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PHEV Hymotion Prius Model Validation and Control Improvements December 2007 EVS 23 Q. Cao, A. Rousseau, S. Pagerit, R. Carlson Argonne National Laboratory Sponsored by Lee Slezak This presentation does not contain any proprietary, confidential, or otherwise restricted information

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Page 1: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

PHEV Hymotion Prius Model Validation and Control 

Improvements December 2007

EVS 23

Q. Cao, A. Rousseau, S. Pagerit, R. CarlsonArgonne National Laboratory

Sponsored by Lee Slezak

This presentation does not contain any proprietary, confidential, or otherwise restricted information

Page 2: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Outline

Vehicle Testing

Model Validation

Control Strategy Improvements

Conclusions

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Page 3: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Vehicle Description

5 kWh Li i b i ll d i ll l h d i b

PHEV Prius Dynamometer Coefficients

5 kWh Li‐ion battery system installed in parallel to the production battery

Coefficients A B CTarget 19.918 0.1393 0.0164Dyno Set 3.604 -0.1538 0.0179

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y o Set 3.60 0. 538 0.0 79

Page 4: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Vehicle Test Results on UDDS

UDDS #1 #2 #3 #4 #5

Miles Driven (mi) 7.48 7.48 7.48 7.48 7.47

Fuel Used (gal) 0.051 0.037 0.040 0.101 0.113

Electrical Energy Consumed (DC kWh) 0.93 0.96 0.94 0.23 -0.12

Fuel Economy (mpg) 148 200 187 74.3 66.4

Electrical Consumption (DC Wh/mi) 123 128 125 30.6 15.9

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Page 5: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Outline

Vehicle Testing

Model Validation

Control Strategy Improvements

Conclusions

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Page 6: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Validation Process

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1- Import Test Vehicle ResearchFacility

1- Import Data into PSAT

2- QA Level 1:Individual Sensor

E l ti

4- Calculate Effort/Flow Based

on Sensors

Evaluation

3- QA Level 2:

Sensor Comparison

5- QA Level 3:Sensor & CalculationSe so & Ca cu at o

Comparison

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Page 7: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Engine Torque Comparison

UDDS – during CD Mode

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UDDS  during CD Mode

Page 8: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Engine Torque Comparison (Zoom)

UDDS – during CD Mode

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UDDS  during CD Mode

Page 9: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

High Capacity Battery Power

UDDS – during CD Mode

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UDDS  during CD Mode

Page 10: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Model Validation Results

Parameter Units Test SimulationAbsolute

DifferenceRelative

Difference

UDDS during CD Mode (Test #60610104)

Fuel Consumption l/100 km 1.33 1.22 0.11 8.8%

Elec. Consumption Wh/km 86.3 83.8 2.5 2.8%

SOC Initial % 62 62 0 0SOC Initial % 62 62 0 0

SOC Final % 62 62.8 0.8 1.3%

UDDS during CS Mode (Test #60610106)

Parameter Units Test SimulationAbsolute

DifferenceRelative

Difference

Fuel Consumption l/100 km 3 64 3 58 0 06 1 7%

UDDS during CS Mode (Test #60610106)

Fuel Consumption l/100 km 3.64 3.58 0.06 1.7%

SOC Initial % 62 62 0 0

SOC Final % 62 61.8 0.2 0.3%

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Page 11: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Outline

Vehicle Testing

Model Validation

Control Strategy Improvements

Conclusions

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Page 12: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Hymotion Uses Engine at Low Efficiency AAreas

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Page 13: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Change #1 – Minimize Engine ON/OFF

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Page 14: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Change #1 – Fuel Economy Impact

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Page 15: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Change #2 – Engine Operating Condition IImprovements

Hymotion operates at lower engine power than the Prius HEV

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y p g p

Page 16: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Change #2 – Changes Lead to Higher E i Effi i iEngine Efficiencies

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Page 17: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Change #2 – Fuel Economy Impact

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Page 18: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Control Options Comparison for Diff DiDifferent Distances

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Page 19: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Outline

Vehicle Testing

Model Validation

Control Strategy Improvements

Conclusions

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Page 20: PHEV Hymotion Prius Model Validation and Control … - Presentations/Validation/phev_hymotion_prius.pdfPHEV Prius Dynamometer Coefficients ‐ion battery system installed n parallel

Conclusions

On the basis of vehicle test data collected in Argonne’s four‐wheel drive dynamometer the 5 kWh Hymotion Prius modelwheel‐drive dynamometer, the 5‐kWh Hymotion Prius model was validated in PSAT. The engine ON logic and its operating points were correlated with test data.

Several changes were proposed to minimize the number of engine ON/OFF events and maximize the engine’s efficiency throughout the drive cyclethroughout the drive cycle. 

The study demonstrated that it is preferable to operate the engine at low power during short trips and higher power during longer trips to maximize the efficiency of the entire system.  

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