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有人与无人驾驶车辆交叉口驾驶博弈模型 被引量:7
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作者 成英 高利 +1 位作者 陈雪梅 赵亚男 《北京理工大学学报》 EI CAS CSCD 北大核心 2019年第9期938-943,共6页
针对有人与无人驾驶车辆在交叉口存在冲突时的协调控制问题,引入智能网联车辆的设计思想,将交叉口存在交互行为的决策个体建模为博弈中的参与者,以冲突车辆的速度改变方案为博弈策略,构建双方的收益矩阵,而驾驶收益采用行车安全收益、... 针对有人与无人驾驶车辆在交叉口存在冲突时的协调控制问题,引入智能网联车辆的设计思想,将交叉口存在交互行为的决策个体建模为博弈中的参与者,以冲突车辆的速度改变方案为博弈策略,构建双方的收益矩阵,而驾驶收益采用行车安全收益、行车效率收益和行车舒适性收益来计算,求解博弈模型的纳什均衡,作为双方的最优驾驶策略组合,完成交叉口多车冲突的协作优化.模型加入驾驶员类型的多样性模拟,基于Matlab对提出的算法进行验证,结果表明无人驾驶车辆会根据对方驾驶员行为调整自身的行为策略,与基于冲突表的协作算法对比,本算法的冲突消解所用时间更短,在确保安全的同时提高了冲突车辆通过路口的效率. 展开更多
关键词 有人与无人驾驶车辆 交叉口 驾驶博弈 冲突消解 协调控制
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Cooperative driving model for non-signalized intersections with cooperative games 被引量:6
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作者 YANG Zhuo HUANG He +2 位作者 WANG Guan PEI Xin YAO Dan-ya 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2164-2181,共18页
Cooperative driving around intersections has aroused increasing interest in the last five years.Meanwhile,driving safety in non-signalized intersections has become an issue that has attracted attention globally.In vie... Cooperative driving around intersections has aroused increasing interest in the last five years.Meanwhile,driving safety in non-signalized intersections has become an issue that has attracted attention globally.In view of the potential collision risk when more than three vehicles approach a non-signalized intersection from different directions,we propose a driving model using cooperative game theory.First,the characteristic functions of this model are primarily established on each vehicle’s profit function and include safety,rapidity and comfort indicators.Second,the Shapley theorem is adopted,and its group rationality,individual rationality,and uniqueness are proved to be suitable for the characteristic functions of the model.Following this,different drivers’characteristics are considered.In order to simplify the calculation process,a zero-mean normalization method is introduced.In addition,a genetic algorithm method is adopted to search an optimal strategy set in the constrained multi-objective optimization problem.Finally,the model is confirmed as valid after simulation with a series of initial conditions. 展开更多
关键词 cooperative driving multi-vehicles-cross process cooperative games Shapley value genetic algorithm
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