成果/Result
- Recognition of emotions using multimodal physiological signals and an ensemble deep learning model被引量：302收藏
- 作者：Yin, Zhong Zhao, Mengyuan Wang, Yongxiong Yang, Jingdong Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2017
- 关键词：Emotion recognition Affective computing Physiological signals Deep learning Ensemble learning
- Cross-session classification of mental workload levels using EEG and an adaptive deep learning model被引量：128收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：BIOMEDICAL SIGNAL PROCESSING AND CONTROL 2017
- 关键词：Human-machine system Mental workload Electroencephalogram (EEG) Deep learning Operator functional states
- Cross-Subject EEG Feature Selection for Emotion Recognition Using Transfer Recursive Feature Elimination被引量：126收藏
- 作者：Yin, Zhong Wang, Yongxiong Liu, Li Zhang, Wei Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：FRONTIERS IN NEUROROBOTICS 2017
- 关键词：emotion recognition affective computing physiological signals recursive feature elimination EEG
- Recognition of Mental Workload Levels Under Complex Human-Machine Collaboration by Using Physiological Features and Adaptive Support Vector Machines被引量：81收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：E China Univ Sci & Technol;E China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS 2015
- 关键词：Classification machine learning man-machine system mental workload (MWL) psychophysiology
- Operator functional state classification using least-square support vector machine based recursive feature elimination technique被引量：53收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：E China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2014
- 关键词：Operator functional state Adaptive automation Mental workload Recursive feature elimination Support vector machine
- Identification of temporal variations in mental workload using locally-linear-embedding-based EEG feature reduction and support-vector-machine-based clustering and classification techniques被引量：46收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：E China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2014
- 关键词：Mental workload Locally linear embedding Support vector data description Support vector clustering Operator functional state
- P300 Chinese input system based on Bayesian LDA被引量：45收藏
- 作者：Jin, Jing Allison, Brendan Z. Brunner, Clemens Wang, Bei Wang, Xingyu Zhang, Jianhua Neuper, Christa Pfurtscheller, Gert
- 机构：Graz Univ Technol;E China Univ Sci & Technol;Graz Univ
- 来源：BIOMEDIZINISCHE TECHNIK 2010
- 关键词：Bayesian linear discriminant analysis brain-computer interface Chinese character input system P300 particle swarm optimization
- Task-generic mental fatigue recognition based on neurophysiological signals and dynamical deep extreme learning machine被引量：38收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：NEUROCOMPUTING 2018
- 关键词：Mental fatigue Human-machine system Electroencephalography Extreme learning machine Deep learning
- Intelligent identification of multi-level nanopore signatures for accurate detection of cancer biomarkers被引量：38收藏
- 作者：Zhang, Jian-Hua Liu, Xiu-Ling Hu, Zheng-Li Ying, Yi-Lun Long, Yi-Tao
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：CHEMICAL COMMUNICATIONS 2017
- Cross-subject recognition of operator functional states via EEG and switching deep belief networks with adaptive weights被引量：36收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构：Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：NEUROCOMPUTING 2017
- 关键词：Operator functional states Mental workload Mental fatigue Electroencephalogram Deep learning Deep belief networks
- Pattern Classification of Instantaneous Cognitive Task-load Through GMM Clustering, Laplacian Eigenmap, and Ensemble SVMs被引量：36收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：East China Univ Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2017
- 关键词：Cognitive task-load psychophysiological signals manifold learning ensemble learning support vector machine
- High-bandwidth nanopore data analysis by using a modified hidden Markov model被引量：36收藏
- 作者：Zhang, Jianhua Liu, Xiuling Ying, Yi-Lun Gu, Zhen Meng, Fu-Na Long, Yi-Tao
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：NANOSCALE 2017
- 关键词：Bandwidth - Gene encoding - Viterbi algorithm - Hidden Markov models - Trellis codes - DNA sequences
- An improved boosting scheme based ensemble of Fuzzy Neural Networks for nonlinear time series prediction被引量：35收藏
- 作者：Dong, Yilin Zhang, Jianhua
- 机构： Department of Automation
- 来源：Proceedings of the International Joint Conference on Neural Networks 2014
- 关键词：Forecasting - Time series - Fuzzy neural networks - Fuzzy inference
- A deep learning scheme for mental workload classification based on restricted Boltzmann machines被引量：26收藏
- 作者：Zhang, Jianhua Li, Sunan
- 机构：East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Mental workload Operator functional state Restricted Boltzmann machine Deep belief network Deep learning Entropy
- Modeling and control of operator functional state in a unified framework of fuzzy inference petri nets被引量：24收藏
- 作者：Zhang, Jian-Hua Xia, Jia-Jun Garibaldi, Jonathan M. Groumpos, Petros P. Wang, Ru-Bin
- 机构：East China Univ Sci & Technol;Univ Nottingham;Univ Patras;East China Univ Sci & Technol
- 来源：COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2017
- 关键词：Man-machine system Fuzzy inference petri net Operator functional state Human performance Adaptive functional allocation Electroencephalography
- Nonlinear Dynamic Classification of Momentary Mental Workload Using Physiological Features and NARX-Model-Based Least-Squares Support Vector Machines被引量：23收藏
- 作者：Zhang, Jianhua Yin, Zhong Wang, Rubin
- 机构：East China Univ Sci & Technol;Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS 2017
- 关键词：Dynamical systems human-automation interaction human factors machine learning mental workload (MWL) pattern classification
- Pattern Recognition of Momentary Mental Workload Based on Multi-Channel Electrophysiological Data and Ensemble Convolutional Neural Networks被引量：22收藏
- 作者：Zhang, Jianhua Li, Sunan Wang, Rubin
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：FRONTIERS IN NEUROSCIENCE 2017
- 关键词：mental workload pattern classification convolutional neural network ensemble learning deep learning electrophysiology
- Predicting electrical power output by using Granular Computing based Neuro-Fuzzy modeling method被引量：20收藏
- 作者：Sun, Wenyue Zhang, Jianhua Wang, Rubin
- 机构： School of Information Science and Engineering; School of Science
- 来源：Proceedings of the 2015 27th Chinese Control and Decision Conference, CCDC 2015 2015
- A modified type-2 fuzzy logic system and its applications被引量：18收藏
- 作者：Chen, Hongjie Zhang, Jianhua Wang, Rubin
- 机构： School of Information Science and Engineering; School of Science
- 来源：2015 7th International Conference on Advanced Computational Intelligence, ICACI 2015 2015
- 关键词：Fuzzy rules - Fuzzy inference - Parameter estimation - Computer circuits
- Recognition of Cognitive Task Load Levels Using Single Channel EEG and Stacked Denoising Autoencoder被引量：18收藏
- 作者：Yin Zhong Zhang Jianhua
- 机构：Univ Shanghai Sci & Technol;East China Univ Sci & Technol
- 来源：PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016 2016
- 关键词：Cognitive task load mental workload electroencephalogram deep learning operator functional state
- Cross-subject mental workload classification using kernel spectral regression and transfer learning techniques被引量：18收藏
- 作者：Zhang, Jianhua Wang, Yongcun Li, Sunan
- 机构：East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Pattern classification Human-machine system Mental workload Dimensionality reduction Transfer learning Kernel method
- An adaptive human-machine control system based on multiple fuzzy predictive models of operator functional state被引量：17收藏
- 作者：Yang, Shaozeng Zhang, Jianhua
- 机构：E China Univ Sci & Technol
- 来源：BIOMEDICAL SIGNAL PROCESSING AND CONTROL 2013
- 关键词：Adaptive automation Operator functional state Predictive model Wang-Mendel fuzzy model
- Imbalanced classification of mental workload using a cost-sensitive majority weighted minority oversampling strategy被引量：17收藏
- 作者：Zhang, Jianhua Cui, Xiqing Li, Jianrong Wang, Rubin
- 机构：East China Univ Sci & Technol;East China Univ Sci & Technol
- 来源：COGNITION TECHNOLOGY & WORK 2017
- 关键词：Mental workload Human-machine system Imbalanced learning Cost-sensitive classification Dynamic resampling of data space Neural network
- Performance comparison of machine learning algorithms for EEG-signal-based emotion recognition被引量：17收藏
- 作者：Chen, Peng Zhang, Jianhua
- 机构： School of Information Science and Engineering
- 来源：Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2017
- 关键词：Classification (of information) - Extraction - Dynamics - Electroencephalography - Nearest neighbor search - Feature extraction - Speech recognition - Clustering algorithms - Learning algorithms - Cluster analysis - Learning systems - Biomedical signal processing - Decision trees - Emotion Recognition
- Performance Comparison of Machine Learning Algorithms for EEG-Signal-Based Emotion Recognition被引量：16收藏
- 作者：Chen, Peng Zhang, Jianhua
- 机构：East China Univ Sci & Technol
- 来源：ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2017, PT I 2017
- 关键词：Emotion recognition Electroencephalogram (EEG) Nonlinear dynamics Wavelet transform Feature extraction Dimensionality reduction
- Predictive modeling of human operator cognitive state via sparse and robust support vector machines被引量：16收藏
- 作者：Zhang, Jian-Hua Qin, Pan-Pan Raisch, Joerg Wang, Ru-Bin
- 机构：E China Univ Sci & Technol;E China Univ Sci & Technol;Tech Univ Berlin;Max Planck Inst Dynam Complex Tech Syst
- 来源：COGNITIVE NEURODYNAMICS 2013
- 关键词：Human operator cognitive state Least squares support vector machine Sparseness Robustness Regressive model
- Classifying human operator functional state based on electrophysiological and performance measures and fuzzy clustering method被引量：14收藏
- 作者：Zhang, Jian-Hua Peng, Xiao-Di Liu, Hua Raisch, Joerg Wang, Ru-Bin
- 机构：E China Univ Sci & Technol;E China Univ Sci & Technol;Tech Univ Berlin;Max Planck Inst Dynam Complex Tech Syst
- 来源：COGNITIVE NEURODYNAMICS 2013
- 关键词：Operator functional state Fuzzy c-means algorithm Psychophysiological measures Feature extraction Pattern classification
- Artificial neural network based predictive modeling of operator functional state被引量：14收藏
- 作者：Yang, Shaozeng Zhang, Jianhua
- 机构： Department of Automation
- 来源：IFAC Proceedings Volumes (IFAC-PapersOnline) 2013
- 关键词：Fault detection - Safety engineering
- Recognition of Cognitive Task Load levels using single channel EEG and Stacked Denoising Autoencoder被引量：14收藏
- 作者：Yin, Zhong Zhang, Jianhua
- 机构： Engineering Research Center of Optical Instrument and System; Department of Automation
- 来源：Chinese Control Conference, CCC 2016
- Nonlinear filtering based joint estimation of parameters and states in polynomial systems被引量：13收藏
- 作者：Jiang, Qiang Zhang, Jianhua
- 机构： School of Information Science and Engineering
- 来源：26th Chinese Control and Decision Conference, CCDC 2014 2014
- 关键词：Extended Kalman filters - Nonlinear filtering - Polynomials - Nonlinear analysis - Parameter estimation
