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2024

Shao, Haidong and Peng, Jiangji and Shao, Minghui and Liu, Bin (2024) Multi-scale prototype fusion network for industrial product surface anomaly detection and localization. IEEE Sensors Journal, 24 (20). 32707 - 32716. ISSN 1530-437X

Luo, Yi and Zhao, Xiujie and Liu, Bin and He, Shuguang (2024) Condition-based maintenance policy for systems under dynamic environment. Reliability Engineering and System Safety, 246. 110072. ISSN 0951-8320

Xu, Jianyu and Liu, Bin and Zhao, Xiujie and Wang, Xiao-Ling (2024) Online reinforcement learning for condition-based group maintenance using factored Markov decision processes. European Journal of Operational Research, 315 (1). pp. 176-190. ISSN 0377-2217

Xiao, Yiming and Shao, Haidong and Lin, Jian and Huo, Zhiqiang and Liu, Bin (2024) BCE-FL : a secure and privacy-preserving federated learning system for device fault diagnosis under non-IID condition in IIoT. IEEE Internet of Things Journal, 11 (8). pp. 14241-14252. ISSN 2327-4662

Peng, Jiangji and Shao, Haidong and Xiao, Yiming and Cai, Baoping and Liu, Bin (2024) Industrial surface defect detection and localization using multi-scale information focusing and enhancement GANomaly. Expert Systems with Applications, 238. 122361. ISSN 0957-4174

Ming, Yuhang and Shao, Haidong and Cai, Baoping and Liu, Bin (2024) rgfc-Forest : an enhanced deep forest method towards small-sample fault diagnosis of electromechanical system. Expert Systems with Applications, 238. 122178. ISSN 0957-4174

Yan, Shen and Shao, Haidong and Wang, Jie and Zheng, Xinyu and Liu, Bin (2024) LiConvFormer : a lightweight fault diagnosis framework using separable multiscale convolution and broadcast self-attention. Expert Systems with Applications, 237 (Part A). 121338. ISSN 0957-4174

Xiao, Yiming and Shao, Haidong and Wang, Jie and Yan, Shen and Liu, Bin (2024) Bayesian variational transformer : a generalizable model for rotating machinery fault diagnosis. Mechanical Systems and Signal Processing, 207. 110936. ISSN 0888-3270

2023

Wang, Jie and Shao, Haidong and Yan, Shen and Liu, Bin (2023) C-ECAFormer : a new lightweight fault diagnosis framework towards heavy noise and small samples. Engineering Applications of Artificial Intelligence, 126 (Part C). 107031. ISSN 0952-1976

Yan, Shen and Zhong, Xiang and Shao, Haidong and Ming, Yuhang and Liu, Chao and Liu, Bin (2023) Digital twin-assisted imbalanced fault diagnosis framework using subdomain adaptive mechanism and margin-aware regularization. Reliability Engineering and System Safety, 239. 109522. ISSN 0951-8320

Lin, Jian and Shao, Haidong and Zhou, Xiangdong and Cai, Baoping and Liu, Bin (2023) Generalized MAML for few-shot cross-domain fault diagnosis of bearing driven by heterogeneous signals. Expert Systems with Applications, 230. 120696. ISSN 0957-4174

Xiao, Yiming and Shao, Haidong and Feng, Minjie and Han, Te and Wan, Jiafu and Liu, Bin (2023) Towards trustworthy rotating machinery fault diagnosis via attention uncertainty in transformer. Journal of Manufacturing Systems, 70. pp. 186-201. ISSN 0278-6125

Li, Ting and He, Shuguang and Zhao, Xiujie and Liu, Bin (2023) Warranty service contracts design for deteriorating products with maintenance duration commitments. International Journal of Production Economics, 264. 108982. ISSN 0925-5273

Chen, Xingkai and Shao, Haidong and Xiao, Yiming and Yan, Shen and Cai, Baoping and Liu, Bin (2023) Collaborative fault diagnosis of rotating machinery via dual adversarial guided unsupervised multi-domain adaptation network. Mechanical Systems and Signal Processing, 198. 110427. ISSN 0888-3270

Chen, Mingzhi and Shao, Haidong and Dou, Haoxuan and Li, Wei and Liu, Bin (2023) Data augmentation and intelligent fault diagnosis of planetary gearbox using ILoFGAN under extremely limited samples. IEEE Transactions on Reliability, 72 (3). pp. 1029-1037. ISSN 0018-9529

Yan, Shen and Shao, Haidong and Min, Zhishan and Peng, Jiangji and Cai, Baoping and Liu, Bin (2023) FGDAE : a new machinery anomaly detection method towards complex operating conditions. Reliability Engineering and System Safety, 236. 109319. ISSN 0951-8320

Zhang, Nan and Tian, Sen and Liu, Bin and Zhang, Jun (2023) Joint optimization of production lot-sizing and condition-based maintenance in an imperfect production process with dependent indicators. Quality Technology and Quantitative Management, 20 (4). pp. 511-527. ISSN 1684-3703

Zhao, Xiujie and Liu, Bin and Xu, Jianyu and Wang, Xiao-Lin (2023) Imperfect maintenance policies for warranted products under stochastic performance degradation. European Journal of Operational Research, 308 (1). pp. 150-165. ISSN 0377-2217

Mukhopadhyay, Koushiki and Liu, Bin and Bedford, Tim and Finkelstein, Maxim (2023) Remaining lifetime of degrading systems continuously monitored by degrading sensors. Reliability Engineering and System Safety, 231. 109022. ISSN 0951-8320

Zhang, Mimi and Liu, Bin (2023) Discussion of signature-based models of preventive maintenance. Applied Stochastic Models in Business and Industry, 39 (1). pp. 54-56. ISSN 1524-1904

Yan, Shen and Shao, Haidong and Xiao, Yimin and Liu, Bin and Wan, Jiafu (2023) Hybrid robust convolutional autoencoder for unsupervised anomaly detection of machine tools under noises. Robotics and Computer-Integrated Manufacturing, 79. 102441. ISSN 0736-5845

2022

Shi, Guo and Liu, Bin and Walls, Lesley; (2022) Data augmentation to improve the performance of ensemble learning for system failure prediction with limited observations. In: 2022 13th International Conference on Reliability, Maintainability, and Safety (ICRMS). 13th International Conference on Reliability, Maintainability, and Safety: Reliability and Safety of Intelligent Systems, ICRMS 2022 . IEEE, Piscataway, NJ, pp. 296-300. ISBN 9781665486903

Luo, Jingjie and Shao, Haidong and Cao, Hongru and Chen, Xingkai and Cai, Baoping and Liu, Bin (2022) Modified DSAN for unsupervised cross-domain fault diagnosis of bearing under speed fluctuation. Journal of Manufacturing Systems, 65. pp. 180-191. ISSN 0278-6125

Mukhopadhyay, Koushiki and Liu, Bin and Bedford, Tim and Finkelstein, Maxim (2022) Remaining lifetime of degrading systems continuously monitored by degrading sensors. In: European Safety and Reliability Conference, 2022-08-28 - 2022-09-02, TU Dublin.

Wang, Zhonghao and Xu, Zhengguo and Liu, Bin and Zhang, Yun and Yang, Qinmin (2022) A hybrid cleaning scheduling framework for operations and maintenance of photovoltaic systems. IEEE Transactions on Systems, Man and, Cybernetics: Systems, 52 (9). pp. 5925-5936. ISSN 2168-2216

Brown, Bodunrin and Liu, Bin and McIntyre, Stuart and Revie, Matthew (2022) Reliability evaluation of repairable systems considering component heterogeneity using frailty model. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 237 (4). pp. 654-670. ISSN 1748-006X

Yan, Rui and Tian, Haotong and Gao, Kaiye and Peng, Rui and Liu, Bin (2022) A two-stage UAV routing problem with time window considering rescheduling with random delivery reliability. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 237 (4). pp. 781-797. ISSN 1748-006X

Cao, Hongru and Shao, Haidong and Liu, Bin and Cai, Baoping and Cheng, Junsheng (2022) Clustering-guided novel unsupervised domain adversarial network for partial transfer fault diagnosis of rotating machinery. IEEE Sensors Journal. ISSN 1530-437X (In Press)

Brown, Bodunrin and Liu, Bin and McIntyre, Stuart and Revie, Matthew (2022) Reliability analysis of load-sharing systems with spatial dependence and proximity effects. Reliability Engineering and System Safety, 221. 108284. ISSN 0951-8320

Xu, Xiang and Forde, Michael C and Ren, Yuan and Huang, Qiao and Liu, Bin (2022) Multi-index probabilistic anomaly detection for large span bridges using Bayesian estimation and evidential reasoning. Structural Health Monitoring, 22 (2). pp. 948-965. ISSN 1475-9217

Xu, Xiang and Qian, Zhen-Dong and Huang, Qiao and Ren, Yuan and Liu, Bin (2022) Probabilistic anomaly trend detection for cable-supported bridges using confidence interval estimation. Advances in Structural Engineering, 25 (5). pp. 966-978. ISSN 2048-4011

Dui, Hongyan and Xu, Zhe and Chen, Liwei and Xing, Liudong and Liu, Bin (2022) Data-driven maintenance priority and resilience evaluation of performance loss in a main coolant system. Mathematics, 10 (4). 563. ISSN 2227-7390

2021

Liu, Bin and Zhao, Xiujie and Liu, Yiqi and Do, Phuc (2021) Maintenance optimisation for systems with multi-dimensional degradation and imperfect inspections. International Journal of Production Research, 59 (24). pp. 7537-7559. ISSN 0020-7543

Liu, Bin and Pandey, Mahesh D. and Wang, Xiaolin and Zhao, Xiujie (2021) A finite-horizon condition-based maintenance policy for a two-unit system with dependent degradation processes. European Journal of Operational Research, 295 (2). pp. 705-717. ISSN 0377-2217

He, Kangzhe and Liu, Bin and Xie, Min and Do, Phuc and Iung, Benoit and Kuo, Way (2021) Reliability analysis of systems with discrete event data using association rules. Quality and Reliability Engineering International, 37 (8). pp. 3693-3712. ISSN 0748-8017

Xu, Jianyu and Zhao, Xiujie and Liu, Bin (2021) A risk-aware maintenance model based on a constrained Markov decision process. IISE Transactions. ISSN 2472-5862

Xu, Jianyu and Liu, Bin and Mo, Huadong and Dong, Daoyi (2021) Bayesian adversarial multi-node bandit for optimal smart grid protection against cyber attacks. Automatica, 128. 109551. ISSN 0005-1098

Fan, Dongming and Lin, Jing and Cai, Baoping and Liu, Bin (2021) Robustness of maintenance support service networks : attributes, evaluation and improvement. Reliability Engineering and System Safety, 210. 107526. ISSN 0951-8320

Ren, Yuan and Xu, Xiang and Liu, Bin and Huang, Qiao (2021) An age- and condition-dependent variable weight model for performance evaluation of bridge systems. KSCE Journal of Civil Engineering, 25 (5). 1816–1825.

Liu, Yiqi and Huang, Daoping and Liu, Bin and Feng, Qiang and Cai, Baoping (2021) Adaptive ranking based ensemble learning of Gaussian process regression models for quality-related variable prediction in process industries. Applied Soft Computing, 101. 107060. ISSN 1568-4946

Wang, Xiaolin and Liu, Bin and Zhao, Xiujie (2021) A performance-based warranty for products subject to competing hard and soft failures. International Journal of Production Economics, 233. 107974. ISSN 0925-5273

2020

Liu, Bin and Shen, Lijuan and Xu, Jianyu and Zhao, Xiujie (2020) A complimentary extended warranty : profit analysis and pricing strategy. International Journal of Production Economics, 229. 107860. ISSN 0925-5273

Wang, Xiaolin and Zhao, Xiujie and Liu, Bin (2020) Design and pricing of extended warranty menus based on the multinomial logit choice model. European Journal of Operational Research, 287 (1). pp. 237-250. ISSN 0377-2217

Liu, Bin and Zhao, Xiujie and Liu, Guoquan and Liu, Yiqi (2020) Life cycle cost analysis considering multiple dependent degradation processes and environmental influence. Reliability Engineering and System Safety, 197. 106784. ISSN 0951-8320

Peng, Jia and Liu, Bin and Liu, Yiqi and Xu, Xiang (2020) Condition-based maintenance policy for systems with a non-homogeneous degradation process. IEEE Access, 8. pp. 81800-81811. ISSN 2169-3536

Liu, Yiqi and Yuan, Lingling and Huang, Shuo and Huang, Daoping and Liu, Bin (2020) Integrated design of monitoring, analysis and maintenance for filamentous sludge bulking in wastewater treatment. Measurement, 155. 107548. ISSN 1873-412X

Liu, Bin and Liang, Zhenglin and Parlikad, Ajith Kumar and Xie, Min and Kuo, Way; (2020) Condition-based maintenance for systems with aging and cumulative damage based on proportional hazards model. In: Value-Based and Intelligent Asset Management. Springer, Cham, Switzerland, pp. 211-231. ISBN 9783030207038

Xu, Xiang and Ren, Yuan and Huang, Qiao and Fan, Zi-Yuan and Tong, Zhao-Jie and Chang, Wei-Jie and Liu, Bin (2020) Anomaly detection for large span bridges during operational phase using structural health monitoring data. Smart Materials and Structures, 29 (4). 045029. ISSN 0964-1726

2019

Zhang, Liangwei and Lin, Jing and Liu, Bin and Zhang, Zhicong and Yan, Xiaohui and Wei, Muheng (2019) A review on deep learning applications in prognostics and health management. IEEE Access, 7. pp. 162415-162438. ISSN 2169-3536

Wu, Jing and Cheng, Hongchao and Liu, Yiqi and Liu, Bin and Huang, Daoping (2019) Modeling of adaptive multi-output soft-sensors with applications in wastewater treatments. IEEE Access, 7. pp. 161887-161898. ISSN 2169-3536

Liang, Zhenglin and Liu, Bin and Xie, Min and Parlikad, Ajith Kumar (2019) Condition-based maintenance for long-life assets with exposure to operational and environmental risks. International Journal of Production Economics. pp. 1-14. ISSN 0925-5273

Cheng, Hongchao and Liu, Yiqi and Huang, Daoping and Liu, Bin (2019) Optimized forecast components-SVM-based fault diagnosis with applications for wastewater treatment. IEEE Access. pp. 128534-128543. ISSN 2169-3536

Peng, Rui and Liu, Bin and Zhai, Qingqing and Wang, Wenbin (2019) Optimal maintenance strategy for systems with two failure modes. Reliability Engineering and System Safety, 188. pp. 624-632. ISSN 0951-8320

Saari, Esi and Lin, Jing and Zhang, Liangwei and Liu, Bin (2019) System availability assessment using a parametric Bayesian approach : a case study of balling drums. International Journal of Systems Assurance Engineering and Management, 10 (4). pp. 739-745. ISSN 0976-4348

Liu, Bin and Lin, Jing and Zhang, Liangwei and Kumar, Uday (2019) A dynamic prescriptive maintenance model considering system aging and degradation. IEEE Access, 7. pp. 94931-94943. 8762155. ISSN 2169-3536

Xu, Jianyu and Liu, Bin and Zhao, Xiujie (2019) Parameter estimation for load-sharing system subject to Wiener degradation process using the expectation-maximization algorithm. Quality and Reliability Engineering International, 35 (4). pp. 1010-1024. ISSN 0748-8017

Liu, Bin and Do, Phuc and Iung, Benoit and Xie, Min (2019) Stochastic filtering approach for condition-based maintenance considering sensor degradation. IEEE Transactions on Automation Science and Engineering. ISSN 1545-5955

2018

Zhao, Xiujie and Liu, Bin and Liu, Yiqi (2018) Reliability modeling and analysis of load-sharing systems with continuously degrading components. IEEE Transactions on Reliability, 67 (3). 1096 - 1110. ISSN 0018-9529

Liu, Yiqi and Liu, Bin and Zhao, Xiujie and Xie, Min (2018) A mixture of variational canonical correlation analysis for nonlinear and quality-relevant process monitoring. IEEE Transactions on Industrial Electronics, 65 (8). pp. 6478-6486. ISSN 0278-0046

Zhao, Xiujie and Xu, Jianyu and Liu, Bin (2018) Accelerated degradation tests planning with competing failure modes. IEEE Transactions on Reliability, 67 (1). pp. 142-155. ISSN 0018-9529

2017

Liu, Bin and Liang, Zhenglin and Parlikad, Ajith Kumar and Xie, Min and Kuo, Way (2017) Condition-based maintenance for systems with aging and cumulative damage based on proportional hazards model. Reliability Engineering and System Safety, 168. pp. 200-209. ISSN 0951-8320

Liu, Bin and Yeh, Ruey-Huei and Xie, Min and Kuo, Way (2017) Maintenance scheduling for multicomponent systems with hidden failures. IEEE Transactions on Reliability, 66 (4). pp. 1280-1292. ISSN 0018-9529

Liu, Bin and Wu, Shaomin and Xie, Min and Kuo, Way (2017) A condition-based maintenance policy for degrading systems with age- and state-dependent operating cost. European Journal of Operational Research, 263 (3). pp. 879-887. ISSN 0377-2217

Wu, Shaomin and Coolen, Frank P. A. and Liu, Bin (2017) Optimization of maintenance policy under parameter uncertainty using portfolio theory. IISE Transactions, 49. pp. 711-721. ISSN 2472-5862

2016

Liu, Bin and Xie, Min and Xu, Zhengguo and Kuo, Way (2016) An imperfect maintenance policy for mission-oriented systems subject to degradation and external shocks. Computers and Industrial Engineering, 102. pp. 21-32. ISSN 0360-8352

Liu, Bin and Xie, Min and Kuo, Way (2016) Reliability modeling and preventive maintenance of load-sharing systems with degrading components. IIE Transactions, 48. pp. 699-709. ISSN 0740-817X