Knowledge Commons of Institute of Automation,CAS
A Collaborative Communication-Qmix Approach for Large-scale Networked Traffic Signal Control | |
Chen, Xiaoyu1,2; Xiong, Gang1,3,4; Lv, Yisheng1; Chen, yuanyuan1; Song, bing1,2; Wang, Feiyue1 | |
2021-09 | |
会议名称 | 2021 IEEE International Intelligent Transportation Systems Conference (ITSC) |
会议日期 | 2021-9-19 |
会议地点 | Indianapolis, IN, United States |
会议录编者/会议主办者 | IEEE |
出版地 | IEEE |
出版者 | IEEE |
摘要 | Networked Traffic Signal Control (NTSC) has become an essential component in Intelligent Transportation Systems (ITS). To satisfy both scale and coordination challenging requirements for large-scale networked traffic signal control, this paper proposes a Communication-Qmix (CQmix) approach based on Qmix and Long Short-Term Memory (LSTM) communication module correspondingly. Firstly, we apply Qmix as the foundation for balancing large-scale and effective optimization, benefifiting from its centralized-training and decentralized-execution mechanism. Then a communication module based on LSTM is implemented for effective global coordination. Further, random origin-destination demands (ODs) about different maximum traffific flflows and occurrence times are performed to adapt the actual traffific flflow pattern in practice. We conduct experiments on both synthetic and complicated real Zhongguancun road networks, and the proposed CQmix demonstrates its superiority over the baseline methods. |
收录类别 | EI |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/48761 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 中国科学院自动化研究所 |
通讯作者 | Lv, Yisheng |
作者单位 | 1.the State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences 2.School of Artificial Intelligence, University of Chinese Academy of Sciences 3.Beijing Engineering Research Center of Intelligent Systems and Technology, Institute of Automation 4.Guangdong Engineering Research Center of 3D Printing and Intelligent Manufacturing, The Cloud Computing Center, Chinese Academy of Sciences |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Chen, Xiaoyu,Xiong, Gang,Lv, Yisheng,et al. A Collaborative Communication-Qmix Approach for Large-scale Networked Traffic Signal Control[C]//IEEE. IEEE:IEEE,2021. |
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ITSC21_0377_陈筱语.pdf(1208KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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