World's Best Scientists 2026 revealed!

D-Index & Metrics

Computer Science

D-Index
52
Citations
8381
World Ranking
5169
National Ranking
701

Electronics and Electrical Engineering

D-Index
51
Citations
8118
World Ranking
2720
National Ranking
454

Overview

Lin Xiao is affiliated with Hunan Normal University in China, contributing extensively to the fields of Engineering and Computer Science. Their research focuses primarily on Artificial Intelligence and Control and Systems Engineering, with considerable work also in Statistical and Nonlinear Physics, Computational Mechanics, and Computer Vision and Pattern Recognition.

The main topics covered by Lin Xiao's research include:

  • Neural Networks and Applications
  • Robotic Mechanisms and Dynamics
  • Model Reduction and Neural Networks
  • Iterative Learning Control Systems
  • Advanced Numerical Analysis Techniques
  • Fuzzy Logic and Control Systems
  • Control Systems and Identification

Lin Xiao has published in several frequent venues, reflecting a focus on neural networks, fuzzy systems, and industrial informatics. The top publication venues include:

  • arXiv (Cornell University)
  • IEEE Transactions on Neural Networks and Learning Systems
  • IEEE Transactions on Industrial Informatics
  • Neurocomputing
  • IEEE Transactions on Fuzzy Systems

Some recent papers featuring Lin Xiao as an author are:

  • "Design and Comprehensive Analysis of a Noise-Tolerant ZNN Model With Limited-Time Convergence for Time-Dependent Nonlinear Minimization," 2020, IEEE Transactions on Neural Networks and Learning Systems
  • "A Noise-Suppression ZNN Model With New Variable Parameter for Dynamic Sylvester Equation," 2021, IEEE Transactions on Industrial Informatics

Other notable publications related to topics within the broader research network include:

  • "Design and Application of an Adaptive Fuzzy Control Strategy to Zeroing Neural Network for Solving Time-Variant QP Problem," 2020, IEEE Transactions on Fuzzy Systems
  • "Zeroing Neural Network With Fuzzy Parameter for Computing Pseudoinverse of Arbitrary Matrix," 2021, IEEE Transactions on Fuzzy Systems
  • "Conversion of waste plastics into value-added carbon materials," 2023, Environmental Chemistry Letters

Lin Xiao frequently collaborates with a group of researchers, including Jianhua Dai, Lei Jia, Yongjun He, Qiuyue Zuo, and Linju Li. The counts of their joint publications vary, evidencing ongoing collaborative research efforts.

Best Publications

  • Design and Analysis of FTZNN Applied to the Real-Time Solution of a Nonstationary Lyapunov Equation and Tracking Control of a Wheeled Mobile Manipulator

    Lin Xiao;Bolin Liao;Shuai Li;Zhijun Zhang

  • A robust and fixed-time zeroing neural dynamics for computing time-variant nonlinear equation using a novel nonlinear activation function

    Fei Yu;Li Liu;Lin Xiao;Kenli Li

  • A New Varying-Parameter Recurrent Neural-Network for Online Solution of Time-Varying Sylvester Equation

    Zhijun Zhang;Lunan Zheng;Jian Weng;Yijun Mao

  • Nonlinear recurrent neural networks for finite-time solution of general time-varying linear matrix equations.

    Lin Xiao;Bolin Liao;Shuai Li;Ke Chen

  • Cooperative Motion Generation in a Distributed Network of Redundant Robot Manipulators With Noises

    Long Jin;Shuai Li;Lin Xiao;Rongbo Lu

  • A convergence-accelerated Zhang neural network and its solution application to Lyapunov equation

    Lin Xiao;Bolin Liao

  • RNN for Solving Perturbed Time-Varying Underdetermined Linear System With Double Bound Limits on Residual Errors and State Variables

    Huiyan Lu;Long Jin;Xin Luo;Bolin Liao

  • Zhang Neural Network Versus Gradient Neural Network for Solving Time-Varying Linear Inequalities

    Lin Xiao;Yunong Zhang

  • Finite-time solution to nonlinear equation using recurrent neural dynamics with a specially-constructed activation function

    Lin Xiao;Rongbo Lu

  • Solving Time-Varying System of Nonlinear Equations by Finite-Time Recurrent Neural Networks With Application to Motion Tracking of Robot Manipulators

    Lin Xiao;Zhijun Zhang;Shuai Li

  • A Finite-Time Convergent and Noise-Rejection Recurrent Neural Network and Its Discretization for Dynamic Nonlinear Equations Solving

    Weibing Li;Lin Xiao;Bolin Liao

  • A New Performance Index for the Repetitive Motion of Mobile Manipulators

    Lin Xiao;Yunong Zhang

  • A finite-time convergent neural dynamics for online solution of time-varying linear complex matrix equation

    Lin Xiao

  • A Varying-Parameter Convergent-Differential Neural Network for Solving Joint-Angular-Drift Problems of Redundant Robot Manipulators

    Zhijun Zhang;Tingzhong Fu;Ziyi Yan;Long Jin

  • A nonlinearly activated neural dynamics and its finite-time solution to time-varying nonlinear equation

    Lin Xiao

  • A nonlinearly-activated neurodynamic model and its finite-time solution to equality-constrained quadratic optimization with nonstationary coefficients

    Lin Xiao

  • A new design formula exploited for accelerating Zhang neural network and its application to time-varying matrix inversion

    Lin Xiao

  • Zeroing Dynamics, Gradient Dynamics, and Newton Iterations

    Yunong Zhang;Lin Xiao;Zhengli Xiao;Mingzhi Mao

  • A recurrent neural network with predefined-time convergence and improved noise tolerance for dynamic matrix square root finding

    Weibing Li;Bolin Liao;Lin Xiao;Rongbo Lu

  • A new noise-tolerant and predefined-time ZNN model for time-dependent matrix inversion.

    Lin Xiao;Lin Xiao;Yongsheng Zhang;Jianhua Dai;Ke Chen

  • Solving time-varying inverse kinematics problem of wheeled mobile manipulators using Zhang neural network with exponential convergence

    Lin Xiao;Lin Xiao;Yunong Zhang

  • A finite-time recurrent neural network for solving online time-varying Sylvester matrix equation based on a new evolution formula

    Lin Xiao

  • Design, verification and robotic application of a novel recurrent neural network for computing dynamic Sylvester equation

    Lin Xiao;Zhijun Zhang;Zili Zhang;Weibing Li

Frequent Co-Authors

Yunong Zhang
Yunong Zhang Sun Yat-sen University
Long Jin
Long Jin Lanzhou University
Kenli Li
Kenli Li Hunan University
Shuai Li
Shuai Li University of Oulu
Keqin Li
Keqin Li State University of New York at New Paltz
Yaonan Wang
Yaonan Wang Hunan University
Xin Luo
Xin Luo Chinese Academy of Sciences
Bin Hu
Bin Hu Lanzhou University
Quanxin Zhu
Quanxin Zhu Hunan Normal University
Faa-Jeng Lin
Faa-Jeng Lin National Central University

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