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NREL is a national laboratory of the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy, operated by the Alliance for Sustainable Energy, LLC.
Using Ratings Data to Predict Field Performance of Residential Water Heaters
Jay Burch National Renewable Energy Lab ARBI Water Heater Experts Meeting National Renewable Energy Laboratory September 28, 2012
2
Presentation Outline
• Field performance vs. rated energy factors – Reflects variances in use conditions vs. test conditions – Models needed to extrapolate from ratings data
• Simple performance models – Storage tank water heaters: paradigm – No model for tankless or HPWH taking existing data
• Future work – HPWH simple model – Validation of simple tankless and HPWH model
BA Hot Water Experts Meeting; 9/27/12; NREL
3
Water Heater Field Data
Daily Hot Water Energy Output [kBtu/day]
Daily
Eff
icie
ncy/
Ener
gy F
acto
r [-]
0 10 20 30 40 50 60 70 80 90 100
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Test load
Field load
BA Hot Water Experts Meeting; 9/27/12; NREL
From: “Actual Savings and Performance of Natural Gas Tankless Water Heaters”, MN Center for Energy and Environment
Gas storage tank WH Non-condensing tankless WH Condensing tankless WH
All systems fall off at low loads
Test EFs
Storage tank WH varies the most
Tankless vary the least
Field EF mostly lower than rated EF
4
Is Discrepancy between EFfield vs. EFtest a Problem?
NO!! • Efficiency naturally varies with use conditions
– Rated EF holds only at rated conditions – Key factor: volume of draw – Other factors: Tmains, Tset, Tenv, usage profile – Does not generally indicate equipment degradation
• Need models to extrapolate from rating conditions • There can be real degradation in the field
– Storage: probably not significant (Navigant study; PGE result) – Tankless: Little data, but highly likely (scale on hx w/ hard H2O) – Heat pump: Likely, but little data (?)
BA Hot Water Experts Meeting; 9/27/12; NREL
5
Water Heater Model Types: Three levels
2 or 3 Dimensional finite element – T,v fields as f(t) – Design of water heater – CFD: FLUENT,...
1 Dimensional finite difference – Includes stratification, run-out from heavy draw, use any heat sources – Accurate annual performance predictions – For storage tank water heaters and tankless: TRNSYS
Algebraic Models – One-node models, time-integrated energy balance – Quick and dirty annual performance prediction – Focus on only algebraic models for this presentation
BA Hot Water Experts Meeting; 9/27/12; NREL
Models predict performance for any set of use conditions
6
Key Issue: Getting Model Input Parameters
Can one get key inputs from ratings test data? • Storage tank water heaters
– Key parameters inferable for simulation and algebraic models – Good simulation and algebraic models exist
• Tankless water heaters – One parameter inferable, others must be gotten elsewhere – No algebraic model exists
• Heat pump water heaters – No parameters inferable – No algebraic model exists
• Solar water heaters – No parameters inferable – Empirical algebraic model exists
BA Hot Water Experts Meeting; 9/27/12; NREL
7
Energy Factor Test Summary Useful ratings data (AHRI residential water heater directory)
• Storage tank water heaters (STWH)
– Energy Factor: EF » EF = Qout,test day/Qaux,test day
– Recovery Efficiency: RE » RE = Qout,1draw/Qaux,1draw-recovery » RE embodies conversion efficiency ηconv AND tank losses during draw » RE is NOT MEASURED for electric STWHs, REelec ≡ .98 by fiat
– Input power/capacity: Pin – MISSING outputs: measured UAtotal and measured volume (BooHoo)
• Tankless water heaters (TWH) – EF and Qdot,gas,max (RE, given but RE ≈ EF; mdot,max given but redundant)
• Heat pump water heaters (HPWH) – EF (RE given but meaningless)
• Test issues:
– 64.3 gal drawn @ Tset = 135 oF, Tmains,in = 57.5 F – 6 equal draws, one hour apart
BA Hot Water Experts Meeting; 9/27/12; NREL
9 BA Hot Water Experts Meeting; 9/27/12; NREL
Schematic Gas Tank
Cold in Hot out P/T Valve
Gas Burner/pilot
Convection loop through flue to outside and back
Key inputs
UAflue Central flue
ηconv
Thermal shorts UAshorts
Insulated jacket UAskin
Other inputs
Capacitance Ctank Burner power Pburner
Sum = UAtotal
10 BA Hot Water Experts Meeting; 9/27/12; NREL
Gas Tank Model and Parameter Inference
1/UAtotal
Tenvirons
Tstore
1/mdotcp
Tmains
Ctank
Qdot,fuel
* ηconv
CdTtank/dt = ηconvPaux – UAt∆Tt-env – mdotcp∆Tout-in.
⇓
Key parameters Variables Dependent variables
UAt,gas = (RE/EF–1)/[∆Tt-env(∆tday/Qout,day–1/(PauxEF))] ηconv = RE + UAt,gas(∆Tt-env)/Paux
⇓ XXX = rating data
*
* see backup slides at end for derivation
11
Algebraic storage tank models
1. Predict annual performance: QStWH,yr = [Qload + Qtank-losses]/ηconv = [Myrcp∆Tout-in + UAtotal(Tset – Tenv)]/ηconv
2. Calculate EFday:* EFday = Qload,day/Qfuel,day = ηconv [1/(1 + UAtotal∆Tset-env ∆tday/Mdaycp∆Tout-in )]
* see backup slides at end for derivation
BA Hot Water Experts Meeting; 9/27/12; NREL
12
StWH Field Data vs. Model
Daily Hot Water Energy Output [kBtu/day]
Daily
Eff
icie
ncy/
Ener
gy F
acto
r [-]
0 10 20 30 40 50 60 70 80 90 100
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Test load
Field load
BA Hot Water Experts Meeting; 9/27/12; NREL
EFtest, storage tank TWH
Storage tank algebraic model
Storage tank WH data
0
0.2
0.4
0.6
0.8
0 20 40 60 80
EFin-use vs. Qload,day, Model vs. Data
Data from “Actual Savings and Performance of Natural Gas Tankless Water Heaters”, MN Center for Energy and Environment
.6
Q draw [kBtu/day]
Ener
gy F
acto
r EF
day
14
Gas Tankless Schematic (Rinnai)
Exhaust Fan Gas in
Combustion chamber
X
Control valve
X X
Heat Exchanger
3 burners
Exhaust
Hot out Cold in Adapted from the Rinnai users manual
15
Gas Tankless One-node Thermal Model
TenvTin
TTWH
mcp.
CTWH
UA
η.Qgas,in
x
TenvTin
TTWH
mcp.mcp.
CTWHCTWH
UAUA
η.Qgas,in
x
Simplest possible model: one mass node (multi-node model gives better results)
= system variable
= parameter From: “Tankless Water Heater” Burch, J, and J. Thornton
BA Hot Water Experts Meeting; 9/27/12; NREL
16
Input-Output Method: Possible Method
From: “Application of a Linear Input/ Output Model to Tankless Water Heaters” Butcher, Thomas A., Ben Schoenbauer
Major issue: Requires changing the current test method (simulated use test) to another method
Not clear how to handle wide variety of ∆tprevious
BA Hot Water Experts Meeting; 9/27/12; NREL
17
Tankless Data and Models
Ratings data: EF, RE, Qdot,gas,max, mdot,draw,max Observe: EF ≈ RE ≈ ηconv Other parameters needed*: any two of τhx,decay, UA, C (τhx,decay = C/UA)
*use parameter tests on similar models; or calculate from unit’s description;...
Draw data needed: – ∆tbetween-draw , ∆tduration-draw, mdraw
Models: – 1-D Simulation models:
» TRNSYS one-node and multi-node
– Algebraic model: presently non-existent » Proposed: draw efficiency model » For in-use: analyze “average draws” in 3 bins (hot, warm, cold start)
BA Hot Water Experts Meeting; 9/27/12; NREL
.
18
Analysis of a Draw (One-node model)
previous draw
draw to analyze
next draw
Time
TWH Temperature
decay
Tset
Tenv
TWH Gas Flow Rate
mgas,max .
decay
TTWH
mgas .
Waste: * Gas input during ramp-up * Qwaste = mgas,max*hng ∆tramp Useful hot water: * Only when T = Tset
ηdraw ≡ Qto-load@Tset/(Qto-load@Tset/ηconv + Qwaste) = ηconv/(1 + ηconv Qwaste/ Qto-load@Tset)
.
steady state
∆tprev ∆tramp ∆tdraw
Ramp-up
BA Hot Water Experts Meeting; 9/27/12; NREL
19
Tankless WH Simple Algebraic Performance Model
• Input data Draw inputs: ∆tlast-draw, ∆tdraw, mdot-draw; Tmains, Tenv, Tset Tankless unit:
Ratings data: ηconv, mdot,fuel,max
Parameter test results, or hand estimates,...: UATWH, CTWH
• Derived data* τdecay, T@draw start, Qcharge, ∆tramp Draw efficiency: ηdraw = Quseful/Qinput,draw = ηconv{1/[1 + (ηconvQcharge)/Quseful]}
BA Hot Water Experts Meeting; 9/27/12; NREL
* see backup slides for derivations
20
Data & Model Efficiency vs. Draw Volume, @ 5/45m Delays
0
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0 0.5 1 1.5 2 2.5 3 3.5 4
5 min
50 min
data);
data);
Simple model
Simple model
Data from DEG TWH lab report
BA Hot Water Experts Meeting; 9/27/12; NREL
45 min
21
In-use Prediction: 3 Bins of ∆tlast-draw
• Each draw is 2 gallons • Three delays since last
draw: 5, 25, 480 min ⇒ ηdraw = 0.52, 0.61, 0.74
• Specified # of each delay vs. Qload,day
• EFday weighted by volume at each delay time
BA Hot Water Experts Meeting; 9/27/12; NREL
0
10
20
30
40
50
60
70
1 2 3 4 5 6 7 8 9 10 11 12
Num
ber o
f dra
ws
Qto-load, day [Btu]
Draw Start Temperatures vs. Qday
Hot
Warm
Cold
0.0
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0.6
0.8
Cold Warm Hot
Draw
Effic
ienc
y
Draw Efficency vs Start Temp
22
Tankless Field Data vs. Model Da
ily E
ffic
ienc
y/En
ergy
Fac
tor [
-]
0 10 20 30 40 50 60 70 80 90 100
0
.1
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1
Test load
Field load
BA Hot Water Experts Meeting; 9/27/12; NREL
EFtest, non-condensing TWH
Non-cond. TWH
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0 10000 20000 30000 40000 50000 60000
Simple ηdraw model
Daily Hot Water Energy Output [kBtu/day]
24
Future Work
• Refine/validate tankless algebraic model – Assuming simulated use test input data (yields ηconv only)
• Develop algebraic model for heat pump WHs – Performance from heat pump performance maps, tank
volume, electric element locations, and element/heat pump control logic
• Develop user tool embodying: 1. Parameter extraction from ratings data 2. Algebraic models
BA Hot Water Experts Meeting; 9/27/12; NREL
27
Basic Definitions
Energy factor (EF): EF = [Qout-to-load/Qfuel,in]∆t
where ∆t is integration period
– EFtest: sum Qs over 24 hour period of standard test
– EFfield: sum Qs over each day or over year
BA Hot Water Experts Meeting; 9/27/12; NREL
28
Water Heater Field Data
Daily Hot Water Energy Output [kBtu/day]
Daily
Eff
icie
ncy/
Ener
gy F
acto
r [-]
0 10 20 30 40 50 60 70 80 90 100
0
.1
.2
.3
.4
.5
.6
.7
.8
.9
1
Test load
Field load
BA Hot Water Experts Meeting; 9/27/12; NREL
From: “Actual Savings and Performance of Natural Gas Tankless Water Heaters”, MN Center for Energy and Environment
Gas storage tank WH Non-condensing tankless WH Condensing tankless WH
Rated EFtest EFtest applies only at test loads!!! Don’t draw EFtest lines at varying loads X
X
X
29
Gas Tank Complications
Gas Burner: – Key, complex combustion process ⇒ ηconv must be measured
Pilot: – Assume ηpilot = ηconv (proven in one case) – Should include in simulation models
» increases overheating significantly for solar in hot climates
Central Flue: – Natural convection loop
» flue to outside, down/back into house, to flue – Complex: UAflue subsumed in UAtank with 1-D models
» Flue losses ~ 1/3 Total losses – Subsumed in UAtotal
BA Hot Water Experts Meeting; 9/27/12; NREL
30
Deriving UAtank and ηconv as f(ratings data) for Gas Storage Tank Water Heater
Assume isothermal tank (one node) ⇒ • Write dynamic energy balance:
CdTtank/dt = ηconvPaux – UAt∆Tt-env – mdotcp∆Tout-in.
• Integrate over time ∆t (with Tt,end = Tt,start) ⇒ ηconvQaux,∆t = (M∆t cp∆Tout-in + UAt∆Tt-env∆t)
• Use balances in definitions of EF and RE: EF ≡ Qto-load/Qaux,∆t = M∆Tcp∆Tout-in/[(M∆t cp∆Tout-in + UAt∆Tt-env∆ttest)/ηconv
RE ≡ Qdraw/Qaux,recover = Qdraw/[Qdraw + (UAt∆Tt-env)Qdraw/Pfuel,in]/ηconv
• Solve for key parameters: UAtotal and ηconv UAt,gas = (RE/EF–1)/[∆Tt-env(∆tday/Qout,day–1/(PauxEF))] ηconv = RE + UAt,gas(∆Tt-env)/Paux
BA Hot Water Experts Meeting; 9/27/12; NREL
Reference: J. Burch, Using Ratings Data to Derive Simulation Model Inputs for Storage-tank Water Heaters, ASES Conf. 2004.
Danger: Math slide!
31
EFday Derivation for gas storage tank WH
EFday = Qload,day/Qfuel,day = Qload,day/[(Qload,day + Qlosses,day )/ηconv]] = ηconv (1/(1 + Qlosses,day / Qload,day ) = ηconv [1/(1 + UAtotal∆Tset-env ∆tday/Mdaycp∆Tout-in )]
Danger: Math slide!
32
EFday Derivation for gas storage tank WH
EFday = Qload,day/Qfuel,day = Qload,day/[(Qload,day + Qlosses,day )/ηconv]] = ηconv (1/(1 + Qlosses,day / Qload,day ) = ηconv [1/(1 + UAtotal∆Tset-env ∆tday/Mdaycp∆Tout-in )]
Danger: Math slide!
33
Derivation of the Tankless Draw Efficiency Model
Assume Tuse = Tset (i.e., if Tout,TWH < Tset, “wasted H2O/Q”) This assumption makes derivation simple, but can be relaxed
Given: Tankless: ηconv, UA, C, τdecay (= C/UA) Draw statistics: ∆tlast-draw, ∆tdraw, mdot,draw
Temperatures: Tmains, Tset, Tenv
Basis of the model: Solution of the one-node energy balance (exponential)
Do both during decay, charge ramp, and stead state
BA Hot Water Experts Meeting; 9/27/12; NREL
34
Derivation of the Tankless Draw Efficiency Model, cont.
1. Calculate T@start of draw Tstart = Tenv + (Tset – Tenv)e-∆t_lastdraw/τ_decay
2. Calculate ∆tcharge Calc T∞ = (ηconvQdot,gas,max + mdot,drawcpTmains + UATenv )/D, where D = mdot,drawcp + UA ∆tcharge = -τdecayln[(Tset – T∞)/(Tstart – T∞)]
3. Calculate Qwaste Qwaste = mdot,draw∆tcharge
4. Calculate useful Qdraw Qdraw = mdot,drawcp(Tset – Tmains), Mdraw = mdot,draw ∆tdraw
5. Calculate draw efficiency: ηdraw = Qdraw/(Qdraw + Qwaste/ηconv) = ηconv[1/(1 = ηconvQwaste/Qdraw)
BA Hot Water Experts Meeting; 9/27/12; NREL
Danger: Math slide!