Parallel Transportation in TransVerse: From Foundation Models to DeCAST

doi:10.1109/TITS.2023.3311585

CORC > 自动化研究所 > 中国科学院自动化研究所 > 多模态人工智能系统全国重点实验室

	Parallel Transportation in TransVerse: From Foundation Models to DeCAST
	Zhao, Chen 2,3; Wang, Xiao 1; Lv, Yisheng 2,3; Tian, Yonglin 2; Lin, Yilun 4; Wang, Fei-Yue 5,6
刊名	IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
	2023-09-22
页码	18
关键词	Cyber-physical-social systems (CPSS) artificial systems computational experiments parallel execution (ACP) decentralized/distributed autonomous operations and organizations (DAO) big AI models
ISSN号	1524-9050
DOI	10.1109/TITS.2023.3311585
通讯作者	Wang, Fei-Yue(feiyue.trans@gmail.com)
英文摘要	Rapid development of AI technologies has propelled the seamless integration of physical and cyber worlds with various kinds of online/offline information collected from millions of multimodal sensing systems. The complexity, diversity and uncertainty inherited in such systems, such as Intelligent Transportation Systems (ITSs), have gone far beyond human capacity of managing and controlling. Our team is among the first to propose the idea of utilizing the nearly unlimited computational resources in cyberspace to construct a bottom-up and top-down combined artificial ITSs for testing, experimenting, representation, verification, and validation of physical ITSs. Especially, the parallel transportation has been developed for safer, smarter, greener, and more reliable transportation services. After three decades of research and field studies, the DeCAST in Transverse, i.e., Decentralized/Distributed Autonomous Operations/Organizations (DAO) in transportation systems, has been envisioned. In this paper, we introduce its architecture, operational processes, software and hardware platforms, and real world applications. Specifically, a transportation foundation model driven by artificial transportation systems, parallel learning and federated intelligence, named TengYun, is outlined for DeCAST.
资助项目	Key-Area Research and Development Program of Guangdong Province[2020B090921003] ; Key Research and Development Program 2020 of Guangzhou[202007050002] ; National Natural Science Foundation of China[U1811463] ; National Natural Science Foundation of China[61533019] ; National Natural Science Foundation of China[62173329] ; Science and Technology Development Fund, Macau SAR[0050/2020/A1]
WOS关键词	TRAFFIC SIGNAL CONTROL ; INTELLIGENT VEHICLES ; SYSTEMS ; MANAGEMENT ; ENSEMBLE ; NETWORKS ; RECOMMENDATION ; ORGANIZATIONS ; TECHNOLOGY ; PREDICTION
WOS研究方向	Engineering ; Transportation
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:001078187700001
资助机构	Key-Area Research and Development Program of Guangdong Province ; Key Research and Development Program 2020 of Guangzhou ; National Natural Science Foundation of China ; Science and Technology Development Fund, Macau SAR
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/53029]
专题	多模态人工智能系统全国重点实验室
通讯作者	Wang, Fei-Yue
作者单位	1.Anhui Univ, Sch Artificial Intelligence, Hefei 230039, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China 4.Shanghai AI Lab, Shanghai 200232, Peoples R China 5.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 6.Macau Univ Sci & Technol, Macao Inst Syst Engn, Macau, Peoples R China
推荐引用方式 GB/T 7714	Zhao, Chen,Wang, Xiao,Lv, Yisheng,et al. Parallel Transportation in TransVerse: From Foundation Models to DeCAST[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2023:18.
APA	Zhao, Chen,Wang, Xiao,Lv, Yisheng,Tian, Yonglin,Lin, Yilun,&Wang, Fei-Yue.(2023).Parallel Transportation in TransVerse: From Foundation Models to DeCAST.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,18.
MLA	Zhao, Chen,et al."Parallel Transportation in TransVerse: From Foundation Models to DeCAST".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2023):18.