An XGBoost-based Electric Vehicle Battery Consumption Prediction Model

2021 ◽  
Author(s):  
Tao Ma ◽  
Yusen Zhang ◽  
Xiangxin Nie ◽  
Xinchao Zhao ◽  
Yexing Li
Keyword(s):  
Prediction Model ◽  
Electric Vehicle ◽  
Electric Vehicle Battery ◽  
Battery Consumption ◽  
Consumption Prediction

Electric Vehicle Development and Prediction of Battery Consumption Based on a Journey Profile

2014 ◽  
Vol 699 ◽  
pp. 794-799
Author(s):  
Kasrul Abdul Karim ◽  
Md Nazri Othman ◽  
Wan Ahmas Redhauddin ◽  
Mohd Ismadi Bugis ◽  
Zulkifli Ramli ◽  
...  
Keyword(s):  
Prediction Model ◽  
Electric Vehicle ◽  
Combustion Engine ◽  
Experimental Result ◽  
Power Requirement ◽  
Battery Power ◽  
Mathematical Equations ◽  
Driving Range ◽  
Battery Consumption ◽  
The Cost

The lack of internal combustion engine (ICE) for electric vehicle (EV) makes it solely dependable on battery supply. Due to this, the prediction of battery consumption becomes crucial to determine the accurate driving range before the car needs to be re-charged. The developed prediction model can also be applied as simulation tool and help in reducing the length and the cost of the EV design process. This paper presents the prediction of battery power requirement for a small re-engineered EV converted from a commercial ICE car by using vehicle dynamic mathematical equations. The prediction is performed based on multiple journey profile that gathered before the actual test. The development of re-engineered EV is also presented, along with the experimental result of an actual drive test on a racing circuit to validate the prediction model.

ELECTRIC VEHICLE BATTERY RECYCLING: SYSTEM DYNAMICS GAME BASED ANALYSIS FOR THE INFLUENCING FACTORS

2019 ◽  
Vol 18 (5) ◽  
pp. 1123-1136 ◽  
Author(s):  
Dong Mu ◽  
Xin Li ◽  
Jianbang Du ◽  
Yongwei Cheng ◽  
Salman Hanif ◽  
...  
Keyword(s):  
System Dynamics ◽  
Electric Vehicle ◽  
Influencing Factors ◽  
Recycling System ◽  
Battery Recycling ◽  
Electric Vehicle Battery
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