IEEE Transactions on Neural Networks and Learning Systems, Volume 33, Issue 5, May 2022

1) Editorial Biologically Learned/Inspired Methods for Sensing, Control, and Decision

Author(s): Yongduan Song, Jennie Si, Sonya Coleman, Dermot Kerr

Pages: 1820 - 1824

2) Bio-Motivated Two-Level Event-Triggered Controller for Nonlinear Systems

Author(s): Hui Gao, Le Yin

Pages: 1825 - 1832

3) Continuous Online Adaptation of Bioinspired Adaptive Neuroendocrine Control for Autonomous Walking Robots

Author(s): Jettanan Homchanthanakul, Poramate Manoonpong

Pages: 1833 - 1845

4) Spiking Adaptive Dynamic Programming Based on Poisson Process for Discrete-Time Nonlinear Systems

Author(s): Qinglai Wei, Liyuan Han, Tielin Zhang

Pages: 1846 - 1856

5) Octopus-Inspired Microgripper for Deformation-Controlled Biological Sample Manipulation

Author(s): Cheng Qian, Mingsi Tong, Xinghu Yu, Songlin Zhuang, Huijun Gao

Pages: 1857 - 1866

6) Multi-Output Selective Ensemble Identification of Nonlinear and Nonstationary Industrial Processes

Author(s): Tong Liu, Sheng Chen, Shan Liang, Shaojun Gan, Chris J. Harris

Pages: 1867 - 1880

7) Asymptotic Tracking Control for Uncertain MIMO Systems: A Biologically Inspired ESN Approach

Author(s): Qing Chen, Kai Zhao, Xiumin Li, Yujuan Wang

Pages: 1881 - 1890

8) Distributed Adaptive Fault-Tolerant Time-Varying Formation Control of Unmanned Airships With Limited Communication Ranges Against Input Saturation for Smart City Observation

Author(s): Ziquan Yu, Youmin Zhang, Bin Jiang, Chun-Yi Su, Jun Fu, Ying Jin, Tianyou Chai

Pages: 1891 - 1904

9) Event-Triggered ADP for Nonzero-Sum Games of Unknown Nonlinear Systems

Author(s): Qingtao Zhao, Jian Sun, Gang Wang, Jie Chen

Pages: 1905 - 1913

10) Bio-Inspired Dynamic Collective Choice in Large-Population Systems: A Robust Mean-Field Game Perspective

Author(s): Man Li, Jiahu Qin, Yaonan Wang, Yu Kang

Pages: 1914 - 1924

11) Triple-Memory Networks: A Brain-Inspired Method for Continual Learning

Author(s): Liyuan Wang, Bo Lei, Qian Li, Hang Su, Jun Zhu, Yi Zhong

Pages: 1925 - 1934

12) Robust Transcoding Sensory Information With Neural Spikes

Author(s): Qi Xu, Jiangrong Shen, Xuming Ran, Huajin Tang, Gang Pan, Jian K. Liu

Pages: 1935 - 1946

13) Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks

Author(s): Malu Zhang, Jiadong Wang, Jibin Wu, Ammar Belatreche, Burin Amornpaisannon, Zhixuan Zhang, Venkata Pavan Kumar Miriyala, Hong Qu, Yansong Chua, Trevor E. Carlson, Haizhou Li

Pages: 1947 - 1958

14) An Event-Based Digital Time Difference Encoder Model Implementation for Neuromorphic Systems

Author(s): Daniel Gutierrez-Galan, Thorben Schoepe, Juan P. Dominguez-Morales, Angel Jimenez-Fernandez, Elisabetta Chicca, Alejandro Linares-Barranco

Pages: 1959 - 1973

15) Chain-Structure Echo State Network With Stochastic Optimization: Methodology and Application

Author(s): Zhou Wu, Qian Li, Haijun Zhang

Pages: 1974 - 1985

16) Event-Driven Intrinsic Plasticity for Spiking Convolutional Neural Networks

Author(s): Anguo Zhang, Xiumin Li, Yueming Gao, Yuzhen Niu

Pages: 1986 - 1995

17) How Frequency Injection Locking Can Train Oscillatory Neural Networks to Compute in Phase

Author(s): Aida Todri-Sanial, Stefania Carapezzi, Corentin Delacour, Madeleine Abernot, Thierry Gil, Elisabetta Corti, Siegfried F. Karg, Juan Nüñez, Manuel Jiménèz, María J. Avedillo, Bernabé Linares-Barranco

Pages: 1996 - 2009

18) Memory Recall: A Simple Neural Network Training Framework Against Catastrophic Forgetting

Author(s): Baosheng Zhang, Yuchen Guo, Yipeng Li, Yuwei He, Haoqian Wang, Qionghai Dai

Pages: 2010 - 2022

19) Unsupervised Estimation of Monocular Depth and VO in Dynamic Environments via Hybrid Masks

Author(s): Qiyu Sun, Yang Tang, Chongzhen Zhang, Chaoqiang Zhao, Feng Qian, Jürgen Kurths

Pages: 2023 - 2033

20) Multisample Online Learning for Probabilistic Spiking Neural Networks

Author(s): Hyeryung Jang, Osvaldo Simeone

Pages: 2034 - 2044

21) Deep Reinforcement Learning With Modulated Hebbian Plus Q-Network Architecture

Author(s): Pawel Ladosz, Eseoghene Ben-Iwhiwhu, Jeffery Dick, Nicholas Ketz, Soheil Kolouri, Jeffrey L. Krichmar, Praveen K. Pilly, Andrea Soltoggio

Pages: 2045 - 2056

22) Training Deep Neural Network for Optimal Power Allocation in Islanded Microgrid Systems: A Distributed Learning-Based Approach

Author(s): Fanghong Guo, Bowen Xu, Wen-An Zhang, Changyun Wen, Dan Zhang, Li Yu

Pages: 2057 - 2069

23) Recognizing Missing Electromyography Signal by Data Split Reorganization Strategy and Weight-Based Multiple Neural Network Voting Method

Author(s): Feng Duan, Yikang Yang

Pages: 2070 - 2079

24) A Multiobjective Evolutionary Nonlinear Ensemble Learning With Evolutionary Feature Selection for Silicon Prediction in Blast Furnace

Author(s): Xianpeng Wang, Tenghui Hu, Lixin Tang

Pages: 2080 - 2093

25) A Brain-Inspired Approach for Collision-Free Movement Planning in the Small Operational Space

Author(s): Dengpeng Xing, Jiale Li, Tielin Zhang, Bo Xu

Pages: 2094 - 2105

26) Memristive Circuit Implementation of a Self-Repairing Network Based on Biological Astrocytes in Robot Application

Author(s): Qinghui Hong, Hegan Chen, Jingru Sun, Chunhua Wang

Pages: 2106 - 2120

27) Memristor-Based Edge Computing of Blaze Block for Image Recognition

Author(s): Huanhuan Ran, Shiping Wen, Qian Li, Yin Yang, Kaibo Shi, Yuming Feng, Pan Zhou, Tingwen Huang

Pages: 2121 - 2131

28) Target Convergence Analysis of Cancer-Inspired Swarms for Early Disease Diagnosis and Targeted Collective Therapy

Author(s): Nasibeh Rady Raz, Mohammad-R. Akbarzadeh-T

Pages: 2132 - 2146

29) Toward Cognitive Navigation: Design and Implementation of a Biologically Inspired Head Direction Cell Network

Author(s): Zhenshan Bing, Amir EI Sewisy, Genghang Zhuang, Florian Walter, Fabrice O. Morin, Kai Huang, Alois Knoll

Pages: 2147 - 2158

30) An MVMD-CCA Recognition Algorithm in SSVEP-Based BCI and Its Application in Robot Control

Author(s): Kang Wang, Di-Hua Zhai, Yuhan Xiong, Leyun Hu, Yuanqing Xia

Pages: 2159 - 2167

31) Brain-Inspired Experience Reinforcement Model for Bin Packing in Varying Environments

Author(s): Linli Zhang, Dewei Li, Shuai Jia, Haibin Shao

Pages: 2168 - 2180

32) Robust Facial Landmark Detection by Multiorder Multiconstraint Deep Networks

Author(s): Jun Wan, Zhihui Lai, Jing Li, Jie Zhou, Can Gao

Pages: 2181 - 2194

33) Hierarchical Representation Learning in Graph Neural Networks With Node Decimation Pooling

Author(s): Filippo Maria Bianchi, Daniele Grattarola, Lorenzo Livi, Cesare Alippi

Pages: 2195 - 2207

34) SymNet: A Simple Symmetric Positive Definite Manifold Deep Learning Method for Image Set Classification

Author(s): Rui Wang, Xiao-Jun Wu, Josef Kittler

Pages: 2208 - 2222

35) An Off-Policy Trust Region Policy Optimization Method With Monotonic Improvement Guarantee for Deep Reinforcement Learning

Author(s): Wenjia Meng, Qian Zheng, Yue Shi, Gang Pan

Pages: 2223 - 2235

36) Contrastive Adversarial Domain Adaptation Networks for Speaker Recognition

Author(s): Longxin Li, Man-Wai Mak, Jen-Tzung Chien

Pages: 2236 - 2245

37) A Neuromorphic CMOS Circuit With Self-Repairing Capability

Author(s): Ehsan Rahiminejad, Fatemeh Azad, Adel Parvizi-Fard, Mahmood Amiri, Bernabé Linares-Barranco

Pages: 2246 - 2258

38) StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs

Author(s): Tianyun Zhang, Shaokai Ye, Xiaoyu Feng, Xiaolong Ma, Kaiqi Zhang, Zhengang Li, Jian Tang, Sijia Liu, Xue Lin, Yongpan Liu, Makan Fardad, Yanzhi Wang

Pages: 2259 - 2273

39) Unsupervised Feature Selection With Extended OLSDA via Embedding Nonnegative Manifold Structure

Author(s): Rui Zhang, Hongyuan Zhang, Xuelong Li, Sheng Yang

Pages: 2274 - 2280