Analysis of Control Behavior in Eco-Driving Speed Optimization Using Pontryagin's Minimum Principle

被引:0
|
作者
Lyu, Shaowen [1 ]
Yang, Liyue [1 ]
Shen, Daliang [2 ]
Han, Jihun [2 ]
Karbowski, Dominik [2 ]
Kim, Namwook [1 ]
机构
[1] Hanyang Univ, BK21 FOUR ERICA ACE Ctr, Dept Mech Engn, Ansan, South Korea
[2] Argonne Natl Lab, Transportat & Power Syst Div, Lemont, IL USA
来源
IEEE ACCESS | 2024年 / 12卷
基金
新加坡国家研究基金会;
关键词
Pontryagin's minimum principle; singular control; speed optimization; eco-driving; electric vehicle; connected automated vehicles; PMP-BASED CONTROL; ELECTRIC VEHICLES; ENERGY;
D O I
10.1109/ACCESS.2024.3477716
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The energy efficiency of autonomous vehicles can be improved by selecting an optimized speed profile. Energy savings can be maximized by performing control optimization with knowledge of the powertrain characteristics and future driving conditions. Previous studies have shown that Pontryagin's minimum principle (PMP) performs well in vehicle speed optimization problems. Building on the methods proposed in previous studies, the contribution of this study is to derive meaningful observations from the concepts and results of PMP to enhance the understanding of the control problem. In particular, the switching behavior of the control mode is analyzed with supportive variables, such as xi and mv, which dictates the changes in the control modes. Additionally, the existence of the singular control is analyzed, which helps in understanding the cruise driving in the control problem. Finally, we obtain several solutions that satisfy various boundary conditions along with a map of the reachable states, and discuss the impact of cruise driving. This is helpful for designing practical control concepts for real-world applications based on this map. Previous studies have contributed significantly to this control problem; however, this study provides a better understanding of the issue and offers guidance and inspiration for future real-world applications based on these meaningful observations.
引用
收藏
页码:148893 / 148903
页数:11
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