Reliability analysis of load-sharing man-machine systems subject to machine degradation, human errors, and random shocks
•Load-sharing man-machine system is focused on and its reliability is analyzed.•Human errors that cause DCFPsU are incorporated into reliability analysis.•Error intensity and machine degradation rate both increases as a MMU fails.•DCFPsU, DCFPsS, and MMUs’ dependence are investigated and modeled.•An...
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| Vydané v: | Reliability engineering & system safety Ročník 226; s. 108679 |
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| Médium: | Journal Article |
| Jazyk: | English |
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01.10.2022
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| ISSN: | 0951-8320, 1879-0836 |
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| Abstract | •Load-sharing man-machine system is focused on and its reliability is analyzed.•Human errors that cause DCFPsU are incorporated into reliability analysis.•Error intensity and machine degradation rate both increases as a MMU fails.•DCFPsU, DCFPsS, and MMUs’ dependence are investigated and modeled.•An reliability model is developed through analytical derivation.
This paper considers a load-sharing man-machine system with multiple man-machine units (MMUs) subject to machine degradation, human errors, and random shocks. Human errors affect the machine that the person operates in a MMU and contribute to dependent competing failure processes (DCFPs) of unit (DCFPsU): soft and hard failure processes. Random shocks affect all MMUs and contribute to DCFPs of system (DCFPsS): unit soft/hard failure one after another until the system failure and common cause failures. In addition, once a MMU fails, more workloads are shared on surviving MMUs due to load-sharing characteristic, which increase not only machine degradation rates but also human error intensities. We incorporate human errors into reliability analysis besides degradation processes and random shocks and develop an analytical reliability model of load-sharing man-machine system. A Poisson-type human error model considering the effects of workload is proposed first. To model the DCFPsU, DCFPsS, and load-sharing characteristic, conditional distributions of DCFPsU and conditional probability density functions of MMU failures are investigated. A system reliability model is then developed based on total probability formula through analytical derivation. Finally, a load-sharing 2-out-of-3:G lathe system and small-, medium- and large-scale examples are implemented to illustrate the effectiveness of the reliability model. |
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| AbstractList | This paper considers a load-sharing man-machine system with multiple man-machine units (MMUs) subject to machine degradation, human errors, and random shocks. Human errors affect the machine that the person operates in a MMU and contribute to dependent competing failure processes (DCFPs) of unit (DCFPsU): soft and hard failure processes. Random shocks affect all MMUs and contribute to DCFPs of system (DCFPsS): unit soft/hard failure one after another until the system failure and common cause failures. In addition, once a MMU fails, more workloads are shared on surviving MMUs due to load-sharing characteristic, which increase not only machine degradation rates but also human error intensities. We incorporate human errors into reliability analysis besides degradation processes and random shocks and develop an analytical reliability model of load-sharing man-machine system. A Poisson-type human error model considering the effects of workload is proposed first. To model the DCFPsU, DCFPsS, and load-sharing characteristic, conditional distributions of DCFPsU and conditional probability density functions of MMU failures are investigated. A system reliability model is then developed based on total probability formula through analytical derivation. Finally, a load-sharing 2-out-of-3:G lathe system and small-, medium- and large-scale examples are implemented to illustrate the effectiveness of the reliability model. •Load-sharing man-machine system is focused on and its reliability is analyzed.•Human errors that cause DCFPsU are incorporated into reliability analysis.•Error intensity and machine degradation rate both increases as a MMU fails.•DCFPsU, DCFPsS, and MMUs’ dependence are investigated and modeled.•An reliability model is developed through analytical derivation. This paper considers a load-sharing man-machine system with multiple man-machine units (MMUs) subject to machine degradation, human errors, and random shocks. Human errors affect the machine that the person operates in a MMU and contribute to dependent competing failure processes (DCFPs) of unit (DCFPsU): soft and hard failure processes. Random shocks affect all MMUs and contribute to DCFPs of system (DCFPsS): unit soft/hard failure one after another until the system failure and common cause failures. In addition, once a MMU fails, more workloads are shared on surviving MMUs due to load-sharing characteristic, which increase not only machine degradation rates but also human error intensities. We incorporate human errors into reliability analysis besides degradation processes and random shocks and develop an analytical reliability model of load-sharing man-machine system. A Poisson-type human error model considering the effects of workload is proposed first. To model the DCFPsU, DCFPsS, and load-sharing characteristic, conditional distributions of DCFPsU and conditional probability density functions of MMU failures are investigated. A system reliability model is then developed based on total probability formula through analytical derivation. Finally, a load-sharing 2-out-of-3:G lathe system and small-, medium- and large-scale examples are implemented to illustrate the effectiveness of the reliability model. |
| ArticleNumber | 108679 |
| Author | Guo, Jianbin Li, Kehui Zeng, Shengkui Che, Haiyang |
| Author_xml | – sequence: 1 givenname: Haiyang surname: Che fullname: Che, Haiyang organization: School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China – sequence: 2 givenname: Shengkui surname: Zeng fullname: Zeng, Shengkui organization: School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China – sequence: 3 givenname: Kehui surname: Li fullname: Li, Kehui organization: School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China – sequence: 4 givenname: Jianbin orcidid: 0000-0002-7850-4570 surname: Guo fullname: Guo, Jianbin email: guojianbin@buaa.edu.cn organization: School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China |
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| Keywords | Human error Reliability modeling Dependent competing failure processes Machine degradation Load-sharing man-machine system Random shocks |
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| Snippet | •Load-sharing man-machine system is focused on and its reliability is analyzed.•Human errors that cause DCFPsU are incorporated into reliability... This paper considers a load-sharing man-machine system with multiple man-machine units (MMUs) subject to machine degradation, human errors, and random shocks.... |
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| SubjectTerms | Common cause failures Conditional probability Degradation Dependent competing failure processes Failure Failure analysis Human error Human-computer interaction Load distribution Load-sharing man-machine system Machine degradation Man machine systems Probability density functions Random shocks Reliability analysis Reliability engineering Reliability modeling Shock loads System reliability Workload |
| Title | Reliability analysis of load-sharing man-machine systems subject to machine degradation, human errors, and random shocks |
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