A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model

H. Wang; Y. Zhao; X. B. Ma

doi:10.1109/IEEM.2018.8607711

A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model

H. Wang
, Y. Zhao
, X. B. Ma

School of Reliability and Systems Engineering

Beihang University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

In this paper, a novel multi-objective framework for designing accelerated degradation tests (ADTs) is developed under Wiener process model. The framework aims at providing aids to balance prediction accuracy and mechanism equivalence of a specific ADT. To achieve this, a new optimization criterion, named as the MV-optimization criterion, is firstly proposed by using the maximum likelihood theory. Then, under the cost constraint, a nonlinear optimization problem is constructed. Finally, a comparison is carried out between our multi-objective optimal plan and other traditional single-objective plans through the case of electrical connector. Results show that the MV-optimization plan has better properties from the perspective of improving the rationality of prediction and the robustness of test plans.

Original language	English
Title of host publication	2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018
Publisher	IEEE Computer Society
Pages	1709-1713
Number of pages	5
ISBN (Electronic)	9781538667866
DOIs	https://doi.org/10.1109/IEEM.2018.8607711
State	Published - 2 Jul 2018
Event	2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018 - Bangkok, Thailand Duration: 16 Dec 2018 → 19 Dec 2018

Publication series

Name	IEEE International Conference on Industrial Engineering and Engineering Management
Volume	2019-December
ISSN (Print)	2157-3611
ISSN (Electronic)	2157-362X

Conference

Conference	2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018
Country/Territory	Thailand
City	Bangkok
Period	16/12/18 → 19/12/18

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Accelerated degradation test
mechanism equivalence
multi-objective optimization
prediction accuracy

Access to Document

10.1109/IEEM.2018.8607711

Cite this

Wang, H., Zhao, Y., & Ma, X. B. (2018). A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model. In 2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018 (pp. 1709-1713). Article 8607711 (IEEE International Conference on Industrial Engineering and Engineering Management; Vol. 2019-December). IEEE Computer Society. https://doi.org/10.1109/IEEM.2018.8607711

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title = "A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model",

abstract = "In this paper, a novel multi-objective framework for designing accelerated degradation tests (ADTs) is developed under Wiener process model. The framework aims at providing aids to balance prediction accuracy and mechanism equivalence of a specific ADT. To achieve this, a new optimization criterion, named as the MV-optimization criterion, is firstly proposed by using the maximum likelihood theory. Then, under the cost constraint, a nonlinear optimization problem is constructed. Finally, a comparison is carried out between our multi-objective optimal plan and other traditional single-objective plans through the case of electrical connector. Results show that the MV-optimization plan has better properties from the perspective of improving the rationality of prediction and the robustness of test plans.",

keywords = "Accelerated degradation test, mechanism equivalence, multi-objective optimization, prediction accuracy",

author = "H. Wang and Y. Zhao and Ma, \{X. B.\}",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018 ; Conference date: 16-12-2018 Through 19-12-2018",

year = "2018",

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doi = "10.1109/IEEM.2018.8607711",

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Wang, H, Zhao, Y & Ma, XB 2018, A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model. in 2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018., 8607711, IEEE International Conference on Industrial Engineering and Engineering Management, vol. 2019-December, IEEE Computer Society, pp. 1709-1713, 2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018, Bangkok, Thailand, 16/12/18. https://doi.org/10.1109/IEEM.2018.8607711

A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model. / Wang, H.; Zhao, Y.; Ma, X. B.
2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018. IEEE Computer Society, 2018. p. 1709-1713 8607711 (IEEE International Conference on Industrial Engineering and Engineering Management; Vol. 2019-December).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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N2 - In this paper, a novel multi-objective framework for designing accelerated degradation tests (ADTs) is developed under Wiener process model. The framework aims at providing aids to balance prediction accuracy and mechanism equivalence of a specific ADT. To achieve this, a new optimization criterion, named as the MV-optimization criterion, is firstly proposed by using the maximum likelihood theory. Then, under the cost constraint, a nonlinear optimization problem is constructed. Finally, a comparison is carried out between our multi-objective optimal plan and other traditional single-objective plans through the case of electrical connector. Results show that the MV-optimization plan has better properties from the perspective of improving the rationality of prediction and the robustness of test plans.

AB - In this paper, a novel multi-objective framework for designing accelerated degradation tests (ADTs) is developed under Wiener process model. The framework aims at providing aids to balance prediction accuracy and mechanism equivalence of a specific ADT. To achieve this, a new optimization criterion, named as the MV-optimization criterion, is firstly proposed by using the maximum likelihood theory. Then, under the cost constraint, a nonlinear optimization problem is constructed. Finally, a comparison is carried out between our multi-objective optimal plan and other traditional single-objective plans through the case of electrical connector. Results show that the MV-optimization plan has better properties from the perspective of improving the rationality of prediction and the robustness of test plans.

KW - Accelerated degradation test

KW - mechanism equivalence

KW - multi-objective optimization

KW - prediction accuracy

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Wang H, Zhao Y , Ma XB. A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model. In 2018 IEEE International Conference on Industrial Engineering and Engineering Management, IEEM 2018. IEEE Computer Society. 2018. p. 1709-1713. 8607711. (IEEE International Conference on Industrial Engineering and Engineering Management). doi: 10.1109/IEEM.2018.8607711

A Multi-objective Framework for Designing Accelerated Degradation Tests under Wiener Process Model

Abstract

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UN SDGs

Keywords

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