Jianhua Zhang

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 25

Top Topics

Physiological Signals

Top Venues

Cogn. Technol. Work.

Comput. Methods Programs Biomed.

Biomed. Signal Process. Control.

Publications

Zhong Yin, Jiehao Tang, Jing Zhang, Zhe Wang, Jianhua Zhang, Ya-Gang Wang, Bingxue Zhang
Generic Mental Workload Measurement Using a Shared Spatial Map Network With Different EEG Channel Layouts. IEEE Trans. Instrum. Meas. 73 (2024)
Jianhua Zhang, Zhong Yin, Peng Chen, Stefano Nichele
Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review. Inf. Fusion 59 (2020)
Zhong Yin, Mengyuan Zhao, Wei Zhang, Yongxiong Wang, Yagang Wang, Jianhua Zhang
Physiological-signal-based mental workload estimation via transfer dynamical autoencoders in a deep learning framework. Neurocomputing 347 (2019)
Shuo Yang, Zhong Yin, Yagang Wang, Wei Zhang, Yongxiong Wang, Jianhua Zhang
Assessing cognitive mental workload via EEG signals and an ensemble deep learning classifier based on denoising autoencoders. Comput. Biol. Medicine 109 (2019)
Jianhua Zhang, Peng Chen, Stefano Nichele, Anis Yazidi
. SSCI (2019)
Jianhua Zhang, Jianrong Li
Multi-modal Recognition of Mental Workload Using Empirical Mode Decomposition and Semi-Supervised Learning. CW (2019)
Zhong Yin, Jianhua Zhang
Task-generic mental fatigue recognition based on neurophysiological signals and dynamical deep extreme learning machine. Neurocomputing 283 (2018)
Zhong Yin, Mengyuan Zhao, Yongxiong Wang, Jingdong Yang, Jianhua Zhang
Recognition of emotions using multimodal physiological signals and an ensemble deep learning model. Comput. Methods Programs Biomed. 140 (2017)
Jianhua Zhang, Yongcun Wang, Sunan Li
Cross-subject mental workload classification using kernel spectral regression and transfer learning techniques. Cogn. Technol. Work. 19 (4) (2017)
Jianhua Zhang, Zhong Yin, Rubin Wang
Nonlinear Dynamic Classification of Momentary Mental Workload Using Physiological Features and NARX-Model-Based Least-Squares Support Vector Machines. IEEE Trans. Hum. Mach. Syst. 47 (4) (2017)
Jianhua Zhang, Tamsyn Edwards
Guest editorial for special issue on modeling and analysis of human-machine systems in transportation. Cogn. Technol. Work. 19 (4) (2017)
Jianrong Li, Jianhua Zhang
Mental Workload Classification Based on Semi-Supervised Extreme Learning Machine. ICANN (2) (2017)
Jianhua Zhang, Xiqing Cui, Jianrong Li, Rubin Wang
Imbalanced classification of mental workload using a cost-sensitive majority weighted minority oversampling strategy. Cogn. Technol. Work. 19 (4) (2017)
Jianhua Zhang, Zhong Yin, Rubin Wang
Pattern Classification of Instantaneous Cognitive Task-load Through GMM Clustering, Laplacian Eigenmap, and Ensemble SVMs. IEEE ACM Trans. Comput. Biol. Bioinform. 14 (4) (2017)
Zhong Yin, Lei Liu, Li Liu, Jianhua Zhang, Yagang Wang
Dynamical recursive feature elimination technique for neurophysiological signal-based emotion recognition. Cogn. Technol. Work. 19 (4) (2017)
Jianhua Zhang, Sunan Li
A deep learning scheme for mental workload classification based on restricted Boltzmann machines. Cogn. Technol. Work. 19 (4) (2017)
Zhong Yin, Yongxiong Wang, Li Liu, Wei Zhang, Jianhua Zhang
Cross-Subject EEG Feature Selection for Emotion Recognition Using Transfer Recursive Feature Elimination. Frontiers Neurorobotics 11 (2017)
Peng Chen, Jianhua Zhang
Performance Comparison of Machine Learning Algorithms for EEG-Signal-Based Emotion Recognition. ICANN (1) (2017)
Zhong Yin, Jianhua Zhang
Cross-subject recognition of operator functional states via EEG and switching deep belief networks with adaptive weights. Neurocomputing 260 (2017)
Zhong Yin, Jianhua Zhang
Cross-session classification of mental workload levels using EEG and an adaptive deep learning model. Biomed. Signal Process. Control. 33 (2017)
Jianhua Zhang, Jia-Jun Xia, Jonathan M. Garibaldi, Petros P. Groumpos, Ru-Bin Wang
Modeling and control of operator functional state in a unified framework of fuzzy inference petri nets. Comput. Methods Programs Biomed. 144 (2017)
Zengqian Kou, Jianhua Zhang, Rubin Wang
A self-organizing fuzzy neural network for identification and control of nonlinear systems. CoDIT (2016)
Jianhua Zhang, Shaozeng Yang
A novel PSO algorithm based on an incremental-PID-controlled search strategy. Soft Comput. 20 (3) (2016)
Jianhua Zhang, Zhong Yin, Rubin Wang
Recognition of Mental Workload Levels Under Complex Human-Machine Collaboration by Using Physiological Features and Adaptive Support Vector Machines. IEEE Trans. Hum. Mach. Syst. 45 (2) (2015)
Hongjie Chen, Jianhua Zhang, Rubin Wang
A modified type-2 fuzzy logic system and its applications. ICACI (2015)
Zhong Yin, Jianhua Zhang
Identification of temporal variations in mental workload using locally-linear-embedding-based EEG feature reduction and support-vector-machine-based clustering and classification techniques. Comput. Methods Programs Biomed. 115 (3) (2014)
Zhong Yin, Jianhua Zhang
Operator functional state classification using least-square support vector machine based recursive feature elimination technique. Comput. Methods Programs Biomed. 113 (1) (2014)
Yilin Dong, Jianhua Zhang, Jonathan M. Garibaldi
Neural networks and AdaBoost algorithm based ensemble models for enhanced forecasting of nonlinear time series. IJCNN (2014)
Yilin Dong, Jianhua Zhang
An improved boosting scheme based ensemble of Fuzzy Neural Networks for nonlinear time series prediction. IJCNN (2014)
Jianhua Zhang, Shaozeng Yang
An incremental-PID-controlled particle swarm optimization algorithm for EEG-data-based estimation of operator functional state. Biomed. Signal Process. Control. 14 (2014)
Shaozeng Yang, Jianhua Zhang
An adaptive human-machine control system based on multiple fuzzy predictive models of operator functional state. Biomed. Signal Process. Control. 8 (3) (2013)