016 6/19/2016 6/29/2016

Air

flow

/Am

ps

y = -5.6903x + 244111

3000

3500

4000

4500

5000

5500

6000

5/15/2015 5/25/2015 6/4/2015 6/14/2015 6/24/2015 7/4/2015

Air

flow

/Am

ps

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Figure 36 shows the score scatter plot for the new OPLS model built from mill data in 2018 with

895 observations. It can be seen from Figure 38 that most of the data points in year 2018 fit within

the 95% CI, meaning that the model explains the data well. The graphs for 2015-2017 exhibit the

same distribution and are shown in Appendix C2.

Figure 36. Score scatter plot for fragmental mill data in 2018

Figure 37(a) shows the coefficient plot for the ID booster fan efficiency. The positively correlated

parameters with fan efficiency for all four years are ID fan air flow and natural gas flow rate,

Figure 37(b)-(d). The ID booster fan efficiency was calculated by ID fan air flow, so the strong

positive correlation with this variable was expected. For natural gas flow rate, one possible

explanation is that the total gas flow increased. This is directly related to air flow rate and probably

no connections with the scale formation. The conclusion was that the correlations found cannot be

associated with ID booster fan scaling, so Airflow/Amps is not a good target parameter either.

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Figure 37 (a). Coefficient plot for Airflow/Amps from fragmental mill data in 2018

Figure 37 (b). Coefficient plot for Airflow/Amps from fragmental mill data in 2017

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Figure 37 (c). Coefficient plot for Airflow/Amps from fragmental mill data in 2016

Figure 37 (d). Coefficient plot for Airflow/Amps from fragmental mill data in 2015

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From the MVA results, it can be found that the statistical models built can explain the observations

well (observations mostly within the 95% confidence interval and good R2 values). However, the

process parameters found to be correlated with scale formation were hard to be practically

explained by the process. There are three possible causes: 1. The two outputs selected to perform

MVA are not good indicators of ID booster fan scaling. ID booster fan vibration intensity in the

first trial measures instant fan blade movement, which means that a change in vibration intensity

can be also caused by a piece of scale falling off instead of scale formation. And changes in fan

speed may cause vibrations as well. Airflow/Amps seems to correlate well with scale formation in

first a month and half after fan cleaning, but then fluctuate in the following months, which is not

likely correlated to scale formation. 2. Some process parameters are manually controlled by the

mill operators to respond certain incidents (for instance, slowing down the ID booster fan speed

when there is violent fan vibration.). Then the correlations between process parameters and scale

formation were interfered and therefore difficult to find. 3. The mill data still needs more

preprocessing (for example, identifying outliers and data selection).

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Chapter 5

5. Conclusions

A fundamental study was performed to investigate ID booster fan scale formation in a sulfite pulp

mill, first by collecting and analyzing mill samples (solid and liquid), and then by sampling

campaigns (setting up deposit probe and sampling flue gas) and laboratory experiments to study

scale formation mechanism. Lastly, multivariate analysis was used to find potential correlations

between mill operations and scale formation.

The ID booster fan scale is slightly acidic and consists of about 40% (NH4)2Mn2(SO4)3, 33%

CaSO4, 17% (NH4)2SO4, 8% metal oxides and 2% metal sulfates (mostly K, Mg). The source of

all three ID booster fan scales collected from different locations is the same. The key reactions for

the formation of the tenacious deposit appears to be the partial dissolution of MnSO4 in the ash

particles from the boiler in NH3 scrubber water and the subsequent precipitation of manganese

ammonium sulfate. This appears to bind the other deposit components such as ammonia sulfate

and calcium sulfate and is the component responsible for the hard nature of the deposit.

The probe study during sampling campaign indicates that ID booster fan scaling takes place over

weeks. Analysis of the air flow/amps ratio also indicated that scale build-up occurs over four to

six weeks after cleaning.

While the MVA analysis results showed that statistical models built can explain the observations

well (observations mostly within the 95% confidence interval and good R2 values), the results are

not consistent for all four years (2015-2018) indicating that the MVA may not be a good tool for

identifying the process parameters leading to scaling. This is because the scaling rate is slow,

taking place over weeks. Vibration intensity represents an unbalance in the scale, but not scale

build-up directly; and while airflow/amps is correlated to scaling, it is also influenced by other

factors that result in variability over short time intervals that are not related to scaling.

Ultimately, the scaling appears to be caused by too much particulate and ammonia scrubber

solution being carried over to the ID booster fan. Possible solutions include checking that air flow

distribution between the four sets of condensers and ammonia scrubber towers is even, confirming

there isn’t channeling in the ammonia scrubber tours and improving the system for removing

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droplets from the gas exiting the ammonia scrubber towers. It may also be possible to go to a wet

ID booster fan arrangement in which the blades are continuously washed in order to prevent the

precipitation of salts on the surface. Our results would tend to indicate that such a system would

need to be very thorough as once the manganese ammonium sulfate deposit starts to form, it cannot

be washed. Anything that can be done upstream to limit carryover of scrubber water and particulate

should be done first.

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Chapter 6

6. Recommendations for future work

Through the various analytical techniques, the overall composition of ID booster fan scale was

determined. However, more work is still needed to clarify some details regarding the ID booster

fan scale.

Surface scan on areas with different colors (light and dark) was performed. The

dark area has similar amount of Mn but no N (NH4+) comparing to the light area.

The form of Mn in the darker area will be worthy to investigate since it is unlikely

to be (NH4)2Mn2(SO4)3 and no more Mn compounds was found through bulk

analysis.

TGA analysis supported the idea that (NH4)2Mn2(SO4)3 decomposes to (NH4)2SO4

and MnSO4 at lower temperature and then the two chemicals decompose separately.

But the weight loss profile of (NH4)2SO4 was different from the literature, which is

needed to be investigated and explained. An experimental setup includes: Glass

tube (holding the scale samples), Bunsen burner (heating), thermometer (measuring

temperature), impingers (collecting gas products for analysis).

A reasonable scaling mechanism of ID booster fan was proposed in this work. But

the actual scale formation was still unknown because it occurs inside the ID booster

fan and cannot be seen. A fiber optic camera is recommended to put into a deposit

probe and insert into the sampling port at the ID booster fan inlet. This will help

the mill understand the scale formation visually.

Study of the washing solution that will be sprayed on the fan blades and used to

prevent (NH4)2Mn2(SO4)3 formation.

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References

[1] Biermann, C. J., Essentials of pulping and papermaking. San Diego, CA: Academic Press,

1993.

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Kraft Recovery Short Course, St. Petersburg, FL, 2012.

[3] R. J. Hernandez and S. E. Selke, “Packaging: papers for sacks and bags,” in Encyclopedia

of Materials: Science and Technology, East Lansing: Elsevier Ltd., 2001, pp. 6642-6646.

[4] W. Schmidl and J. Frederick, “Controlling soluble scale deposition in black liquor

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[5] M. Hupa, “Recovery boiler chemical principles,” TAPPI Kraft Recovery Short Course. St.

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[6] A. F. Stam, K. Haasnoot, G. Brem, “Superheater fouling in a BFB boiler firing wood-based

fuel blends,” Fuel, vol. 135, Jun., pp. 322-331, 2014

[7] A. Giglio, “Calcite Scale Formation in the Green Liquor Handling System of the Kraft

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[8] J. J. Leithem, R. J. Engen, M. W. Folsom and T. L. Pulliam, “Control of fireside ash

deposits in an ammonia-base sulfite recovery furnace,” Tappi, vol. 61, no. 10, Oct., pp. 37-

40, 1978.

[9] Y. Wang, H. Tan, K. Dong, H. Liu, J. Xiao and J. Zhang, “Study of ash fouling on the

blade of induced fan in a 330 MW coal-fired power plant with ultra-low pollutant emission,”

Applied Thermal Engineering, vol. 118, May, pp. 283-291, 2017

[10] United States Environmental Protection Agency, “Method 6C - Sulfur Dioxide -

Instrumental Analyzer Procedure,” United States Environmental Protection Agency, 2017.

[online] Available: https://www.epa.gov/sites/production/files/2017-08/documents/

method_6c.pdf [Accessed: Apr. 1, 2018].

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[11] United States Environmental Protection Agency, “Field Test of Ammonia

Collection/Analysis Method,” United States Environmental Protection Agency, 1995.

[online] Available: https://www3.epa.gov/ttnemc01/ctm/NH3validation.pdf [Accessed:

Apr. 1, 2018]

[12] R. Kiyoura and K. Urano, “ Mechanism, Kinetics, and Equilibrium of Thermal

Decomposition of Ammonium Sulfate,” Industrial & Engineering Chemistry Process

Design and Development, vol. 9, no. 4, pp. 489-494, 1970.

[13] W. D. Halstead, “Thermal Decomposition of Ammonium Sulphate,” Journal of Applied

Chemistry, vol. 20, no. 4, pp. Apr., 1970.

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Appendices

Appendix A: Spent sulfite liquor analysis

Table 12. Solid content of liquors

Liquor Solid content, %

Heavy liquor (2018-3-23) 50.04

Heavy liquor (2018-4-12) 44.68

Table 13. Analysis of Anions

liquor chloride Sulfite Sulfate Thiosulfate

mg/L mg/L mg/L mg/L

Heavy liquor (2018-3-23) 492 2281 18992 139

Heavy liquor (2018-4-12) 219 2962 17997 472

Table 14. Analysis of elements by ICP-OES (Based on the dry weight of solids)

Elements (in ppm) Heavy liquor Heavy liquor Heavy liquor

3/23/2018 4/12/2018 2/1/2018

S 75810 79130 72146

Ca 972 978 963

K 814 843 818

Mg 240 250 252

Mn 144 132 165

P 62 65 66

Fe 16 61 22

Zn 19 17 20

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Appendix B: XRD profiles of the rest of the ID booster fan scales

Figure 38. Thermal profile of the ID booster fan (Inside the fan blade)

Figure 39. Thermal profile of the ID booster fan (On the duct wall)

-4

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0 200 400 600 800 1000

Wei

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t p

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nta

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(%)

Temperature (℃)

Weight

Heat Flow

(Normalized)

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0 200 400 600 800 1000

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(Normalized)

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Appendix C1: List of process parameters selected for MVA analysis

Table 15. List of process parameters selected for MVA analysis

List of process parameters

ID fan and ID booster fan NH3 scrubbers

ID booster fan vibration - Non-driving end NH3 injection rate at 1st stage

ID booster fan vibration - Driving end NH3 injection rate at 2nd stage

Vacuum to ID booster fan Recirculation stream flow rate at 1st stage

SO2 concentration in ID booster fan Recirculation stream pH at 1st stage

ID Booster fan temperature Recirculation stream temperature at 1st stage

ID booster fan speed Recirculation stream conductivity at 1st stage

Oxygen in the stack Recirculation stream flow rate at 2nd stage

Carbon monoxide in the stack Recirculation stream pH at 2nd stage

Stack gas temperature Recirculation stream temperature at 2nd stage

ID fan speed Recirculation stream conductivity at 2nd stage

Boilers NH3 scrubber 2nd stage outlet temperature

Oxygen in boiler Water levels in 1st stage NH3 scrubber

Liquor injection rate Caustics injection rate

Primary air flow rate Filtered mill water flow rate

Atomizing steam pressure Quench tower

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Atomizing steam flow rate Recirculation stream flow rate

Natural gas burner temperature Recirculation stream pH

Natural gas injection rate Recirculation stream turbidity

Liquor tanks Filtered mill water flow rate

Red liquor temperature Quench tower inlet temperature

Red liquor dry solids Quench tower HX outlet temperature

Acid wash temperature Water levels in quench tower

Acid wash dry solids

NH3 injection rate

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Appendix C2: Score scatter plots from mill data in 2015-2017

Figure 40 (a). Score scatter plot for mill data in 2017

Figure 40 (b). Score scatter plot for mill data in 2016

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Figure 40 (c). Score scatter plot for mill data in 2015

Figure 41 (a). Score scatter plot for fragmental mill data in 2017

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Figure 41 (b). Score scatter plot for fragmental mill data in 2016

Figure 41 (c). Score scatter plot for fragmental mill data in 2015