Advances in Neural Networks – ISNN 2019

1. Front Matter

   Pages i-xxi

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2. Game Theory, Stability Analysis, and Control Method

   1. Front Matter

      Pages 1-1

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   2. Decentralized Robust Optimal Control for Modular Robot Manipulators Based on Zero-Sum Game with ADP

      • Bo Dong, Tianjiao An, Fan Zhou, Shenquan Wang, Yulian Jiang, Keping Liu et al.

      Pages 3-14

   3. Leader-Following Consensus of Nonlinear Multi-agent System via a Distributed ET Impulsive Control Strategy

      • Yaqi Wang, Jianquan Lu, Jinling Liang, Jinde Cao

      Pages 15-24

   4. Adaptive Distributed Observer for an Uncertain Leader over Directed Acyclic Graphs

      • Shimin Wang, Jie Huang

      Pages 25-34

   5. Regularization in DQN for Parameter-Varying Control Learning Tasks

      • Dazi Li, Chengjia Lei, Qibing Jin, Min Han

      Pages 35-44

   6. A Gradient-Descent Neurodynamic Approach for Distributed Linear Programming

      • Xinrui Jiang, Sitian Qin, Ping Guo

      Pages 45-53

   7. An Asymptotically Stable Identifier Design for Unmanned Surface Vehicles Based on Neural Networks and Robust Integral Sign of the Error

      • Shengnan Gao, Lu Liu, Zhouhua Peng, Dan Wang, Nan Gu, Yue Jiang

      Pages 54-61

   8. Global Stabilization for Delayed Fuzzy Inertial Neural Networks

      • Qiang Xiao, Tingwen Huang, Zhigang Zeng

      Pages 62-69

   9. Neural-Network-Based Modular Dynamic Surface Control for Surge Speed Tracking of an Unmanned Surface Vehicle Driven by a DC Motor

      • Chengcheng Meng, Lu Liu, Zhouhua Peng, Dan Wang, Haoliang Wang, Gang Sun

      Pages 70-80

   10. Data-Based Approximate Policy Iteration for Optimal Course-Keeping Control of Marine Surface Vessels

       • Yuming Bai, Yifan Liu, Qihe Shan, Tieshan Li, Yuzhen Lu

       Pages 81-92

   11. Intelligent Fuzzy Kinetic Control for an Under-Actuated Autonomous Surface Vehicle via Stochastic Gradient Descent

       • Yue Jiang, Lu Liu, Zhouhua Peng, Dan Wang, Nan Gu, Shengnan Gao

       Pages 93-100

   12. A Novel Second-Order Consensus Control in Multi-agent Dynamical Systems

       • Boshan Chen, Jiejie Chen, Zhigang Zeng, Ping Jiang

       Pages 101-110

   13. Adaptive Backstepping Dynamic Surface Control Design of a Class of Uncertain Non-lower Triangular Nonlinear Systems

       • Gang Sun, Mingxin Wang, Sheng Wang

       Pages 111-119

   14. Neurodynamics-Based Receding Horizon Control of an HVAC System

       • Jiasen Wang, Jun Wang, Shenshen Gu

       Pages 120-128

   15. Robust Adaptive Resonant Damping Control of Nanopositioning

       • Wei Wei, Pengfei Xia, Zaiwen Liu, Min Zuo

       Pages 129-138

   16. Active Optimal Fault-Tolerant Control Method for Multi-fault Concurrent Modular Manipulator Based on Adaptive Dynamic Programming

       • Bing Li, Fan Zhou, Bo Dong, Yucheng Liu, Fu Liu, Huiqiu Lu et al.

       Pages 139-150

3. Signal Processing, Industrial Application, and Data Generation

   1. Front Matter

      Pages 151-151

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   2. Analysing Epileptic EEG Signals Based on Improved Transition Network

      • Yang Li, Yao Guo, Qingfang Meng, Zaiguo Zhang, Peng Wu, Hanyong Zhang

      Pages 153-161

   3. Neural Network Based Modeling of Hysteresis in Smart Material Based Sensors

      • Yonghong Tan, Ruili Dong, Hong He

      Pages 162-172

This two-volume set LNCS 11554 and 11555 constitutes the refereed proceedings of the 16th International Symposium on Neural Networks, ISNN 2019, held in Moscow, Russia, in July 2019.

The 111 papers presented in the two volumes were carefully reviewed and selected from numerous submissions. The papers were organized in topical sections named: Learning System, Graph Model, and Adversarial Learning; Time Series Analysis, Dynamic Prediction, and Uncertain Estimation; Model Optimization, Bayesian Learning, and Clustering; Game Theory, Stability Analysis, and Control Method; Signal Processing, Industrial Application, and Data Generation; Image Recognition, Scene Understanding, and Video Analysis; Bio-signal, Biomedical Engineering, and Hardware.

 

• adaptive control systems
• artificial intelligence
• classification
• data mining
• estimation
• evolutionary algorithms
• genetic algorithms
• image processing
• image reconstruction
• image segmentation
• imaging systems
• learning algorithms
• linear matrix inequalities
• matrix algebra
• neural networks
• numerical methods
• process control
• signal detection
• signal processing
• Support Vector Machines (SVM)

• Dalian University of Technology, Dalian, China

  Huchuan Lu

• Sichuan University, Chengdu, China

  Huajin Tang

• Northeastern University, Shenyang, China

  Zhanshan Wang

Policies and ethics