iMAPeM: A New Paradigm for Implementing Intelligent Mining With Humans in the Loop
Ai, Yunfeng1,2; Teng, Siyu3; Yang, Qingyuan1,2; Wu, Ye1,2; Li, Yuchen3; Gao, Yu2; Meng, Feng4; Yang, Shengli5; Tian, Bin2,6,7; Chen, Long2,6,7; Wang, Fei-Yue6,7
发表期刊IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
ISSN2168-2216
2024-05-24
页码12
通讯作者Teng, Siyu()
摘要Since the 1990s, the automated process within open-pit mines has been rapidly advanced. However, mineral transportation, as the most costly and dangerous production process, has not witnessed efficient achievements. Adverse weather conditions and complex work environments are two critical bottlenecks that impede the development and deployment of autonomous transportation of open-pit mines. To alleviate this issue, this research proposes a novel paradigm, named IMAPeM, designed to enable safe and efficient autonomous transportation with humans in the loop. IMAPeM includes three categories of miners: 1) biological miners; 2) digital miners; and 3) robotic miners, as well as three operational modes: 1) autonomous model (AM); 2) parallel model (PM); and 3) expert/emergency model (EM). IMAPeM employs these miners and modes depend on the complexity of the task, optimizing the utilization of digital and robotic miners while reducing the workload for biological miners. In addition, we developed the YUGONG system based on IMAPeM. The empirical implementation demonstrates the exceptional performance of the YUGONG system in autonomous transportation across diverse open-pit mines. This system contributes to the advancement of sustainable mining practices, which also carries profound significance for achieving long-term environmentally responsible mining operations.
关键词Autonomous transportation intelligent mining parallel driving operating system parallel systems theory
DOI10.1109/TSMC.2024.3396139
关键词[WOS]ARTIFICIAL-INTELLIGENCE ; VEHICLES ; SYSTEM
收录类别SCI
语种英语
资助项目National Key Research and Development Program of China, Project 3
项目资助者National Key Research and Development Program of China, Project 3
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Cybernetics
WOS记录号WOS:001230821700001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/58425
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
通讯作者Teng, Siyu
作者单位1.Univ Chinese Acad Sci, Artificial Intelligence Dept, Beijing 100049, Peoples R China
2.Waytous Inc, Qingdao 266109, Peoples R China
3.Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Peoples R China
4.Guoneng Baorishile Energy Co Ltd, Hulunbuir 021000, Peoples R China
5.CHN Energy Investment Grp Co Ltd, Beijing 100190, Peoples R China
6.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100045, Peoples R China
7.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100190, Peoples R China
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GB/T 7714
Ai, Yunfeng,Teng, Siyu,Yang, Qingyuan,et al. iMAPeM: A New Paradigm for Implementing Intelligent Mining With Humans in the Loop[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2024:12.
APA Ai, Yunfeng.,Teng, Siyu.,Yang, Qingyuan.,Wu, Ye.,Li, Yuchen.,...&Wang, Fei-Yue.(2024).iMAPeM: A New Paradigm for Implementing Intelligent Mining With Humans in the Loop.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,12.
MLA Ai, Yunfeng,et al."iMAPeM: A New Paradigm for Implementing Intelligent Mining With Humans in the Loop".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS (2024):12.
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