Journal of Systems Engineering and Electronics ›› 2020, Vol. 31 ›› Issue (4): 841-851.doi: 10.23919/JSEE.2020.000057
• Reliability • Previous Articles Next Articles
Chuang CHEN1,2(), Ningyun LU1,2,*(), Bin JIANG1,2(), Yin XING3()
Received:
2019-08-29
Online:
2020-08-25
Published:
2020-08-25
Contact:
Ningyun LU
E-mail:chenchuang@nuaa.edu.cn;luningyun@nuaa.edu.cn;binjiang@nuaa.edu.cn;xingyincc@163.com
About author:
CHEN Chuang was born in 1992. He received his M.S. degree in control engineering from Nanjing Tech University, Nanjing, China, in 2018. He is currently pursuing his Ph.D. degree in control theory and control engineering with the College of Automation Engineering, Nanjing University of Aeronautics and Astronautics. His current research interests include stochastic modeling of systems degradation, performance evaluation and optimization of dynamic maintenance strategies. E-mail: Supported by:
Chuang CHEN, Ningyun LU, Bin JIANG, Yin XING. Condition-based maintenance optimization for continuously monitored degrading systems under imperfect maintenance actions[J]. Journal of Systems Engineering and Electronics, 2020, 31(4): 841-851.
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
Table 1
SA vs. DPM for the maintained system (ξ = 0.95)"
Number of maintenance | ||||||||||
2 | 4 | 6 | 8 | 10 | 12 | 14 | 16 | 18 | 20 | |
1 | 0.957 7 | 0.965 3 | 0.970 6 | 0.974 5 | 0.977 5 | 0.979 8 | 0.981 7 | |||
2 | 0.950 1 | 0.957 5 | 0.962 1 | 0.965 0 | 0.966 5 | 0.966 8 | 0.965 8 | |||
3 | 0.946 4 | 0.953 7 | 0.958 1 | 0.960 4 | 0.961 0 | 0.960 1 | 0.957 3 | |||
4 | 0.951 5 | 0.955 8 | 0.957 9 | 0.958 3 | 0.956 8 | 0.953 2 | ||||
5 | 0.949 9 | 0.954 2 | 0.956 3 | 0.956 5 | 0.954 7 | 0.950 7 | ||||
6 | 0.952 9 | 0.955 0 | 0.955 1 | 0.953 2 | 0.948 9 | |||||
7 | 0.951 8 | 0.953 8 | 0.953 9 | 0.951 9 | ||||||
8 | 0.950 7 | 0.952 8 | 0.952 8 | 0.950 7 | ||||||
9 | 0.949 7 | 0.951 8 | 0.951 8 | 0.949 6 | ||||||
10 | 0.950 8 | 0.950 8 | ||||||||
11 | 0.949 8 | 0.949 8 |
1 | LU C, XU T X, WANG H, et al. Joint optimization decision of equipment condition-based maintenance and spare parts inventory. Systems Engineering and Electronics, 2019, 41 (7): 1560- 1567. |
2 |
DING S H, KAMARUDDIN S. Maintenance policy optimization-literature review and directions. The International Journal of Advanced Manufacturing Technology, 2015, 76 (5-8): 1263- 1283.
doi: 10.1007/s00170-014-6341-2 |
3 |
SU G S, PENG L F, HU L H. A Gaussian process-based dynamic surrogate model for complex engineering structural reliability analysis. Structural Safety, 2017, 68, 97- 109.
doi: 10.1016/j.strusafe.2017.06.003 |
4 |
CASTRO I T, CABALLE N C, PEREZ C J. A condition-based maintenance for a system subject to multiple degradation processes and external shocks. International Journal of Systems Science, 2015, 46 (9): 1692- 1704.
doi: 10.1080/00207721.2013.828796 |
5 | CHEN J Y, LI Z H. An extended extreme shock maintenance model for a deteriorating system. Reliability Engineering & System Safety, 2008, 93 (8): 1123- 1129. |
6 |
RAFIEE K, FENG Q M, COIT D W. Condition-based maintenance for repairable deteriorating systems subject to a generalized mixed shock model. IEEE Trans. on Reliability, 2015, 64 (4): 1164- 1174.
doi: 10.1109/TR.2015.2461217 |
7 | BOUSDEKIS A, MAGOUTAS B, APOSTOLOU D, et al. A proactive decision making framework for condition-based maintenance. Industrial Management & Data Systems, 2015, 115 (7): 1225- 1250. |
8 | ALASWAD S, XIANG Y S. A review on condition-based maintenance optimization models for stochastically deteriorating system. Reliability Engineering & System Safety, 2017, 157, 54- 63. |
9 | LIU X, LI J R, AL-KHALIFA K N, et al. Condition-based maintenance for continuously monitored degrading systems with multiple failure modes. ⅡE Transactions, 2013, 45 (4): 422- 435. |
10 |
YOU M Y, LI L, MENG G, et al. Cost-effective updated sequential predictive maintenance policy for continuously monitored degrading systems. IEEE Trans. on Automation Science and Engineering, 2010, 7 (2): 257- 265.
doi: 10.1109/TASE.2009.2019964 |
11 |
BASURKO O C, URIONDO Z. Condition-based maintenance for medium speed diesel engines used in vessels in operation. Applied Thermal Engineering, 2015, 80, 404- 412.
doi: 10.1016/j.applthermaleng.2015.01.075 |
12 |
MERIGAUD A, RINGWOOD J V. Condition-based maintenance methods for marine renewable energy. Renewable and Sustainable Energy Reviews, 2016, 66, 53- 78.
doi: 10.1016/j.rser.2016.07.071 |
13 |
MOURTZIS D, VLACHOU E. A cloud-based cyber-physical system for adaptive shop-floor scheduling and condition-based maintenance. Journal of Manufacturing Systems, 2018, 47, 179- 198.
doi: 10.1016/j.jmsy.2018.05.008 |
14 |
TANG D Y, SHENG W B, YU J S. Dynamic condition-based maintenance policy for degrading systems described by a random-coefficient autoregressive model: a comparative study. Eksploatacja i Niezawodnosc-Maintenance and Reliability, 2018, 20 (4): 590- 601.
doi: 10.17531/ein.2018.4.10 |
15 |
TIAN Z G, JIN T D, WU B R, et al. Condition based maintenance optimization for wind power generation systems under continuous monitoring. Renewable Energy, 2011, 36 (5): 1502- 1509.
doi: 10.1016/j.renene.2010.10.028 |
16 | WU B R, TIAN Z G, CHEN M Y. Condition-based maintenance optimization using neural network-based health condition prediction. Quality & Reliability Engineering International, 2013, 29 (8): 1151- 1163. |
17 |
MERCIER S, CASTRO I T. On the modelling of imperfect repairs for a continuously monitored Gamma wear process through age reduction. Journal of Applied Probability, 2013, 50 (4): 1057- 1076.
doi: 10.1017/S0021900200013796 |
18 |
PHAM H, WANG H Z. Imperfect maintenance. European Journal of Operational Research, 1996, 94 (3): 425- 438.
doi: 10.1016/S0377-2217(96)00099-9 |
19 | GRALL A, DIEULLE L, BERENGUER C, et al. Asymptotic failure rate of a continuously monitored system. Reliability Engineering & System Safety, 2006, 91 (2): 126- 130. |
20 | HOSSEINI M M, KERR R M, RANDALL R B. An inspection model with minimal and major maintenance for a system with deterioration and Poisson failures. IEEE Trans. on Reliability, 2009, 49 (1): 88- 98. |
21 |
TOMASEVICZ C L, ASGARPOOR S. Optimum maintenance policy using semi-Markov decision processes. Electric Power Systems Research, 2009, 79 (9): 1286- 1291.
doi: 10.1016/j.epsr.2009.03.008 |
22 |
KIJIMA M. Some results for repairable systems with general repair. Journal of Applied Probability, 1989, 26 (1): 89- 102.
doi: 10.2307/3214319 |
23 |
NAKAGAWA T. Sequential imperfect preventive maintenance policies. IEEE Trans. on Reliability, 1988, 37 (3): 295- 298.
doi: 10.1109/24.3758 |
24 | ZHOU X J, XI L F, LEE J. Reliability-centered predictive maintenance scheduling for a continuously monitored system subject to degradation. Reliability Engineering & System Safety, 2007, 92 (4): 530- 534. |
25 | VAN P D, BERENGUER C. Condition-based maintenance with imperfect preventive repairs for a deteriorating production system. Quality & Reliability Engineering International, 2012, 28 (6): 624- 633. |
26 | GUO C M, WANG W B, GUO B, et al. A maintenance optimization model for mission-oriented systems based on Wiener degradation. Reliability Engineering & System Safety, 2013, 111, 183- 194. |
27 |
ZHANG M M, GAUDOIN O, XIE M. Degradation-based maintenance decision using stochastic filtering for systems under imperfect maintenance. European Journal of Operational Research, 2015, 245 (2): 531- 541.
doi: 10.1016/j.ejor.2015.02.050 |
28 | GRALL A, DIEULLE L, BERENGUER C, et al. Continuous-time predictive-maintenance scheduling for a deteriorating system. IEEE Trans. on Reliability, 2001, 51 (2): 141- 150. |
29 |
KLUTKE G A, YANG Y J. The availability of inspected systems subject to shocks and graceful degradation. IEEE Trans. on Reliability, 2002, 51 (3): 371- 374.
doi: 10.1109/TR.2002.802891 |
30 |
LIAO H T, ELSAYED E A, CHAN L Y. Maintenance of continuously monitored degrading systems. European Journal of Operational Research, 2006, 175 (2): 821- 835.
doi: 10.1016/j.ejor.2005.05.017 |
31 | HUYNH K T, BARROS A, BERENGUER C, et al. A periodic inspection and replacement policy for systems subject to competing failure modes due to degradation and traumatic events. Reliability Engineering & System Safety, 2011, 96 (4): 497- 508. |
32 | TAN L, CHENG Z J, GUO B, et al. Condition-based maintenance policy for gamma deteriorating systems. Journal of Systems Engineering and Electronics, 2010, 21 (1): 57- 61. |
33 | CHEN Y X, GONG W J, XU D, et al. Imperfect maintenance policy considering positive and negative effects for deteriorating systems with variation of operating conditions. IEEE Trans. on Automation Science and Engineering, 2017, 15 (2): 872- 878. |
34 |
HUYNH K T, CASTRO I T, BARROS A, et al. On the use of mean residual life as a condition index for condition-based maintenance decision-making. IEEE Trans. on Systems, Man, and Cybernetics: Systems, 2014, 44 (7): 877- 893.
doi: 10.1109/TSMC.2013.2290772 |
35 |
WANG Y B, ZHAO J M, CHEN Z H, et al. Integrated decision on spare parts ordering and equipment maintenance under condition based maintenance strategy. Eksploatacja i Niezawodnosc-Maintenance and Reliability, 2015, 17 (4): 591- 599.
doi: 10.17531/ein.2015.4.15 |
36 | DO P, VOISIN A, LEVRAT E, et al. A proactive condition-based maintenance strategy with both perfect and imperfect maintenance actions. Reliability Engineering & System Safety, 2015, 133, 22- 32. |
37 |
XIA T B, JIN X N, XI L F, et al. Operating load based real-time rolling Grey forecasting for machine health prognosis in dynamic maintenance schedule. Journal of Intelligent Manufacturing, 2015, 26 (2): 269- 280.
doi: 10.1007/s10845-013-0780-8 |
38 |
TIAN Z G, LIN D M, WU B R. Condition based maintenance optimization considering multiple objectives. Journal of Intelligent Manufacturing, 2012, 23 (2): 333- 340.
doi: 10.1007/s10845-009-0358-7 |
[1] | Jun CHEN, Xudong GAO, Jia RONG, Xiaoguang GAO. A situation awareness assessment method based on fuzzy cognitive maps [J]. Journal of Systems Engineering and Electronics, 2022, 33(5): 1108-1122. |
[2] | Bing WANG, Pengfei ZHANG, Yufeng HE, Xiaozhi WANG, Xianxia ZHANG. Scenario-oriented hybrid particle swarm optimization algorithm for robust economic dispatch of power system with wind power [J]. Journal of Systems Engineering and Electronics, 2022, 33(5): 1143-1150. |
[3] | Honghong ZHANG, Xusheng GAN, Shuangfeng LI, Zhiyuan CHEN. UAV safe route planning based on PSO-BAS algorithm [J]. Journal of Systems Engineering and Electronics, 2022, 33(5): 1151-1160. |
[4] | Weining MA, Fei ZHAO, Xin LI, Qiwei HU, Bingcong SHANG. Joint optimization of inspection-based and age-based preventive maintenance and spare ordering policies for single-unit systems [J]. Journal of Systems Engineering and Electronics, 2022, 33(5): 1268-1280. |
[5] | Jianwei SUN, Chao WANG, Qingzhan SHI, Wenbo REN, Zekun YAO, Naichang YUAN. Intelligent optimization methods of phase-modulation waveform [J]. Journal of Systems Engineering and Electronics, 2022, 33(4): 916-923. |
[6] | Fuyunxiang YANG, Leping YANG, Yanwei ZHU, Xin ZENG. A DNN based trajectory optimization method for intercepting non-cooperative maneuvering spacecraft [J]. Journal of Systems Engineering and Electronics, 2022, 33(2): 438-446. |
[7] | Zheng WANG, Zhiyuan HU, Xuanfang YANG. Multi-agent and ant colony optimization for ship integrated power system network reconfiguration [J]. Journal of Systems Engineering and Electronics, 2022, 33(2): 489-496. |
[8] | Jingfeng LI, Yunxiang CHEN, Zhongyi CAI, Zezhou WANG. A dynamic condition-based maintenance optimization model for mission-oriented system based on inverse Gaussian degradation process [J]. Journal of Systems Engineering and Electronics, 2022, 33(2): 474-488. |
[9] | Zihang DING, Junwei XIE, Zhengjie LI. Adaptive transmit beamspace optimization design based on RD-log-FDA radar [J]. Journal of Systems Engineering and Electronics, 2022, 33(1): 91-96. |
[10] | Tianwei WU, Siguang AN, Jianqiang HAN, Nanying SHENTU. An ε -domination based two-archive 2 algorithm for many-objective optimization [J]. Journal of Systems Engineering and Electronics, 2022, 33(1): 156-169. |
[11] | Wanping SONG, Zengqiang CHEN, Mingwei SUN, Qinglin SUN. Reinforcement learning based parameter optimization of active disturbance rejection control for autonomous underwater vehicle [J]. Journal of Systems Engineering and Electronics, 2022, 33(1): 170-179. |
[12] | Jiaxin HU, Leping YANG, Huan HUANG, Yanwei ZHU. Optimal reconfiguration of constellation using adaptive innovation driven multiobjective evolutionary algorithm [J]. Journal of Systems Engineering and Electronics, 2021, 32(6): 1527-1538. |
[13] | Zining WANG, Min LIN, Xiaogang TANG, Kefeng GUO, Shuo HUANG, Ming CHENG. Multi-objective robust secure beamforming for cognitive satellite and UAV networks [J]. Journal of Systems Engineering and Electronics, 2021, 32(4): 789-798. |
[14] | Yanan DU, Hongyuan GAO, Menghan CHEN. Direction of arrival estimation method based on quantum electromagnetic field optimization in the impulse noise [J]. Journal of Systems Engineering and Electronics, 2021, 32(3): 527-537. |
[15] | Ruiyang LI, Ming HE, Hongyue HE, Zhixue WANG, Cheng YANG. A branch and price algorithm for the robust WSOS scheduling problem [J]. Journal of Systems Engineering and Electronics, 2021, 32(3): 658-667. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||