23
This article was downloaded by: [Moskow State Univ Bibliote] On: 18 February 2014, At: 19:24 Publisher: Taylor & Francis Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK Analytical Letters Publication details, including instructions for authors and subscription information: http://www.tandfonline.com/loi/lanl20 Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis R. Pardo a , E. Barrado a , Y. Castrillejo a , M. A. Velasco a & M. Vega a a Departamento de Química Analítica, Facultad de Ciencias , Prado de la Magdalena, E-47005, Valladolid, Spain Published online: 23 Sep 2006. To cite this article: R. Pardo , E. Barrado , Y. Castrillejo , M. A. Velasco & M. Vega (1993) Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis, Analytical Letters, 26:8, 1719-1739, DOI: 10.1080/00032719308021492 To link to this article: http://dx.doi.org/10.1080/00032719308021492 PLEASE SCROLL DOWN FOR ARTICLE Taylor & Francis makes every effort to ensure the accuracy of all the information (the “Content”) contained in the publications on our platform. However, Taylor & Francis, our agents, and our licensors make no representations or warranties whatsoever as to the accuracy, completeness, or suitability for any purpose of the Content. Any opinions and views expressed in this publication are the opinions and views of the authors, and are not the views of or endorsed by Taylor & Francis. The accuracy of the Content should not be relied upon and should be independently verified with primary sources of information. Taylor and Francis shall not be liable for any losses, actions, claims, proceedings, demands, costs, expenses, damages, and other liabilities whatsoever or howsoever caused arising directly or

Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

  • Upload
    m

  • View
    214

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

This article was downloaded by: [Moskow State Univ Bibliote]On: 18 February 2014, At: 19:24Publisher: Taylor & FrancisInforma Ltd Registered in England and Wales Registered Number: 1072954Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH,UK

Analytical LettersPublication details, including instructions forauthors and subscription information:http://www.tandfonline.com/loi/lanl20

Study of the Contents andSpeciation of Heavy Metalsin River sediments By FactorAnalysisR. Pardo a , E. Barrado a , Y. Castrillejo a , M. A.Velasco a & M. Vega aa Departamento de Química Analítica, Facultadde Ciencias , Prado de la Magdalena, E-47005,Valladolid, SpainPublished online: 23 Sep 2006.

To cite this article: R. Pardo , E. Barrado , Y. Castrillejo , M. A. Velasco& M. Vega (1993) Study of the Contents and Speciation of Heavy Metals inRiver sediments By Factor Analysis, Analytical Letters, 26:8, 1719-1739, DOI:10.1080/00032719308021492

To link to this article: http://dx.doi.org/10.1080/00032719308021492

PLEASE SCROLL DOWN FOR ARTICLE

Taylor & Francis makes every effort to ensure the accuracy of all theinformation (the “Content”) contained in the publications on our platform.However, Taylor & Francis, our agents, and our licensors make norepresentations or warranties whatsoever as to the accuracy, completeness,or suitability for any purpose of the Content. Any opinions and viewsexpressed in this publication are the opinions and views of the authors, andare not the views of or endorsed by Taylor & Francis. The accuracy of theContent should not be relied upon and should be independently verified withprimary sources of information. Taylor and Francis shall not be liable for anylosses, actions, claims, proceedings, demands, costs, expenses, damages,and other liabilities whatsoever or howsoever caused arising directly or

Page 2: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

indirectly in connection with, in relation to or arising out of the use of theContent.

This article may be used for research, teaching, and private study purposes.Any substantial or systematic reproduction, redistribution, reselling, loan,sub-licensing, systematic supply, or distribution in any form to anyone isexpressly forbidden. Terms & Conditions of access and use can be found athttp://www.tandfonline.com/page/terms-and-conditions

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 3: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

ANALYTICAL LETIERS, 26(8), 1719-1739 (1993)

S T U D Y O F THE CONTENTS AND SPECIATION O F HEAVY METALS

I N R I V E R SEDIMENTS BY FACTOR ANALYSIS

KEY WORDS: Heavy meta ls , river sediments , voltammetry, s p e c i a t i o n , f a c t o r a n a l y s i s

R . Pardo, E . Barrado, Y . C a s t r i l l e j o , M.A. Velasco and M . Vega

Departamento de Quimica A n a l i t i c a , Facultad de Cienc ias , Prado de l a Magdalena, E-47005 Val ladol id ,

Spain

ABSTRACT

Heavy meta ls Zn, Cd, Pb, Cur N i and Co from two

Spanish r i v e r sediments have been determined by

voltammetric techniques, a long w i t h 8 CaC03 and 9 organic

matter, and t h e whole d a t a set examined by means of Factor

A n a l y s i s , f i n d i n g a d i f f e r e n t behaviour of t h e metals i n

each r i v e r .

Heavy metal s p e c i a t i o n i n t h e sediments was c a r r i e d

out by using t h e Tessier 's scheme: Zn and Pb were mainly

a s s o c i a t e d t o ' r e d u c i b l e p h a s e s ' , C d and Cu bound t o

'o rganic matter and s u l p h i d e s ' , and N i and Co w e r e

d i s t r i b u t e d between t h e above f r a c t i o n s . The ' r e s i d u a l '

1719

Copyright 0 1993 by Marcel Dckkcr, lnc

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 4: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1720 PARD0 ET AL.

metals were used a s p o l l u t i o n i n d i c a t o r s from t h e r i v e r s ,

f i n d i n g a s imi la r behaviour t o o t h e r i n d u s t r i a l i z e d r i v e r

systems.

INTRODUCTION

The determinat ion of heavy metals i n environmental

1-3 samples deserves g r e a t i n t e r e s t from seve ra l s tandpoints

a ) t h e i r t o x i c i t y , b ) t h e i r p e r s i s t e n c e and c ) t h e c l o s e

r e l a t i o n between t h e chemical form i n which t h e s e elements

appear ( t h e i r s p e c i a t i o n ) and t h e i r e c o l o g i c a l impact . I n t h e r i v e r systems, t h e presence of sediments a t t h e

b o t t o m o f t h e w a t e r c o l u m n i n t r o d u c e s a n a d d i t i o n a l f a c t o r ,

because they can a c t as c o l l e c t o r s f i x i n g t h e heavy metals.

If t h i s f avourab le r o l e can be r eve r sed by an

a l t e r a t i o n of t h e normal c o n d i t i o n s of t h e water column ,

t h a t releases t h e m e t a l s t o t h e more dangereous d i s so lved

s ta te .

4

5

The main accumulation mechanisms of heavy metals i n

sediments have been summarized by Gibbs ', and imply t h e

e x i s t e n c e of f i v e main s p e c i a t i o n c a t e g o r i e s : (a)

adsorbed and exchangeable, ( b ) bound t o carbonate phases,

(c) bound t o r educ ib le phases ( such as i r o n and manganese

o x i d e s ) , ( d ) bound t o o r g a n i c matter and s u l p h i d e s and ( e )

d e t r i t a l o r l a t t i c e ( res idua l ) metals. These f r a c t i o n s have

7

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 5: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1721

a d i f f e r e n t behaviour as t o remobi l iza t ion 5, so i t

becomes necessary t o know t h e t o t a l amount of heavy metal

p r e s e n t i n t h e sediment a s w e l l as i ts s p e c i a t i o n , t o

c o r r e c t l y evaluate its ecotoxicological r i s k . A t h e o r e t i c a l

approach ' must be r e j e c t e d due t o t h e l a c k of complete

thermodynamic da ta . The experimental s p e c i a t i o n is based

upon a s e q u e n t i a l e x t r a c t i o n , i n which t h e sediment is

success ive ly e x t r a c t e d with a series of chemical reagents

of i n c r e a s i n g r e a c t i v i t y g iv ing e x t r a c t s corresponding t o

t h e above c a t e g o r i e s , i n which t h e heavy metals a r e then

determined. Themostwidely used scheme is t h e one proposed

by T e s s i e r e t a l . 9 , t h a t can a l s o provide an assessment

of t h e p o l l u t i o n l e v e l of t h e sediments, by t a k i n g t h e

I ' r e s i d u a l ' f r a c t i o n as a guide . I n t h i s paper, w e have s t u d i e d sediment samples taken

from t h e r i v e r s Pisuerga and Carribn, t r i b u t a r i e s of t h e

Duero River , i n f l u e n c e d b y t h e d ischarges of twomoderately

populated and i n d u s t r i a l i z e d towns (Val ladol id and Palencia

r e s p e c t i v e l y ) . The heavy metals determined w e r e : z inc ,

cadmium, l e a d , copper, n i c k e l and c o b a l t , t h a t have been

s p e c i a t e d wi th t h e T e s s i e r ' s scheme ', and determined i n

t h e d i f f e r e n t e x t r a c t s by D i f f e r e n t i a l P u l s e A n o d i c (DPASV)

and D i f f e r e n t i a l Pulse Adsorptive Cathodic (DPAdCSV)

S t r i p p i n g Voltammetries l o . The t o t a l metal conten ts , as

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 6: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1722 PARD0 ET AL.

w e l l as % C a C 0 3 and % o r g a n i c matter ( O . M . ) of t h e

sediments w e r e submitted t o F a c t o r Ana lys i s ( F A ) i n o r d e r

t o b e s t e x p l a i n t h e behaviour of both r i v e r s . The

s p e c i a t i o n percentages were compared and f i n a l l y , t h e

pe rcen tages corresponding t o t h e ' r e s i d u a l ' f r a c t i o n were

compared, a l s o by means of FA, with t h e r e s u l t s given by

I Salomons and For s tne r f o r o t h e r r i v e r systems.

EXPERIMENTAL

Samplinq s i t e s

The selected s i t e s are r e p r e s e n t a t i v e of t h e r i v e r i n e

systems as they p a s s through t h e c i t i e s (F igu re 1 ) . The

P i sue rga River f lows through t h e town of Val l ado l id ( ca .

400,000) , c a p i t a l of t h e Autonomous Community of Casti l la

and Leon and t h e l a r g e s t i n d u s t r i a l zone of t h a t

community " ' 1 2 . On t h e o t h e r hand, t h e CarriBn River

t r a v e r s e s t h e town of Pa lenc ia (ca. 6 0 , 0 0 0 ) where a copper

r e f i n i n g i n d u s t r y is l o c a t e d . The sediment samples were

c o l l e c t e d a t r i v e r s i d e s w i t h a dredge d u r i n g October 1989

and s t o r e d a t 3 ° C . W e t samples were always used, and %

CaC03 and b O.M. were determined fo l lowing s t anda rd

methods . Apparatus

1 3

Heavy metal w e r e determined by voltammetric

t echn iques , using a Po la reco rd Metrohm E506, a Metrohm

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 7: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1723

Figure 1 .- Map of t h e s t u d i e d areas showing t h e sampling p o i n t s . ( A ) CarriBn River; ( B ) Pisuerga River .

VA663 s t a t i c m e r c u r y e l e c t r o d e s t a n d , and a Metrohm E608

c o n t r o l u n i t . The working e l e c t r o d e was i n HMDE mode wi th

a P t c o u n t e r - e l e c t r o d e and aAgCl/Agreference e l e c t r o d e .

Reaqent s

Carlo Erba RPE ACS grade s t a n d a r d s o l u t i o n s of 1000

mg/L were used for heavy me ta l s . D i lu t ed s o l u t i o n s were

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 8: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1724 PARD0 ET AL.

prepared u s i n g a GILSON 100 pL micropipet and de-ionized

water. The rest of r e a g e n t s were of a n a l y t i c a l grade.

S p e c i a t i o n scheme

A s u c c e s s i v e e x t r a c t i o n of t h e sediment w i th t h e

fo l lowing r e a g e n t s w a s performed accord ing t o Tessier e t

a l . ( a ) 1 N magnesium c h l o r i d e (adsorbed and exchangeable

metals) , ( b ) 1 M sodium acetate a d j u s t e d t o pH 5 wi th

a c e t i c a c i d (bound t o carbonate p h a s e s ) , ( c ) 0.04 M

h y d r o x i l a m i n e c h l o r h y d r a t e i n 2 5 % ( v / v ) acet ic a c i d ( b o u n d

t o r e d u c i b l e p h a s e s ) , ( d ) 30 % hydrogen peroxide a t pH 2

a d j u s t e d w i t h n i t r i c acid and then 3.2 M ammonium acetate

(bound t o O.M. and s u l p h i d e s ) and ( e ) h y d r o f l u o r i c acid

( r e s i d u a l m e t a l s ) . To ta l metal concentrat ions were obtained

by adding t h e metals found i n t h e f i v e d i f f e r e n t f r a c t i o n s .

Heavy metal de t e rmina t ion

Zn, Cd, Pb and Cu were measured by DPASV a t p H 4 .7

(acetate b u f f e r ) , with t h e following experimental s e t t i n g s :

Accumulation p o t e n t i a l -1 .2 V

Accumulation time 60 s ( s t i r r i n g ) p l u s 30 s ( rest t i m e )

Superimposed p o t e n t i a l ( s t r i p p i n g s t e p ) 50 mV

The o r d e r of appareance (from n e g a t i v e t o p o s i t i v e

p o t e n t i a l s ) is: Zn, C d , Pb and Cu.

C o and N i w e r e measured by DPAdCSV a t pH 9 . 3 (aINIIOnia

b u f f e r ) i n t h e presence of l o F 4 M dimethylglyoxime. The

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 9: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1725

Ni

-1.12 -0.98

*150 UL

*loo UL

+ 50 UL

sample

E (V)

Figure 2.- Determination of Ni and Co by DPAdCSV. Concentrations of the standards: Ni = 2 mg/L, Co 2 mg/L.

experimental parameters were:

Accumulation potential -0.6 V

Accumulation time as above

Superimposed potential (stripping step) -50 mV

Figure 2 shows an example of the determination of Ni and

Co. In order to avoid the problems derived from the

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 10: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1726 PARD0 ET AL.

different analytical matrices accompanying the metals, a

semi-automatized standard addition method was used . Blank solutions were also run along the whole procedure.

All determinations were carried out at 25OC after de-

aeration with nitrogen during 10 minutes.

14

All determinations were performed in duplicate.

RESULTS AND DISCUSSION

Analysis of sediments

The Carrion River was sampled in six points (Figure

1) : upstream of Palencia (Ca-1) , downstream (Ca-6) and in

intermediate locations. The Pisuerga River (Figure 1) was

similarly sampled in f o u r points: upstream (Pi-1) and

downstream town and industrial zone (Pi-4), whereas

the rest of the sediments were taken in intermediate

positions. Table 1 shows the % O.M., % CaC03 and the mean

total metal levels f o r each sediment sample.

Factor Analysis of the total data set

The data set reported in Table 1 was studied by FA 15,16 . The first step is to build the correlation matrix of the original variables, that is shown in T a b l e 2 with

all the significant (at a P=0.05) coefficients highlighted.

From it, we can see a significant positive correlation

between % CaC03 and Ni, as well as between the pairs Zn-Pb,

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 11: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1727

TABLE 1

Global data i n d r y w e i g h t bas i s for s e d i m e n t s (metal concentrat ions i n p g / g

Ca- 1 Ca-2 Ca-3 Ca-4 Ca-5 Ca-6 P i - 1 P i -2 P i -3 P i -4

4.60 2.09 3 . 7 9 0 .65 0 . 1 1 0.42 5.97 3 .55 7 . 3 7 8 .78

14 .27 14 .87 10 .57 12 .77 8.05

1 4 . 3 7 27.07 1 7 . 2 6 7 .10

1 4 . 9 9

7 3 . 0 1 0 .90 30 .36 43 .99 21.84 1 0 . 4 5 1 0 . 3 2 3 . 9 8 41.09 28 .11 4 0 . 8 9 21 .07

220.22 5 . 4 6 70.19 342 .05 5 9 . 7 1 7 . 4 4 8 8 . 4 9 1 . 5 0 78 .21 6 3 . 8 3 2 1 . 1 1 5 . 3 3 5 1 . 6 3 1 . 9 4 36.06 33 .28 2 7 . 5 2 8 . 3 8

5 2 0 . 9 8 1 0 . 7 7 163.57 494.27 6 7 . 9 1 1 0 . 5 8 195 .46 1 . 0 2 57 .62 1 2 8 . 1 4 3 8 . 6 1 5 .99

4 7 4 . 3 7 3 .24 97 .66 51 .30 358 .10 5 . 3 7 6 9 3 . 0 1 1 . 4 9 136 .20 7 0 . 1 1 49 .93 28 .07

237.10 1.56 97.56 75 .07 2 . 3 8 3 .19

TABLE 2

Corre la t ion matr ix of t h e global da ta set

%O.M. % C a C 0 3 Zn C d Pb c u Ni co ...................................................... % O.M. 1 . 0 0 0 0 . 2 3 8 0.176 0.127 0 .061 0 .062 0 .060 0.058 % CaC03 1 .000 0 . 2 9 1 0 .174 0.126 0 .158 0 . 5 9 9 0.214 Zn 1 . 0 0 0 0 .336 0 .879 0 .363 0 .422 0 .355 Cd 1 .000 0 .565 0 . 8 8 1 0 .135 0 .024 Pb 1.000 0.570 0 .228 0 . 1 9 3 c u 1 .000 0 . 0 5 1 0.124 N i 1 .000 0 . 1 7 5 co 1 , 0 0 0 .............................................................

(P=O.O5, n=18) = 0 . 4 4 4 r c r i t

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 12: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1728 PARD0 ET AL.

TABLE 3

A ) Fac to r Analysis of t h e sediment d a t a

Fac to r

% O.M. % C a C 0 3 Zn C d Pb cu N i co

0.183 0.227 0.122 -0.895 0.838 -0.286 0.788 0.363 0.909 -0.056 0.762 0.405 0.355 -0.767 0.165 0.213

0.253 -0.907 -0.123 0.098

0.397 0.018 -0.344 -0.004

0.148 0.152 -0.440 0.083 -0.098 -0.287

0.859 0.255

B ) V a r i m a x r o t a t i o n of t h e f a c t o r s

% O.M. 0 .041

Zn 0.166 Cd 0 . 9 5 0 Pb 0.381 cu 0.918 Ni 0.015 co -0.063

% C a C 0 3 -0 .140

- - - - - - - - % Variance 24.30

-0.037 -0.325 -0.240 -0.125 -0.051

0.124 0 .930 0 .090

0.020 -0.125

0.247 0.047 0.059

-0.140 -0.097

0 . 9 7 1 --------- 13.40 13.18

-0.990 0 . 1 5 1

-0.121 -0.060

0.010 -0.007 -0.049 -0.021

12.80

.-------

-0.062 -0.147 -0.885 -0.195 -0.910 -0.288 -0.186 -0.184

22.83

-_------

-0.112 0 . 9 0 3 0.171

-0.104 0.039

-0.053 0.296

-0.107

12.14

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 13: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1729

Cd-Cu, Cd-Pb and Pb-Cu. However, as t h e sediments come from

two d i f f e r e n t r i v e r systems, a l l t h e s e c o r r e l a t i o n s cannot

be analysed a t t h i s p o i n t .

A B a r t l e t t ' s s p h e r i c i t y t e s t proved t h a t FA w i l l provide

a r e d u c t i o n of t h e o r i g i n a l v a r i a b l e s , and Table 3-A shows

a summary of t h e subsequent FA: t h e r e are f o u r s i g n i f i c a n t

f a c t o r s which e x p l a i n t h e 89.08 % of t h e v a r i a n c e ( O r

i n fo rma t ion ) con ta ined i n t h e d a t a set . W e can see f r o m t h e

f a c t o r l o a d i n g s t h a t Zn, Cd, Pb and Cu mainly appear i n t h e

f i r s t factor (which spans 36.63 % of v a r i a n c e ) , N i i s found

i n t h e second f a c t o r (23.34 % ) w i t h % C a C 0 3 , whereas CO i s

found i n t h e t h i r d f a c t o r ( 1 6 . 4 9 % ) and %O.M. i n t h e f o u r t h

one ( 1 2 . 6 2 % ) .

Tha above p i c t u r e can be modified by a Varimax r o t a t i o n ,

whose r e s u l t s are shown i n Table 3-B: now t h e r e are Six

s i g n i f i c a n t v a r i f a c t o r s e x p l a i n i n g a 9 8 . 6 4 % o f t h e v a r i a n c e ,

and t h e heavy meta l s have been r e d i s t r i b u t e d : t h u s Cd and

Cu are a s s o c i a t e d i n t h e f i r s t v a r i f a c t o r ( 2 4 . 3 0 % of

v a r i a n c e ) , Zn and Pb i n t h e f i f t h (86.50 % ) , whereas Co i s

i n t h e t h i r d (13.18 % ) and N i i n t h e second (13 .40 % ) . The

% CaC03, and %O.M. a p p e a r , r e s p e c t i v e l y , i n t h e s i x t h ( 1 2 . 1 4

% ) and f o u r t h (12 .80 % ) v a r i f a c t o r s . The r e d i s t r i b u t i o n

maintains t h e s i n g u l a r i t y i n t h e behaviour of N i and Co,

whereas t h e group i n i t i a l l y formed by Zn, Cd, Pb and Cu i s

broken i n two couples: Zn-Pb and Cd-Cu.

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 14: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1730 P A R D 0 ET AL.

From t h e f a c t o r l o a d i n g s and t h e o r i g i n a l v a r i a b l e s ,

we can c a l c u l a t e t h e f a c t o r s ( o r v a r i f a c t o r s ) of t h e

sediments. These new v a r i a b l e s account f o r a greater amount

of va r i ance than t h e o r i g i n a l ones, so t h e i r p l o t t i n g s w i l l

con ta in a correspondingly g r e a t e r amount of in fo rma t ion .

Figure 3-a shows a p l o t of t h e two f i r s t f a c t o r s ,

i n c l u d i n g t h e more dangerous metals (Cd, Pb and N i ) and

spanning t h e g r e a t e r amount of va r i ance ( 5 6 . 7 2 % ) . A s c a n

be seen, t h e P i s u e r g a R i v e r samples are no t i n t e r m i n g l e d w i t h

t h e C a r r i o n River ones, s o w e can say t h a t b o t h r i v e r s seem

t o behave i n a d i f f e r e n t way. Taking i n t o account t h e f a c t o r

loadings (Table 3 ) , t h e sediments w i th a h ighe r va lue of

f a c t o r 1 (P-3, P-4, C-3 and C - 6 ) a r e more p o l l u t e d than t h e

rest .

Making similar c o n s i d e r a t i o n s with t h e v a r i f a c t o r s , w e

a r r i v e a t Figure 3-b, which i s a p l o t of v a r i f a c t o r s 1 and

5 ( con ta in ing t h e more dangerous heavy me ta l s ) . Again, t h e

sediments corresponding t o P i sue rga and Car r idn are l o c a t e d

i n a d i f f e r e n t zone of t h e p lo t . Moreover, t h e two r i v e r

systems seem t o fo l low two d i f f e r e n t l i n e a r r e l a t i o n s h i p s

on which t h e sediments appear according t o t h e i r con ten t i n

heavy metals, w i t h t h e more p o l l u t e d samples (Ca-3, Ca-6,

Pi-3 and Pi-4) l o c a t e d i n an extreme of t h e l i n e and t h e less

p o l l u t e d ones i n t h e o t h e r .

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 15: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS 1N RIVER SEDIMENTS

t

(A)

--2 0 v 4-4

Ca6 2 Ca5 0 ~ a 3 0

Ca 2

0 OCa& . - ePi, Pi4

Pi 2

Ca 1 - 0

- 2 t i 3

-2 0 2

1731

Factor 1

L ,o 8 .c L .- d >

- 0

- 2

I -2 0 2

Vorifoctor 1

Figure 3 . - Location of the sediments a f t e r F A i n t h e plane of ( A ) first and second f a c t o r s , and ( B ) f i r s t and f i f t h v a r i - f a c t o r s .

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 16: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1732

TABLE 4

PARD0 ET AL.

S p e c i a t i o n of t h e heavy metals

A ) C a r r i B n R ive r Percentage of metal

Spec ia t ion ---------__________------------------------ category Zn Cd Pb c u N i co

Adsorbed and exchangeable 2 .00 9.85 0.31 3.62 0 .98 1.10 Bound to

Bound t o r e d u c i b l e ph. 56.69 28.83 44.87 1 . 6 9 25 .34 23 .35 Bound t o O.M. and su lph ides 23 .81 6 2 . 0 1 21.95 85.40 48.49 44 .62

--------------------______________L_____-------------------

carbonates 9.39 0.03 16.76 3 .12 11.49 1 .75

Residual 7.75 4.28 16 .12 7 .40 1 3 . 7 1 32.07 ........................................................... B ) Pisuerga R ive r

Spec ia t ion Category

Adsorbed and exchangeable Bound t o carbonates Bound t o r educ ib le ph. Bound t o O.M. and sulphides

1.47 9 .68 0.19 3 .24 2 .90 1 . 7 9

8.15 0 .77 16 .70 2.27 14 .82 2.08

57.72 2 5 . 6 1 51 .36 0 .59 15 .90 41.40

24.78 55 .92 17 .85 80.72 61.37 35.19

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 17: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1733

Spec ia t ion of heavy metals

Table 4 shows a summary of t h e s p e c i a t i o n resu l t s of t h e

s i x heavy metals expressed as percentages of metal found i n

each s p e c i a t i o n category. I n g e n e r a l , as po in ted o u t by

Salomons and For s tne r ', t h e ' r e d u c i b l e phase ' i s an

important r e s e r v o i r for a l l heavy metals, as we l l as t h e

' o rgan ic phase ' . The fo l lowing i n d i v i d u a l c o n s i d e r a t i o n s can

be a l s o drawn:

( a ) &. I t s d i s t r i b u t i o n amongst t h e s p e c i a t i o n

c a t e g o r i e s i s ve ry similar i n both r i v e r s , appearing mainly

i n t h e 'bound t o r e d u c i b l e phases ' and 'bound t o O.M. and

s u l p h i d e s ' f r a c t i o n s .

( b ) Cadmium. Both r ivers behave i n t h e same way: the

'bound t o O.M. and s u l p h i d e s ' f r a c t i o n has now t h e h ighe r

m e t a l percentage. The c o n t e n t i n t h e 'adsorbed and

exchangeable ' f r a c t i o n is r e l a t i v e l y high although the t o t a l

con ten t of metal i n t h e sediments is r a t h e r l o w , t h u s

d imin i sh ing i ts environmental impact.

( c ) Lead. E x h i b i t s a d i s t r i b u t i o n very s i m i l a r t o t h a t

found f o r Zn, b u t i t s corresponcting percentages i n t h e

' r e s i d u a l ' and 'bound t o ca rbona te ' f r a c t i o n s are higher .

( d ) Copper. Th i s metal a p p e a r s almost e x c l u s i v e l y i n t h e

'bound t o O.M. and s u l p h i d e s ' f r a c t i o n , and shows t h e more

marked tendency t o appear i n t h a t phase from a l l examined

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 18: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1734 P A R D 0 ET AL.

elements. Th i s behaviour is similar t o L\at found by Salomons

y For t sne r 7, i n t h e i r s t u d y on 18 d i f f e r e n t r i v e r systems.

The mean percentage i n t h e ' r e s i d u a l ' f r a c t i o n i n P i sue rga

River i s t w i c e t h a t corresponding t o Car r i6n R ive r ,

showing t h e e f f e c t o f t h e copper i n d u s t r y o n t h i s l a s t r i v e r .

( e ) Nickel. Although t h e metal appea r s mainly i n t h e

'bound t o r e d u c i b l e phases ' and 'bound t o O.M. and s u l p h i d e s '

c a t e g o r i e s , t h e mean r e l a t i v e pe rcen tages i n t h e two r i v e r s

a r e d i f f e r e n t i n t h e sense t h a t i n t h e C a r r i B n River t h e

g r e a t e r percentage i s found i n t h e more e a s i l y remobil ised

'bound t o r educ ib le phases ' f r a c t i o n , perhaps t h e e f f e c t of

e x t e r n a l p o l l u t i o n .

( f ) Cobalt . Th i s metal i s a l s o found i n a greater

extension i n t h e 'bound t o r e d u c i b l e phases ' and 'bound t o

O.M. and s u l p h i d e s ' f r a c t i o n s f o r P i sue rga , whereas f o r

Carr ion t h e predominant c a t e g o r y is t h e second one, w i t h a

g r e a t e s t percentage i n t h e ' r e s i d u a l ' c a t egory .

The eco - tox ico log ica l i m p l i c a t i o n s are d i f f e r e n t f o r

t h e f i v e c a t e g o r i e s acco rd ing t o t h e corresponding

r emob i l i za t ion c a p a c i t y of t h e metals towards t h e d i s s o l v e d

s ta te . I n t h i s way, t h e m e t a l s p r e s e n t i n t h e f i r s t t h r e e

f r a c t i o n s of t h e Tess i e r ' s scheme: 'adsorbed and

exchangeable ' , 'bound t o c a r b o n a t e s ' and 'bound t o r e d u c i b l e

phases ' are t h e more dangerous, because t h e y could be

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 19: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 173s

TABLE 5

Percentages of ' r e s i d u a l ' f r a c t i o n f o r s e v e r a l r i v e r systems

Elbe Rhin Meuse Scheldt Ems 1 jssel . Some Seine Gironde Garonne Ottawa Magdal ena Orinoco Chao-Phya Zaire Ruhaha C a r r i 6 n P i s u e r g a

0.00 17 .40

4 .40 4.40 9.70 9 .70

28.30 30 .40 43 .50 47 .80 87 .00 83 .90 87 .10 64 .50 54 .80 87 .10

7.75 7.89

17 .40 17 .40 23 .90 21.70 22.60

3.20 4.40

47 .80 34 .80 30 .40 69 .70 95 .50

100.00 2 2 . 6 0 19 .40

100.00 16 .12 13.67

0.00 23 .90 1 7 . 4 0 21 .70 43 .20 22.60 63 .00 47 .80 69 .60 69 .60 91 .30 74 .20 93 .50 51.60 51.60 63.20

7.40 13.39

39.10 17 .40 56 .50 39.10 31.00 52.90 26.10 60.90 78 .30 73.90 87.00 82 .60

100.00 74.20 71 .00 83.90 13 .71

5 . 0 1

remobilized by modi f ica t ions i n t h e pH ( ' adsorbed and

exchangeable ' and 'bound t o c a r b o n a t e s ' ) o r i n t h e red-ox

p o t e n t i a l ( 'bound t o reducible phases ' ) of t h e water column

o v e r l y i n g t h e sediments. Therefore,examining Table 5,

w e may conclude t h a t Zn and Pb a r e t h e more easy t o be

r e l e a s e d b e c a u s e t h e y a r e m a i n l y contained i n t h e f i r s t t h r e e

s p e c i a t i o n c a t e g o r i e s : 67.34 - 68.08 % f o r Zn and 61.94 - 68.25 % f o r Cd The o t h e r metals a r e present i n a g r e a t e r

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 20: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1736 PARD0 ET AL.

1

N L. 0 U 0 L

I

0

-1

t I

5 mrn! G a ron ne Z a i r e . OGironde

C h a0 - P b a

oljssel

.Ems

Scheldt .Seine Rhin .Meuse

eisuerqa

'W Elbe

Ottawa

0 r inoco

M a g d d e n a , 1 R u h a h a .

-1 0 1 1 Fat t or 1

Figure 4 . - Location of t h e r i v e r systems a f t e r FA of t h e i r ' r e s i d u a l ' f r a c t i o n percentages i n t h e p lane of t h e f i r s t and second f a c t o r s .

extension i n t h e l a s t two f r a c t i o n s , 'bound t o organic m a t t e r

and su lphides l and ' r e s i d u a l metals' , whose remobi l iza t ion

i s m o r e d i f i c u l t , s o t h e i r p o s s i b l e danger t o t h e environment

i s smaller .

Comparison of t h e p o l l u t i o n l e v e l s with o t h e r r i v e r systems

1 Salomons and Fors tner have devised a method t o

e v a l u a t e t h e p o l l u t i o n degree of a r i v e r , by examining t h e

percentage of heavy metals found i n t h e ' r e s i d u a l ' f r a c t i o n

of t h e Tessier 's scheme. This f r a c t i o n c o n t a i n s t h e metals

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 21: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1731

i n c l u d e d i n t h e d e t r i t i c o r l a t t i c e m a t e r i a l o f t h e sediment,

and w e can suppose t h a t t h e metal pe rcen tages i n t h a t phase

w i l l be smaller i n p o l l u t e d than i n non-polluted r i v e r s . The

r eason ing behind t h i s i s t h a t t h e metals de r ived from

p o l l u t i o n , w i l l be inco rpora t ed i n t o t h e sediments i n t h e

more l a b i l e f r a c t i o n s of t h e s p e c i a t i o n scheme. Table 5

p r e s e n t s a summary of t h e d a t a given by t h e above a u t h o r s

' f o r Zn, Pb, Cu and N i (Cd and C o were not considered by

them) , a long t h e mean r e s u l t s found by u s f o r Pisuerga and

Carr iBn. A s t h e r e s u l t i n g d a t a se t i s d i f f i c u l t t o e v a l u a t e

a t a f i r s t g l ance , w e have a l s o c a r r i e d ou t a FA whose

r e s u l t s , not shown h e r e f o r t h e sake of s i m p l i c i t y ,

i n d i c a t e t h e existence of a s i n g l e s i g n i f i c a n t f a c t o r

( 8 4 . 1 5 % o f t h e v a r i a n c e ) composed of p o s i t i v e c o n t r i b u t i o n s

of t h e f o u r metals. A second f a c t o r ( 8 . 1 4 % of t h e v a r i a n c e ) ,

i s mainly made from Pb and Cu. Figure 4 is a p l o t of t h e

f a c t o r s c o r e s ( i n c o r p o r a t i n g a 9 2 . 2 9 % of Table 5 ) . W e can

observe t h a t Pisuerga and CarriBn are l o c a t e d amongst t h e

r i v e r s belonging t o western Europe and f a r away from r i v e r s

of l e s s - i n d u s t r i a l i z e d zones (mainly of t h e sou the rn

hemisphere) , showing t h a t t h e two examined Spanish r i v e r s

behave i n a s imilar way to r i v e r s of i n d u s t r i a l i z e d zones.

ACKNOWLEDGEMENTS

The a u t h o r s wish t o thank. D . G . I . C . Y . T . (PB87-0903) of t h e Spanish M i n i s t e r i o de EducaciBn y C ienc ia and t o J u n t a

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 22: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

1738 PARD0 ET AL.

de Castilla y Leon (Consejeria de Cultura) for financial support.

REFERENCES

1.- Purves, D. , Trace-Element Contamination of the Environment (Elsevier, Amsterdam, 1985) , pp. 6-16.

2.-Leppard, G.G. (Ed.), TraceElement Speciationin Surface Waters (Plenum Press, New York, 1983), pp. 1-15.

3.- Nurnberg, H.W., Anal. Chim. Acta, 164, 1-21 (1984).

4 . - Smies, M. , in Trace Element Speciation in Surface Waters (Leppard, G . G . Ed.) (Plenum Press, New York, 1983), pp. 177- 191.

5.- Forstner, U., in Chemical Methods for Assessing Bio- available Metals in Sludges and Soils (Lechsber, R., Davis R.D. and L'Hermite, P. , Eds.) (Elsevier, London, 1985), pp. 1-30.

6.- Gibbs, R.J., Science, 180, 71-73 (1973).

7.- Salomons, W. and Forstner, U. , Envir. Technol. Let. , I., 506-517 (1980).

8.- Oakley, S.M., Nelson, P.O. and Williamson, K.J, Envir. Sci. Technol., 15, 475-480 (1981).

9.- Tessier, A . , Campbell, P.G.C. and Bisson, M. , Anal . Chem., 5 l , 844-851 (1979).

10.- Nurnberg, H.W., 2 . Anal. Chem., 316, 557-565 (1983).

11.- Pardo, R. , Barrado, E. , Arranz, A. , Perez, J.M. and Vega, M., Int. J. Envir. Anal. Chem., 37, 117-123 (1989).

12.- Pardo, R . , Barrado, E., Perez, L. and Vega, M., Wat. R e s . , 24, 373-379 (1990).

13.- Commission of the European Communities, Work-shop on Standardization of Analytical Methods €or Manure, Soils, Plants and Waters, Gent (1978).

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014

Page 23: Study of the Contents and Speciation of Heavy Metals in River sediments By Factor Analysis

HEAVY METALS IN RIVER SEDIMENTS 1739

14.- Pa rdo , R. , Barrado, E . , Tascon, M.L. and Vazquez, M.D. , Quim. Anal., 8, 99-107 ( 1 9 8 9 ) .

15.- Knudson, E . J , Duewer, D . L . , C h r i s t i a n , G.D. a n d L a r s o n , T .V . , i n Chemornetrics: Theory and Appl ica t ion (Kowalski, B.R. E d . ) , (A.C.S. Symposium S e r i e s , Washington D . C . , 1 9 7 7 ) , pp. 80-116.

16.- Hopke, P.K., i n Analy t ica l Aspec ts of Environmental Chemis t ry (Natusch , D.F.S. and Hopke, P.K., Eds.), (Wiley, N e w Y o r k , 1983) , pp. 219-262.

Received Xovember 16, 1992 Accepted February 22, 1993

Dow

nloa

ded

by [

Mos

kow

Sta

te U

niv

Bib

liote

] at

19:

24 1

8 Fe

brua

ry 2

014