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Nonlinear system theory and control, machine learning, reinforcement learning, deep learning and application, adaptive dynamic programming theory and applications, Optimal control
China

Biography

Optimal control,machine learning, reinforcement learning,transfer learning and deep learning and application,adaptive dynamic programming theory and applications

Activities

Employment (1)

Henan University: Zhengzhou, Henan, CN

2015-09-01 to present | Associate Professor (School of Artificial Intelligence)
Employment
Source: Self-asserted source
Dehua Zhang

Works (27)

Reinforcement-learning-based decentralized event-triggered control of partially unknown nonlinear interconnected systems with state constraints

Applied Intelligence
2025-01 | Journal article
Contributors: Chunbin Qin; Yinliang Wu; Tianzeng Zhu; Kaijun Jiang; Dehua Zhang
Source: check_circle
Crossref

Adaptive critic design for safety-optimal FTC of unknown nonlinear systems with asymmetric constrained-input

ISA Transactions
2024 | Journal article
Contributors: Zhang, Dehua; Wang, Yuchen; Meng, Lei; Yan, Jiayuan; Qin, Chunbin
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Securing Multidestination Transmissions With Relay and Friendly Interference Collaboration

IEEE Internet of Things Journal
2024-05-15 | Journal article
Contributors: Linlin Liang; Xiaoyan Li; Haiyan Huang; Zhisheng Yin; Nina Zhang; Dehua Zhang
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Crossref

Barrier-Critic Adaptive Robust Control of Nonzero-Sum Differential Games for Uncertain Nonlinear Systems With State Constraints

IEEE Transactions on Systems, Man, and Cybernetics: Systems
2024-01 | Journal article
Contributors: Chunbin Qin; Xiaopeng Qiao; Jinguang Wang; Dehua Zhang; Yandong Hou; Shaolin Hu
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An efficient lightweight convolutional neural network for industrial surface defect detection

Artificial Intelligence Review
2023-09 | Journal article
Part of ISSN: 0269-2821
Part of ISSN: 1573-7462
Contributors: Dehua Zhang; Xinyuan Hao; Dechen Wang; Chunbin Qin; Bo Zhao; Linlin Liang; Wei Liu
Source: Self-asserted source
Dehua Zhang

Adaptive optimal safety tracking control for multiplayer mixed zero-sum games of continuous-time systems

Applied Intelligence
2023-07 | Journal article
Contributors: Chunbin Qin; Zhongwei Zhang; Ziyang Shang; Jishi Zhang; Dehua Zhang
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Safe adaptive learning algorithm with neural network implementation for H∞ control of nonlinear safety‐critical system

International Journal of Robust and Nonlinear Control
2023-01-10 | Journal article
Contributors: Chunbin Qin; Jinguang Wang; Heyang Zhu; Qiyang Xiao; Dehua Zhang
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A novel deep convolutional neural network algorithm for surface defect detection

Journal of Computational Design and Engineering
2022 | Journal article
Contributors: Zhang, Dehua; Hao, Xinyuan; Liang, Linlin; Liu, Wei; Qin, Chunbin
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Constrained Optimal Control for Nonlinear Multi-Input Safety-Critical Systems with Time-Varying Safety Constraints

Mathematics
2022 | Journal article
Contributors: Wang, Jinguang; Qin, Chunbin; Qiao, Xiaopeng; Zhang, Dehua; Zhang, Zhongwei; Shang, Ziyang; Zhu, Heyang
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Event-Triggered Safe Control for the Zero-Sum Game of Nonlinear Safety-Critical Systems With Input Saturation

IEEE Access
2022 | Journal article
Contributors: Chunbin Qin; Heyang Zhu; Jinguang Wang; Qiyang Xiao; Dehua Zhang
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Integral Reinforcement Learning for Tracking in a Class of Partially Unknown Linear Systems With Output Constraints and External Disturbances

IEEE Access
2022 | Journal article
Contributors: Chunbin Qin; Jinguang Wang; Xiaopeng Qiao; Heyang Zhu; Dehua Zhang; Yonghang Yan
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Neural network-based safe optimal robust control for affine nonlinear systems with unmatched disturbances q

Neurocomputing
2022 | Journal article
Contributors: Qin, Chunbin; Wang, Jinguang; Zhu, Heyang; Zhang, Jishi; Hu, Shaolin; Zhang, Dehua
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Robust Tracking Control for Non-Zero-Sum Games of Continuous-Time Uncertain Nonlinear Systems

Mathematics
2022 | Journal article
Contributors: Qin, Chunbin; Shang, Ziyang; Zhang, Zhongwei; Zhang, Dehua; Zhang, Jishi
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Robust Trajectory Tracking Control for Continuous-Time Nonlinear Systems with State Constraints and Uncertain Disturbances

Entropy
2022-06-11 | Journal article
Part of ISSN: 1099-4300
Source: Self-asserted source
Dehua Zhang
grade
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A New Anti-interference Fitering Algorithm for Quad Rotor UAV

Chinese Control and Decision Conference (CCDC)
2021 | Conference paper
Contributors: Shi, Erdong; Xu, Jiakang; Yang, Xiao; Tang, Chensen; Zhang, Pengyi; Zhang, Dehua; Qin, Chunbin
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Adaptive Dynamic Programming without Persistence Excitation for Tracking in A Special Class of Linear Systems with Input Constraints

Chinese Control and Decision Conference (CCDC)
2021 | Conference paper
Contributors: Qin, Chunbin; Wang, Jinguang; Zhu, Heyang; Zhang, Jishi; Zhang, Dehua
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A Novel Stereoscopic View Generation Approach Based on Visual Attention Analysis

33RD CHINESE CONTROL CONFERENCE (CCC)
2017 | Journal article
Contributors: Liu, Wei; Zhang, Dehua; Cui, Mingyue; Zhang, Yu
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Finite Horizon Optimal Tracking Control for Nonlinear Discrete-Time Switched Systems

Lecture Notes in Computer Science
2017 | Journal article
Contributors: Qin, Chunbin; Liu, Xianxing; Liu, Guoquan; Wang, Jun; Zhang, Dehua
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Adaptive RBF Neural-Networks Control for Discrete Nonlinear Systems Based on Data

World Congress on Intelligent Control and Automation
2016 | Conference paper
Contributors: Zhang, Dehua; Liu, Wei; Qin, Chunbin; Chen, Hui
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An enhanced depth map based rendering method with directional depth filter and image inpainting

The Visual Computer
2016 | Journal article
Contributors: Liu, Wei; Zhang, Dehua; Cui, Mingyue; Ding, Jianwei
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Stereoscopic Image Generation Based on Region-wise Rendering for 2D to 3D Conversion

World Congress on Intelligent Control and Automation
2016 | Conference paper
Contributors: Liu, Wei; Zhang, Dehua; Cui, Mingyue; Zhang, Yu
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Two-player Zero-sum Games for Leader-follower Consensus of Linear Multi-agent Systems with Unknown Dynamics

World Congress on Intelligent Control and Automation
2016 | Conference paper
Contributors: Qin, Chunbin; Chen, Hui; Wang, Jun; Zhang, Dehua; Wang, Yingchun; Liu, Xianxing
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Approximate optimal solution of the DTHJB equation for a class of nonlinear affine systems with unknown dead-zone constraints

Soft Computing
2014 | Journal article
Contributors: Zhang, Dehua; Liu, Derong; Wang, Ding
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A neural-network-based iterative GDHP approach for solving a class of nonlinear optimal control problems with control constraints

Neural Computing and Applications
2013 | Journal article
Contributors: Wang, Ding; Liu, Derong; Zhao, Dongbin; Huang, Yuzhu; Zhang, Dehua
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Adaptive Optimal Control for Nonlinear Systems with Control Constraints Using GDHP Technique

PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP)
2013 | Journal article
Contributors: Zhang, Dehua; Liu, Derong
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Dual iterative adaptive dynamic programming for a class of discrete-time nonlinear systems with time-delays

Neural Computing and Applications
2013 | Journal article
Contributors: Wei, Qinglai; Wang, Ding; Zhang, Dehua
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Nearly Optimal Control for Nonlinear Systems with Dead-Zone Control Input Based on the Iterative ADP Approach

Lecture Notes in Computer Science
2012 | Journal article
Contributors: Zhang, Dehua; Liu, Derong; Wei, Qinglai
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Peer review (25 reviews for 11 publications/grants)

Review activity for Applied ocean research. (1)
Review activity for Applied sciences. (2)
Review activity for Energy. (1)
Review activity for Engineering applications of artificial intelligence. (5)
Review activity for IEEE access : (4)
Review activity for Knowledge-based systems. (1)
Review activity for Neural computing & applications. (1)
Review activity for Neurocomputing. (1)
Review activity for Sensors. (7)
Review activity for Soft computing. (1)
Review activity for Soft computing. (1)