Journal Articles

Zhang, F, Han, G, Liu, L, Martinez-Garcia, M, Peng, Y (2023) Deep Reinforcement Learning Based Cooperative Partial Task Offloading and Resource Allocation for IIoT Applications, IEEE Transactions on Network Science and Engineering, 10(5), pp.2991-3006, DOI: 10.1109/TNSE.2022.3167949.

Xia, D, Jiang, C, Wan, J, Jin, J, Leung, VCM, Martínez-García, M (2023) Heterogeneous Network Access and Fusion in Smart Factory: A Survey, ACM Computing Surveys, 55(6), ISSN: 0360-0300. DOI: 10.1145/3530815.

Xia, D, Shi, J, Wan, K, Wan, J, Martinez-Garcia, M, Guan, X (2023) Digital Twin and Artificial Intelligence for Intelligent Planning and Energy-Efficient Deployment of 6G Networks in Smart Factories, IEEE Wireless Communications, 30(3), pp.171-179, ISSN: 1536-1284. DOI: 10.1109/MWC.017.2200495.

Liu, L, Han, G, Xu, Z, Shu, L, Martinez-Garcia, M, Peng, B (2022) Predictive Boundary Tracking Based on Motion Behavior Learning for Continuous Objects in Industrial Wireless Sensor Networks, IEEE Transactions on Mobile Computing, 21(9), pp.3239-3249, ISSN: 1536-1233. DOI: 10.1109/TMC.2021.3049220.

Du, J, Han, G, Lin, C, Martinez-Garcia, M (2022) LTrust: An Adaptive Trust Model Based on LSTM for Underwater Acoustic Sensor Networks, IEEE Transactions on Wireless Communications, 21(9), pp.7314-7328, ISSN: 1536-1276. DOI: 10.1109/TWC.2022.3157621.

Liu, L, Zhou, Z, Han, G, Martinez-Garcia, M (2022) Boundary Tracking of Continuous Objects Based on Feasible Region Search in Underwater Acoustic Sensor Networks, IEEE Transactions on Mobile Computing, ISSN: 1536-1233. DOI: 10.1109/TMC.2022.3193990.

Martinez-Garcia, M, Zhang, E, Wang, S (2022) Mitigating threshold effects in human control by stochastic resonance with fractional colored noise, IEEE/ASME Transactions on Mechatronics, 27(6), pp.5551-5559, ISSN: 1083-4435. DOI: 10.1109/tmech.2022.3185451.

Saha, B, Martinez-Garcia, M, Bhattacharya, SN, Joshi, R (2022) Overcoming choice inertia through social interaction—an agent-based study of mobile subscription decision, Games, 13(3), 47, DOI: 10.3390/g13030047.

He, Y, Han, G, Xu, M, Martinez-Garcia, M (2022) A Pseudopacket Scheduling Algorithm for Protecting Source Location Privacy in the Internet of Things, IEEE Internet of Things Journal, 9(12), pp.9999-10009, DOI: 10.1109/JIOT.2021.3117957.

He, Y, Han, G, Tang, Z, Martinez-Garcia, M, Peng, Y (2022) State Prediction-Based Data Collection Algorithm in Underwater Acoustic Sensor Networks, IEEE Transactions on Wireless Communications, 21(4), pp.2830-2842, ISSN: 1536-1276. DOI: 10.1109/TWC.2021.3116050.

Chen, B, Zhang, E, Xia, X, Martinez-Garcia, M, Jombo, G (2022) Knowledge sharing enabled multirobot collaboration for preventive maintenance in mixed model assembly, IEEE Transactions on Industrial Informatics, 18(11), pp.8098-8107, ISSN: 1551-3203. DOI: 10.1109/TII.2022.3158978.

Xu, T, Han, G, Gou, L, Martinez-Garcia, M, Shao, D, Luo, B, Yin, Z (2022) SGBRT: An Edge-Intelligence Based Remaining Useful Life Prediction Model for Aero-Engine Monitoring System, IEEE Transactions on Network Science and Engineering, 9(5), pp.3112-3122, DOI: 10.1109/TNSE.2022.3163473.

Huo, Z, Martinez-Garcia, M, Zhang, Y, Shu, L (2021) A Multisensor Information Fusion Method for High-Reliability Fault Diagnosis of Rotating Machinery, IEEE Transactions on Instrumentation and Measurement, 71, pp.1-12, ISSN: 0018-9456. DOI: 10.1109/tim.2021.3132051.

Casabianca, P, Zhang, E, Martinez-Garcia, M, Wan, J (2021) Vehicle destination prediction using bidirectional LSTM with attention mechanism, Sensors, 21(24), 8443, ISSN: 1424-8220. DOI: 10.3390/s21248443.

Wang, S, Celebi, ME, Zhang, Y-D, Yu, X, Lu, S, Yao, X, Zhou, Q, Miguel, M-G, Tian, Y, Gorriz, JM, Tyukin, I (2021) Advances in Data Preprocessing for Biomedical Data Fusion: An Overview of the Methods, Challenges, and Prospects, Information Fusion, 76, pp.376-421, ISSN: 1566-2535. DOI: 10.1016/j.inffus.2021.07.001.

Han, G, Gong, A, Wang, H, Lin, C, Garcia, MM, Peng, Y (2021) Anonymous Cluster-Based Source Location Protection in Underwater Pipeline Monitoring Operations, IEEE Transactions on Vehicular Technology, 70(12), pp.13377-13389, ISSN: 0018-9545. DOI: 10.1109/TVT.2021.3124492.

Zhang, F, Han, G, Liu, L, Martinez-Garcia, M, Peng, Y (2021) Joint Optimization of Cooperative Edge Caching and Radio Resource Allocation in 5G-Enabled Massive IoT Networks, IEEE Internet of Things Journal, 8(18), pp.14156-14170, DOI: 10.1109/JIOT.2021.3068427.

Han, G, Gong, A, Wang, H, Martinez-Garcia, M, Peng, Y (2021) Multi-AUV Collaborative Data Collection Algorithm Based on Q-Learning in Underwater Acoustic Sensor Networks, IEEE Transactions on Vehicular Technology, 70(9), pp.9294-9305, ISSN: 0018-9545. DOI: 10.1109/TVT.2021.3097084.

Han, G, Zhou, Z, Zhang, Y, Martinez-Garcia, M, Peng, Y, Xie, L (2021) Sleep-Scheduling-Based Hierarchical Data Collection Algorithm for Gliders in Underwater Acoustic Sensor Networks, IEEE Transactions on Vehicular Technology, 70(9), pp.9466-9479, ISSN: 0018-9545. DOI: 10.1109/tvt.2021.3100570.

Han, G, Tu, J, Liu, L, Martinez Garcia, M, Choi, C (2021) An Intelligent Signal Processing Data Denoising Method for Control Systems Protection in the Industrial Internet of Things, IEEE Transactions on Industrial Informatics, ISSN: 1551-3203. DOI: 10.1109/TII.2021.3096970.

Zhang, Z, Dai, H-N, Zhou, J, Mondal, SK, García, MM, Wang, H (2021) Forecasting cryptocurrency price using convolutional neural networks with weighted and attentive memory channels, Expert Systems with Applications, 183, pp.115378-115378, ISSN: 0957-4174. DOI: 10.1016/j.eswa.2021.115378.

Han, G, Liao, Z, Martinez-Garcia, M, Zhang, Y, Peng, Y (2021) Dynamic Collaborative Charging Algorithm for Mobile and Static Nodes in Industrial Internet of Things, IEEE Internet of Things Journal, 8(24), pp.17747-17761, DOI: 10.1109/jiot.2021.3082633.

Guo, J and Martínez-García, M (2021) Key technologies towards smart manufacturing based on swarm intelligence and edge computing, Computers and Electrical Engineering, 92, ARTN 107119, ISSN: 0045-7906. DOI: 10.1016/j.compeleceng.2021.107119.

Xu, Z, Han, G, Liu, L, Martinez-Garcia, M, Wang, Z (2021) Multi-energy scheduling of an industrial integrated energy system by reinforcement learning-based differential evolution, IEEE Transactions on Green Communications and Networking, 5(3), pp.1077-1090, DOI: 10.1109/TGCN.2021.3061789.

Han, G, Tu, J, Liu, L, Martinez Garcia, M, Peng, Y (2021) Anomaly Detection Based on Multidimensional Data Processing for Protecting Vital Devices in 6G-Enabled Massive IIoT, IEEE Internet of Things Journal, 8(7), pp.5219-5229, DOI: 10.1109/jiot.2021.3051935.

Wan, J, Li, X, Dai, H-N, Kusiak, A, Martinez-Garcia, M, Li, D (2020) Artificial-Intelligence-Driven Customized Manufacturing Factory: Key Technologies, Applications, and Challenges, Proceedings of the IEEE, 109(4), pp.377-398, ISSN: 0018-9219. DOI: 10.1109/jproc.2020.3034808.

Joannou, D, Kalawsky, R, Martinez-Garcia, M, Fowler, C, Fowler, K (2020) Realizing the role of permissioned blockchains in a systems engineering lifecycle, Systems, 8(4), 41, ISSN: 2079-8954. DOI: 10.3390/systems8040041.

Du, J, Han, G, Lin, C, Martinez Garcia, M (2020) ITrust: An Anomaly-resilient Trust Model Based on Isolation Forest for Underwater Acoustic Sensor Networks, IEEE Transactions on Mobile Computing, pp.1-1, ISSN: 1536-1233. DOI: 10.1109/tmc.2020.3028369.

Lin, C, Han, G, Qi, X, Du, J, Xu, T, Martinez-Garcia, M (2020) Energy-Optimal Data Collection for Unmanned Aerial Vehicle-Aided Industrial Wireless Sensor Network-Based Agricultural Monitoring System: A Clustering Compressed Sampling Approach, IEEE Transactions on Industrial Informatics, 17(6), pp.4411-4420, ISSN: 1551-3203. DOI: 10.1109/TII.2020.3027840.

Martinez-Garcia, M, Kalawsky, R, Gordon, T, Smith, T, Meng, Q, Flemisch, F (2020) Communication and interaction with semiautonomous ground vehicles by force control steering, IEEE Transactions on Cybernetics, 51(8), pp.3913-3924, ISSN: 2168-2267. DOI: 10.1109/tcyb.2020.3020217.

He, Y, Han, G, Jiang, J, Wang, H, Martinez-Garcia, M (2020) A trust update mechanism based on reinforcement learning in underwater acoustic sensor networks, IEEE Transactions on Mobile Computing, 21(3), pp.811-821, ISSN: 1536-1233. DOI: 10.1109/tmc.2020.3020313.

Liu, L, Han, G, Xu, Z, Jiang, J, Shu, L, Martinez-Garcia, M (2020) Boundary tracking of continuous objects based on binary tree structured SVM for industrial wireless sensor networks, IEEE Transactions on Mobile Computing, 21(3), pp.849-861, ISSN: 1536-1233. DOI: 10.1109/tmc.2020.3019393.

Martinez-Garcia, M, Zhang, Y, Suzuki, K, Zhang, Y-D (2020) Deep recurrent entropy adaptive model for system reliability monitoring, IEEE Transactions on Industrial Informatics, 17(2), pp.839-848, ISSN: 1551-3203. DOI: 10.1109/tii.2020.3007152.

Huo, Z, Martinez-Garcia, M, Zhang, E, Yan, R, Shu, L (2020) Entropy measures in machine fault diagnosis: insights and applications, IEEE Transactions on Instrumentation and Measurement, 69(6), pp.2607-2620, ISSN: 0018-9456. DOI: 10.1109/tim.2020.2981220.

Zhang, E, Martinez-Garcia, M, Kalawsky, R, Latimer, A (2019) Grey-box modelling of the swirl characteristics in gas turbine combustion system, Measurement, 151, 107266, ISSN: 0263-2241. DOI: 10.1016/j.measurement.2019.107266.

Martinez-Garcia, M, Zhang, E, Gordon, T (2019) Memory pattern identification for feedback tracking control in human-machine systems, Human Factors, 63(2), pp.210-226, ISSN: 0018-7208. DOI: 10.1177/0018720819881008.

Zhang, Y, Gordon, T, Martinez-Garcia, M, Bingham, C (2018) Steering measurement decomposition for vehicle lane keeping – A study of driver behaviour, Measurement, 121, pp.26-38, ISSN: 0263-2241. DOI: 10.1016/j.measurement.2018.02.053.

Martinez-Garcia, M, Gordon, T, Shu, L (2017) Extended Crossover Model for Human-Control of Fractional Order Plants, IEEE Access, 5, pp.27622-27635, ISSN: 2169-3536. DOI: 10.1109/access.2017.2778013.

Zhang, Y, Bingham, C, Martínez-García, M, Cox, D (2017) Detection of Emerging Faults on Industrial Gas Turbines Using Extended Gaussian Mixture Models, International Journal of Rotating Machinery, 2017, pp.1-9, ISSN: 1023-621X. DOI: 10.1155/2017/5435794.

Martinez-Garcia, M, Zhang, Y, Gordon, T (2016) Modeling Lane Keeping by a Hybrid Open-Closed-Loop Pulse Control Scheme, IEEE Transactions on Industrial Informatics, 12(6), pp.2256-2265, ISSN: 1551-3203. DOI: 10.1109/tii.2016.2619064.

Conferences

Mladenov, E, Martinez-Garcia, M, Zhang, Y, Khan, S, Patankar, F (2023) Unsupervised Flight Fault Propagation Analysis Using a Variational Autoencoder. In , 2023 IEEE 13th International Conference on Pattern Recognition Systems, ICPRS 2023. DOI: 10.1109/ICPRS58416.2023.10179004.

Martinez-Garcia, M, Zhang, E, Wang, S (2022) Enhancing stochastic resonance by adaptive colored noise and particle swarm optimization: an application to steering control. In 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM); 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), Sapporo, Japan, pp.1700-1705, ISBN: 9781665413084. DOI: 10.1109/AIM52237.2022.9863271.

Zhang, Y, Dora, S, Martinez-Garcia, M, Bhattacharyaand, S (2022) Machine Hearing for Industrial Acoustic Monitoring using Cochleagram and Spiking Neural Network. In 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). DOI: 10.1109/aim52237.2022.9863412.

Meyers, G, Martínez-García, M, Zhang, Y, Zhang, Y (2021) Reliable Real-time Destination Prediction. In , IEEE International Conference on Industrial Informatics (INDIN). DOI: 10.1109/INDIN45523.2021.9557585.

Zhang, E and Martinez-Garcia, M (2020) Machine hearing for industrial fault diagnosis. In 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE); 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), Hong Kong, China (Online), pp.849-854, ISBN: 9781728169040. DOI: 10.1109/case48305.2020.9216787.

Martinez-Garcia, M, Zhang, E, Suzuki, K, Zhang, Y (2020) Measuring system entropy with a deep recurrent neural network model. In 2019 IEEE 17th International Conference on Industrial Informatics (INDIN); 2019 IEEE 17th International Conference on Industrial Informatics (INDIN), Helsinki, Finland, pp.1253-1256, ISBN: 9781728129273. DOI: 10.1109/indin41052.2019.8972068.

Zhang, E, Martinez-Garcia, M, Serrano-Cruz, JR, Latimer, A (2019) Multi-region system modelling by using genetic programming to extract rule consequent functions in a TSK fuzzy system. In 2019 IEEE 4th International Conference on Advanced Robotics and Mechatronics (ICARM); 2019 IEEE 4th International Conference on Advanced Robotics and Mechatronics (ICARM), Toyonaka, Japan, pp.987-992, ISBN: 9781728100647. DOI: 10.1109/icarm.2019.8834163.

Martinez-Garcia, M, Zhang, Y, Wan, J, McGinty, J (2019) Visually Interpretable Profile Extraction with an Autoencoder for Health Monitoring of Industrial Systems. In 2019 IEEE 4th International Conference on Advanced Robotics and Mechatronics (ICARM), pp.649-654, DOI: 10.1109/icarm.2019.8834281.

Zhang, E, Martinez-Garcia, M, Gordon, T (2019) Human response delay estimation and monitoring using gamma distribution analysis. In 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC); 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Miyazaki, Japan, pp.807-812, ISBN: 9781538666500. DOI: 10.1109/smc.2018.00145.

Martinez-Garcia, M and Gordon, T (2018) A New Model of Human Steering Using Far-Point Error Perception and Multiplicative Control. In 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp.1245-1250, DOI: 10.1109/smc.2018.00218.

Zhang, Y, Martínez-García, M, Latimer, A (2018) Selecting Optimal Features for Cross-Fleet Analysis and Fault Diagnosis of Industrial Gas Turbines. In ASME Turbo Expo 2018: Turbomachinery Technical Conference and Exposition, Volume 6: Ceramics; Controls, Diagnostics, and Instrumentation; Education; Manufacturing Materials and Metallurgy. DOI: 10.1115/gt2018-75286.

Zhang, Y, Martinez-Garcia, M, Latimer, A (2017) Estimating gas turbine compressor discharge temperature using Bayesian neuro-fuzzy modelling. In 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC), 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp.3619-3623, DOI: 10.1109/smc.2017.8123194.

Martinez-Garcia, M and Gordon, T (2017) A multiplicative human steering control model. In 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC), 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp.1-6, DOI: 10.1109/smc.2017.8123158.

Zhang, Y, Martínez-García, M, Garlick, M, Latimer, A, Cruz-Manzo, S (2017) Condition monitoring of combustion system on industrial gas turbines based on trend and noise analysis. In , Proceedings of the ASME Turbo Expo. DOI: 10.1115/GT201764288.

Martinez-Garcia, M, Gordon, T, IEEE, (2017) A Multiplicative Human Steering Control Model. In , 2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), pp.3415-3420.

Martinez-Garcia, M and Gordon, T (2016) Human control of systems with fractional order dynamics. In 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp.002866-002871, DOI: 10.1109/smc.2016.7844674.