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Multi-source heterogeneous data fusion model for reliability evaluation based on approximate failure points
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Tongbo YANG1, Zheng WEI2, Kun ZHOU3
Journal of Mechanical Strength | 2025, 47(3) : 136 - 142
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Journal of Mechanical Strength | 2025, 47(3): 136-142
Optimization·Reliability
Multi-source heterogeneous data fusion model for reliability evaluation based on approximate failure points
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Tongbo YANG1, Zheng WEI2, Kun ZHOU3
Affiliations
  • 1.Department of Statistics, School of Mathematics, Southwest Jiaotong University, Chengdu 611756, China
  • 2.The Research Institute for Special Structures of Aeronautical Composite AVIC, Jinan 250023, China
  • 3.Hefei General Machinery Research Institute Co., Ltd., Hefei 230031, China
Published: 2025-03-15 doi: 10.16579/j.issn.1001.9669.2025.03.017
Outline
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In order to solve the problem of multi-source heterogeneous data fusion and improve the accuracy of reliability evaluation, a multi-source heterogeneous data fusion method based on approximate failure point was proposed by using D-S theory and the least squares method.Firstly, the probability envelope curves were obtained through constructing probability assignment for a single source of data and performing weighted fusion.A distribution fitting model based on approximate failure points was also established.Secondly, the parameter estimation value was obtained by the least squares method, and the area metric was constructed to determine the true failure distribution function,and then the reliability assessment was completed.Finally, the feasibility and effectiveness of the proposed method were verified by examples, and the accuracy was higher than that of Bayes method.

Multi-source heterogeneous data  /  D-S evidence theory  /  Approximate failure point  /  Least squares estimation  /  Area metric
Tongbo YANG, Zheng WEI, Kun ZHOU. Multi-source heterogeneous data fusion model for reliability evaluation based on approximate failure points[J]. Journal of Mechanical Strength, 2025 , 47 (3) : 136 -142 . DOI: 10.16579/j.issn.1001.9669.2025.03.017
  • National Natural Science Foundation of China(U1830133)
Year 2025 volume 47 Issue 3
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Article Info
doi: 10.16579/j.issn.1001.9669.2025.03.017
  • Receive Date:2023-07-22
  • Online Date:2026-03-17
  • Published:2025-03-15
Article Data
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History
  • Received:2023-07-22
  • Revised:2023-08-29
Funding
National Natural Science Foundation of China(U1830133)
Affiliations
    1.Department of Statistics, School of Mathematics, Southwest Jiaotong University, Chengdu 611756, China
    2.The Research Institute for Special Structures of Aeronautical Composite AVIC, Jinan 250023, China
    3.Hefei General Machinery Research Institute Co., Ltd., Hefei 230031, China

Corresponding:

ZHOU Kun, E-mail:
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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