Special Issue: Learning-based Health Monitoring and Control for Intelligent Mechatronics Systems (LHMC-IMS)

Guest Editors

Prof. Hamid Reza Karimi
Department of Mechanical Engineering, Politecnico di Milano, Italy
Email: hamidreza.karimi@polimi.it


Prof. Ning Wang
School of Marine Engineering, Dalian Maritime University, China
Email: n.wang.dmu.cn@gmail.com


Prof. Dongsheng Yang
College of Information Science and Engineering, Northeastern University, China
Email: yangdongsheng@mail.neu.edu.cn

Manuscript Topics

Intelligent mechatronics systems (IMS) are growing rapidly under trend, demand, and recent technological developments and this rapidly accelerating interest is observed in different sectors such as manufacturing, energy, transportation, agriculture, health, etc. A common problem in dealing with IMS is to compromise the system output availability and operational cost. In order to solve this tradeoff at system level, implementation of a monitoring system and suitable automation technology is highly needed.


On the other hand, artificial intelligence (AI) and machine learning (ML) are becoming more and more popular though developing technology knowledge. Specially, thanks to learning mechanism such as supervised, unsupervised or reinforcement learning algorithms for health monitoring and control of practical systems, mechatronics systems can potentially become more agile, robust, accurate in terms of dealing with a large data volume. Consequently, development of learning methodologies for condition monitoring, fault diagnosis and prognostics and fault-tolerant control become very essential for the development of intelligent mechatronics systems.


This special issue provides a forum to share most recent developments in the fields of health monitoring, fault diagnosis and advanced learning-based control methodologies for intelligent mechatronics systems. Potential topics include, but are not limited to:


• Learning methodologies for modeling and identification of IMS  
• Advanced control for IMS  
• Learning based fault diagnosis for IMS under feedback  
• Learning based fault prognostics for IMS under feedback  
• Human-machine interface in IMS  
• Fault-tolerant control for IMS  
• Reliability and resilience control for IMS  
• Soft sensor techniques of IMS  
• Condition monitoring and health monitoring of IMS  
• Application studies, ex. Autonomous vehicles, manufacturing, robotics, energy systems.


Instructions for authors
https://www.aimspress.com/mbe/news/solo-detail/instructionsforauthors
Please submit your manuscript to online submission system
https://aimspress.jams.pub/

Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 30 August 2022

Published Papers(25)

Research article
Food volume estimation by multi-layer superpixel
Xin Zheng Chenhan Liu Yifei Gong Qian Yin Wenyan Jia Mingui Sun
2023, Volume 20, Issue 4: 6294-6311. doi: 10.3934/mbe.2023271
Abstract HTML PDF Cited (4) Viewed (2259)
Research article
Intelligent dynamic trust secure attacker detection routing for WSN-IoT networks
B. Kiruthika Shyamala Bharathi P
2023, Volume 20, Issue 2: 4243-4257. doi: 10.3934/mbe.2023198
Abstract HTML PDF Cited (2) Viewed (1686)
Research article
Robust adaptive neural network integrated fault-tolerant control for underactuated surface vessels with finite-time convergence and event-triggered inputs
Xiangfei Meng Guichen Zhang Qiang Zhang
2023, Volume 20, Issue 2: 2131-2156. doi: 10.3934/mbe.2023099
Abstract HTML PDF Cited (10) Viewed (1997)
Research article
Finite-time trajectory tracking control of quadrotor UAV via adaptive RBF neural network with lumped uncertainties
Rui Ma Jinjin Han Li Ding
2023, Volume 20, Issue 2: 1841-1855. doi: 10.3934/mbe.2023084
Abstract HTML PDF Cited (4) Viewed (2078)
Research article
Novel laser tracking measurement system based on the position sensitive detector
Jin Liu Fan Zhang Aleksey Kudreyko Wenjia Ren Haima Yang
2023, Volume 20, Issue 1: 572-586. doi: 10.3934/mbe.2023026
Abstract HTML PDF Cited (1) Viewed (1944)
Research article
Bearing fault diagnosis based on Gramian angular field and DenseNet
Yajing Zhou Xinyu Long Mingwei Sun Zengqiang Chen
2022, Volume 19, Issue 12: 14086-14101. doi: 10.3934/mbe.2022656
Abstract HTML PDF Cited (35) Viewed (3088)
Research article
A fault diagnostic approach based on PSO-HMM for underwater thrusters
Zhenzhong Chu Zhenhao Gu Zhiqiang Li Yunsai Chen Mingjun Zhang
2022, Volume 19, Issue 12: 12617-12631. doi: 10.3934/mbe.2022589
Abstract HTML PDF Cited (4) Viewed (2253)
Research article
Support vector machine optimization via an improved elephant herding algorithm for motor energy efficiency rating
Xinrui Ren Jianbo Yu Zhaomin Lv
2022, Volume 19, Issue 12: 11957-11982. doi: 10.3934/mbe.2022557
Abstract HTML PDF Viewed (2174)
Research article
Fault feature extraction and fusion method for AUV with weak thruster fault based on variational mode decomposition and D-S evidence theory
Dacheng Yu Mingjun Zhang Xing Liu Feng Yao
2022, Volume 19, Issue 9: 9335-9356. doi: 10.3934/mbe.2022434
Abstract HTML PDF Cited (8) Viewed (2055)
Research article
Next-generation 5G fusion-based intelligent health-monitoring platform for ethylene cracking furnace tube
Delong Cui Hong Huang Zhiping Peng Qirui Li Jieguang He Jinbo Qiu Xinlong Luo Jiangtao Ou Chengyuan Fan
2022, Volume 19, Issue 9: 9168-9199. doi: 10.3934/mbe.2022426
Abstract HTML PDF Cited (4) Viewed (2540)
Research article
A pixel-wise framework based on convolutional neural network for surface defect detection
Guozhen Dong
2022, Volume 19, Issue 9: 8786-8803. doi: 10.3934/mbe.2022408
Abstract HTML PDF Cited (7) Viewed (2552)
Review
A scoping review on monitoring mental health using smart wearable devices
Nannan Long Yongxiang Lei Lianhua Peng Ping Xu Ping Mao
2022, Volume 19, Issue 8: 7899-7919. doi: 10.3934/mbe.2022369
Abstract HTML PDF Cited (34) Viewed (6043)
Research article
Finite-time velocity-free relative position coordinated control of spacecraft formation with dynamic event triggered transmission
Jiao Wu Shi Qiu Ming Liu Huayi Li Yuan Liu
2022, Volume 19, Issue 7: 6883-6906. doi: 10.3934/mbe.2022324
Abstract HTML PDF Cited (7) Viewed (2288)
Research article
Generalized Cauchy process based on heavy-tailed distribution and grey relational analysis for reliability predicting of distribution systems
Jun Gao Fei Wu Yakufu Yasen Wanqing Song Lijia Ren
2022, Volume 19, Issue 7: 6620-6637. doi: 10.3934/mbe.2022311
Abstract HTML PDF Cited (2) Viewed (2036)
Research article
Sliding-mode controller synthesis of robotic manipulator based on a new modified reaching law
Xinyu Shao Zhen Liu Baoping Jiang
2022, Volume 19, Issue 6: 6362-6378. doi: 10.3934/mbe.2022298
Abstract HTML PDF Cited (1) Viewed (2477)
Research article
RTPN method for cooperative interception of maneuvering target by gun-launched UAV
Jiguang Li Mingyang Xie Yanfei Dong Hucheng Fan Xin Chen Gaomin Qu Zhanfeng Wang Peng Yan
2022, Volume 19, Issue 5: 5190-5206. doi: 10.3934/mbe.2022243
Abstract HTML PDF Cited (2) Viewed (2241)
Research article
Application of machine learning and its improvement technology in modeling of total energy consumption of air conditioning water system
Qixin Zhu Mengyuan Liu Hongli Liu Yonghong Zhu
2022, Volume 19, Issue 5: 4841-4855. doi: 10.3934/mbe.2022226
Abstract HTML PDF Cited (6) Viewed (2381)
Research article
The defect detection for X-ray images based on a new lightweight semantic segmentation network
Xin Yi Chen Peng Zhen Zhang Liang Xiao
2022, Volume 19, Issue 4: 4178-4195. doi: 10.3934/mbe.2022193
Abstract HTML PDF Cited (7) Viewed (3126)
Research article
A hybrid-strategy-improved butterfly optimization algorithm applied to the node coverage problem of wireless sensor networks
Donghui Ma Qianqian Duan
2022, Volume 19, Issue 4: 3928-3952. doi: 10.3934/mbe.2022181
Abstract HTML PDF Cited (19) Viewed (2913)
Research article
Solving the TSP by the AALHNN algorithm
Yun Hu Qianqian Duan
2022, Volume 19, Issue 4: 3427-3448. doi: 10.3934/mbe.2022158
Abstract HTML PDF Cited (4) Viewed (2510)
Research article
Data-driven trajectory tracking control for autonomous underwater vehicle based on iterative extended state observer
Chengxi Wu Yuewei Dai Liang Shan Zhiyu Zhu Zhengtian Wu
2022, Volume 19, Issue 3: 3036-3055. doi: 10.3934/mbe.2022140
Abstract HTML PDF Cited (5) Viewed (3175)
Research article
Coverage control of mobile sensor networks with directional sensing
Zhiyang Ju Hui Zhang Ying Tan Xiang Chen
2022, Volume 19, Issue 3: 2913-2934. doi: 10.3934/mbe.2022134
Abstract HTML PDF Cited (3) Viewed (2376)
Survey
Sliding-mode variable structure control for complex automatic systems: a survey
Chengxuan Wang Jiawei Tang Baoping Jiang Zhengtian Wu
2022, Volume 19, Issue 3: 2616-2640. doi: 10.3934/mbe.2022120
Abstract HTML PDF Cited (13) Viewed (4038)
Research article
Fixed-time sliding mode attitude control of a flexible spacecraft with rotating appendages connected by magnetic bearing
Gaowang Zhang Feng Wang Jian Chen Huayi Li
2022, Volume 19, Issue 3: 2286-2309. doi: 10.3934/mbe.2022106
Abstract HTML PDF Cited (5) Viewed (2711)
Research article
Road crack segmentation using an attention residual U-Net with generative adversarial learning
Xing Hu Minghui Yao Dawei Zhang
2021, Volume 18, Issue 6: 9669-9684. doi: 10.3934/mbe.2021473
Abstract HTML PDF Cited (2) Viewed (4170)