Closed-Loop Control of the thalamocortical Relay Neuron's Parkinsonian State Based on Slow Variable. - Chen Liu 003; Jiang Wang 002; Yingyuan Chen; Bin Deng 001; Xi-Le Wei; Huiyan Li (Int. J. Neural Syst., 2013)

Delay-induced multiple vibrational resonance in the bi-fan neuronal network motifs. - Xiuyu Jiang; Chen Liu 003; Jiang Wang 002 (BMEI, 2014)

The effects of time delay on the stochastic resonance in feed-forward-loop neuronal network motifs. - Chen Liu 003; Jiang Wang 002; Haitao Yu 001; Bin Deng 001; Kai Ming Tsang; Wai-Lok Chan; Y. K. Wong (Commun. Nonlinear Sci. Numer. Simul., 2014)

Model-based iterative learning control of Parkinsonian state in thalamic relay neuron. - Chen Liu 003; Jiang Wang 002; Huiyan Li; Zhiqin Xue; Bin Deng 001; Xile Wei (Commun. Nonlinear Sci. Numer. Simul., 2014)

Adaptive stochastic resonance in self-organized small-world neuronal networks with time delay. - Haitao Yu 001; Xinmeng Guo; Jiang Wang 002; Chen Liu 003; Bin Deng 001; Xile Wei (Commun. Nonlinear Sci. Numer. Simul., 2015)

Dynamical analysis of Parkinsonian state emulated by hybrid Izhikevich neuron models. - Chen Liu 003; Jiang Wang 002; Haitao Yu 001; Bin Deng 001; Xile Wei; Huiyan Li; Kenneth A. Loparo; Chris Fietkiewicz (Commun. Nonlinear Sci. Numer. Simul., 2015)

Adaptive Control of Parkinson's State Based on a Nonlinear Computational Model with Unknown Parameters. - Fei Su; Jiang Wang 002; Bin Deng 001; Xile Wei; Yingyuan Chen; Chen Liu 003; Huiyan Li (Int. J. Neural Syst., 2015)

Variable universe fuzzy closed-loop control of tremor predominant Parkinsonian state based on parameter estimation. - Chen Liu 003; Jiang Wang 002; Bin Deng 001; Xile Wei; Haitao Yu 001; Huiyan Li (Neurocomputing, 2015)

Predictive control for spike pattern modulation of a two-compartment neuron model. - Fei Su; Jiang Wang 002; Huiyan Li; Bin Deng 001; Xile Wei; Haitao Yu 001; Chen Liu 003 (Neurocomputing, 2016)

Neural mass models describing possible origin of the excessive beta oscillations correlated with Parkinsonian state. - Chen Liu 003; Yulin Zhu; Fei Liu; Jiang Wang 002; Huiyan Li; Bin Deng 001; Chris Fietkiewicz; Kenneth A. Loparo (Neural Networks, 2017)

Efficient hardware implementation of the subthalamic nucleus-external globus pallidus oscillation system and its dynamics investigation. - Shuangming Yang; Xile Wei; Jiang Wang 002; Bin Deng 001; Chen Liu 003; Haitao Yu 001; Huiyan Li (Neural Networks, 2017)

Closed-Loop Modulation of the Pathological Disorders of the Basal Ganglia Network. - Chen Liu 003; Jiang Wang 002; Huiyan Li; Meili Lu; Bin Deng 001; Haitao Yu 001; Xile Wei; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Neural Networks Learn. Syst., 2017)

FPGA implementation of hippocampal spiking network and its real-time simulation on dynamical neuromodulation of oscillations. - Shuangming Yang; Bin Deng 001; Huiyan Li; Chen Liu 003; Jiang Wang 002; Haitao Yu 001; Ying-Mei Qin (Neurocomputing, 2018)

Cost-efficient FPGA implementation of a biologically plausible dopamine neural network and its application. - Shuangming Yang; Jiang Wang 002; Qianjin Lin; Bin Deng 001; Xile Wei; Chen Liu 003; Huiyan Li (Neurocomputing, 2018)

Nonlinear predictive control for adaptive adjustments of deep brain stimulation parameters in basal ganglia-thalamic network. - Fei Su; Jiang Wang 002; Shuangxia Niu; Huiyan Li; Bin Deng 001; Chen Liu 003; Xile Wei (Neural Networks, 2018)

Modeling and Analysis of Beta Oscillations in the Basal Ganglia. - Chen Liu 003; Jiang Wang 002; Huiyan Li; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Neural Networks Learn. Syst., 2018)

Noise-Induced Improvement of the Parkinsonian State: A Computational Study. - Chen Liu 003; Jiang Wang 002; Bin Deng 001; Huiyan Li; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Cybern., 2019)

Real-Time Neuromorphic System for Large-Scale Conductance-Based Spiking Neural Networks. - Shuangming Yang; Jiang Wang 002; Bin Deng 001; Chen Liu 003; Huiyan Li; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Cybern., 2019)

Design of Hidden-Property-Based Variable Universe Fuzzy Control for Movement Disorders and Its Efficient Reconfigurable Implementation. - Shuangming Yang; Bin Deng 001; Jiang Wang 002; Chen Liu 003; Huiyan Li; Qianjin Lin; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Fuzzy Syst., 2019)

Neural Network-Based Closed-Loop Deep Brain Stimulation for Modulation of Pathological Oscillation in Parkinson's Disease. - Chen Liu 003; Ge Zhao; Jiang Wang 002; Hao Wu 063; Huiyan Li; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Access, 2020)

The role of coupling connections in a model of the cortico-basal ganglia-thalamocortical neural loop for the generation of beta oscillations. - Chen Liu 003; Changsong Zhou; Jiang Wang 002; Chris Fietkiewicz; Kenneth A. Loparo (Neural Networks, 2020)

Multiple Stochastic Resonances and Oscillation Transitions in Cortical Networks With Time Delay. - Haitao Yu 001; Xinmeng Guo; Jiang Wang 002; Kai Li; Bin Deng 001; Xile Wei; Chen Liu 003 (IEEE Trans. Fuzzy Syst., 2020)

Firing Rate Oscillation and Stochastic Resonance in Cortical Networks With Electrical-Chemical Synapses and Time Delay. - Haitao Yu 001; Kai Li; Xinmeng Guo; Jiang Wang 002; Bin Deng 001; Chen Liu 003 (IEEE Trans. Fuzzy Syst., 2020)

Supervised Network-Based Fuzzy Learning of EEG Signals for Alzheimer's Disease Identification. - Haitao Yu 001; Xinyu Lei; Zhenxi Song; Chen Liu 003; Jiang Wang 002 (IEEE Trans. Fuzzy Syst., 2020)

Delayed Feedback-Based Suppression of Pathological Oscillations in a Neural Mass Model. - Chen Liu 003; Changsong Zhou; Jiang Wang 002; Chris Fietkiewicz; Kenneth A. Loparo (IEEE Trans. Cybern., 2021)

An Accelerometer-based Wearable Multi-node Motion Detection System of Freezing of Gait in Parkinson's Disease. - Chen Liu 003; Lingmin Han; Siyuan Chang; Jiang Wang 002 (I2MTC, 2022)

Analysis of Brain Functional Network Based on EEG Signals for Early-Stage Parkinson's Disease Detection. - Wei Zhang; Xiaoxuan Han; Shujuan Qiu; Teng Li; Chunguang Chu; Liufang Wang; Jiang Wang 002; Zhen Zhang 004; Ruixian Wang; Manyi Yang; Xiao Shen; Zhen Li; et al. (IEEE Access, 2022)

Oscillation suppression effects of intermittent noisy deep brain stimulation induced by coordinated reset pattern based on a computational model. - Chen Liu 003; Yutong Yao; Jiang Wang 002; Huiyan Li; Hao Wu 063; Kenneth A. Loparo; Chris Fietkiewicz (Biomed. Signal Process. Control., 2022)

Adaptive closed-loop control strategy inhibiting pathological basal ganglia oscillations. - Kuanchuan Wang; Jiang Wang 002; Yulin Zhu; Huiyan Li; Chen Liu 003; Chris Fietkiewicz; Kenneth A. Loparo (Biomed. Signal Process. Control., 2022)

Modulation of cortical oscillations by periodic electrical stimulation is frequency-dependent. - Jixuan Wang; Bin Deng 001; Tianshi Gao; Jiang Wang 002; Chen Liu 003 (Commun. Nonlinear Sci. Numer. Simul., 2022)

Decoding Digital Visual Stimulation From Neural Manifold With Fuzzy Leaning on Cortical Oscillatory Dynamics. - Haitao Yu 001; Quanfa Zhao; Shanshan Li; Kai Li; Chen Liu 003; Jiang Wang 002 (Frontiers Comput. Neurosci., 2022)

Subthalamic and pallidal stimulation in Parkinson's disease induce distinct brain topological reconstruction. - Chunguang Chu; Naying He; Kristina Zeljic; Zhen Zhang 004; Jiang Wang 002; Jun Li 102; Yu Liu; Youmin Zhang 007; Bomin Sun; Dianyou Li; Fuhua Yan; Chencheng Zhang; et al. (NeuroImage, 2022)

Intensity-Varied Closed-Loop Noise Stimulation for Oscillation Suppression in the Parkinsonian State. - Haitao Yu 001; Zihan Meng; Huiyan Li; Chen Liu 003; Jiang Wang 002 (IEEE Trans. Cybern., 2022)

A Closed-Loop Electrophysiological Hardware Prototype to Estimate and Control Neuronal States. - Weitong Liu; Bin Deng 001; Jiawei Liang; Bo Gong; Jixuan Wang; Jiang Wang 002; Chen Liu 003 (I2MTC, 2023)

Multi-compartment structure optimizes the deep learning network from the biophysical perspective. - Jixuan Wang; Bin Deng 001; Tianshi Gao; Bo Gong; Weitong Liu; Jiang Wang 002; Chen Liu 003 (I2MTC, 2023)

Deep Learning Depends on Segregated Dendritic Compartments and Spike Frequency Adaptation. - Jixuan Wang; Bin Deng 001; Tianshi Gao; Jiang Wang 002; Guosheng Yi; Chen Liu 003 (IEEE Trans. Instrum. Meas., 2023)

An Enhanced EEG Microstate Recognition Framework Based on Deep Neural Networks: An Application to Parkinson's Disease. - Chunguang Chu; Zhen Zhang 004; Zhenxi Song; Zifan Xu; Jiang Wang 002; Fei Wang 142; Wei Liu; Liying Lu; Chen Liu 003; Xiaodong Zhu; Chris Fietkiewicz; Kenneth A. Loparo (IEEE J. Biomed. Health Informatics, 2023)

Probing the flexible internal state transition and low-dimensional manifold dynamics of human brain with acupuncture. - Haitao Yu 001; Dongliang Liu; Shanshan Li; Jiang Wang 002; Jing Liu; Chen Liu 003 (Biomed. Signal Process. Control., 2023)

Deep Brain Stimulation Reshapes the Brain's Internal State Observed by Microstate-Improved Brain Network Analysis. - Chen Liu 003; Zhiqi Jiang; Jiang Wang 002; Xiaodong Zhu (I2MTC, 2024)

Model-Based Closed-Loop Seizure Suppression: Algorithm Development and Hardware Implementation. - Weitong Liu; Bin Deng 001; Fangzhou Hu; Bo Gong; Siyuan Chang; Tong Li; Yuxin Wang; Jiang Wang 002; Chen Liu 003 (I2MTC, 2024)

NClSilico: A Closed-Loop neuromodulation platform in silico. - Jiawei Liang; Weitong Liu; Jiang Wang 002; Bin Deng 001; Siyuan Chang; Chen Liu 003 (Biomed. Signal Process. Control., 2024)

Kinematic-driven human-robot interaction system with deep learning for flexible acupuncture needling manipulations. - Haitao Yu 001; Zhihua Zhu; Chaofan Wang; Jiang Wang 002; Chen Liu 003 (Biomed. Signal Process. Control., 2024)

Multi-origins of pathological theta oscillation from neuron to network inferred by a combined data and model study with cubature Kalman filter. - Jixuan Wang; Bin Deng 001; Jiang Wang 002; Lei Xiang; Tianshi Gao; Haitao Yu 001; Chen Liu 003 (Commun. Nonlinear Sci. Numer. Simul., 2024)

Scalable Multi-Hierarchy Embedded Platform for Neural Population Simulations. - Bo Gong; Jiang Wang 002; Gaohua Cai; Pengfei Xu; Siyuan Chang; Zhen Zhang 004; Chen Liu 003; Bin Deng 001; Xile Wei (IEEE Trans. Biomed. Circuits Syst., 2024)

The abnormal delta rhythm mechanism in disorders of consciousness: Intrinsic neuronal properties and network dynamics. - Jixuan Wang; Bin Deng 001; Jiang Wang 002; Yi Yang; Chen Liu 003 (Neurocomputing, 2025)