Reliability Analysis and Evaluation Method of Harvesting Robots Based on Multi-Agent System
To address the critical challenges of low reliability, poor environmental adaptability, and insufficient efficiency in harvesting robots, this paper proposes an innovative Multi-Agent System (MAS)-based reliability evaluation method. The method introduces the MAS modeling to quantify multi-dimension...
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Published in | 2025 2nd International Conference on Electrical Technology and Automation Engineering (ETAE) pp. 351 - 355 |
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Main Authors | , , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
23.05.2025
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Subjects | |
Online Access | Get full text |
DOI | 10.1109/ETAE65337.2025.11089763 |
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Abstract | To address the critical challenges of low reliability, poor environmental adaptability, and insufficient efficiency in harvesting robots, this paper proposes an innovative Multi-Agent System (MAS)-based reliability evaluation method. The method introduces the MAS modeling to quantify multi-dimensional reliability metrics. By analyzing the collaborative mechanisms among perception, control, and execution subsystems during complex harvesting tasks, a mission reliability block diagram (RBD) is established to integrate hardware-software fault coupling analysis. By quantifying interdependencies among agents and their collective impact on system stability, the method comprehensively evaluates the harvesting task reliability of harvesting robots in complex agricultural environments. The experimental results demonstrate that the proposed approach can be used to evaluate the reliability of harvesting robots, which provides actionable insights for fault-tolerant design and adaptive control optimization, advancing the practical deployment of intelligent agricultural robotics. |
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AbstractList | To address the critical challenges of low reliability, poor environmental adaptability, and insufficient efficiency in harvesting robots, this paper proposes an innovative Multi-Agent System (MAS)-based reliability evaluation method. The method introduces the MAS modeling to quantify multi-dimensional reliability metrics. By analyzing the collaborative mechanisms among perception, control, and execution subsystems during complex harvesting tasks, a mission reliability block diagram (RBD) is established to integrate hardware-software fault coupling analysis. By quantifying interdependencies among agents and their collective impact on system stability, the method comprehensively evaluates the harvesting task reliability of harvesting robots in complex agricultural environments. The experimental results demonstrate that the proposed approach can be used to evaluate the reliability of harvesting robots, which provides actionable insights for fault-tolerant design and adaptive control optimization, advancing the practical deployment of intelligent agricultural robotics. |
Author | Xu, Pengfei Wan, Wenfei Huang, Qiang Li, Xiaobing |
Author_xml | – sequence: 1 givenname: Wenfei surname: Wan fullname: Wan, Wenfei email: wanwenfei@ceprei.com organization: China Electronics Reliability and Environmental Testing Institute,Guangzhou,China – sequence: 2 givenname: Qiang surname: Huang fullname: Huang, Qiang email: 13928797415@163.com organization: China Electronics Reliability and Environmental Testing Institute,Guangzhou,China – sequence: 3 givenname: Xiaobing surname: Li fullname: Li, Xiaobing email: maybayer@163.com organization: China Electronics Reliability and Environmental Testing Institute,Guangzhou,China – sequence: 4 givenname: Pengfei surname: Xu fullname: Xu, Pengfei email: xupengfei@ceprei.biz organization: China Electronics Reliability and Environmental Testing Institute,Guangzhou,China |
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Snippet | To address the critical challenges of low reliability, poor environmental adaptability, and insufficient efficiency in harvesting robots, this paper proposes... |
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SubjectTerms | Collaboration coupling condition probability Couplings harvesting robot Measurement Multi-Agent System (MAS) Multi-agent systems multi-dimensional metrics Reliability reliability assessment Reliability engineering Robots Stability analysis Testing Thermal stability |
Title | Reliability Analysis and Evaluation Method of Harvesting Robots Based on Multi-Agent System |
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