Fuel Consumption Estimation System and Method with Lower Cost

被引:7
|
作者
Lo, Chi-Lun [1 ,2 ]
Chen, Chi-Hua [1 ,3 ,4 ]
Kuan, Ta-Sheng [1 ]
Lo, Kuen-Rong [1 ]
Cho, Hsun-Jung [2 ]
机构
[1] Chunghwa Telecom Co Ltd, Telecommun Labs, Taoyuan 326, Taiwan
[2] Natl Chiao Tung Univ, Dept Transportat & Logist Management, Hsinchu 300, Taiwan
[3] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 300, Taiwan
[4] Natl Chiao Tung Univ, Dept Elect & Comp Engn, Hsinchu 300, Taiwan
来源
SYMMETRY-BASEL | 2017年 / 9卷 / 07期
关键词
fuel consumption estimation; driver behavior; genetic algorithm; DRIVER BEHAVIOR; GENETIC ALGORITHM; EMISSIONS;
D O I
10.3390/sym9070105
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study proposes a fuel consumption estimation system and method with lower cost. On-board units can report vehicle speed, and user devices can send fuel information to a data analysis server. Then the data analysis server can use the proposed fuel consumption estimation method to estimate the fuel consumption based on driver behaviours without fuel sensors for cost savings. The proposed fuel consumption estimation method is designed based on a genetic algorithm which can generate gene sequences and use crossover and mutation for retrieving an adaptable gene sequence. The adaptable gene sequence can be applied as the set of fuel consumption in accordance with the pattern of driver behaviour. The practical experimental results indicated that the accuracy of the proposed fuel consumption estimation method was about 95.87%.
引用
收藏
页数:15
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