IEEE Transactions on Neural Networks and Learning Systems (TNNLS): Volume 32, Issue 8, August 2021.

1) A Layer-Wise Data Augmentation Strategy for Deep Learning Networks and Its Soft Sensor Application in an Industrial Hydrocracking Process

Author(s): Xiaofeng Yuan; Chen Ou; Yalin Wang; Chunhua Yang; Weihua Gui

Pages: 3296 - 3305

2) Dual Attention-Based Encoder–Decoder: A Customized Sequence-to-Sequence Learning for Soft Sensor Development

Author(s): Liangjun Feng; Chunhui Zhao; Youxian Sun

Pages: 3306 - 3317

3) Data-Driven Intelligent Warning Method for Membrane Fouling

Author(s): Xiaolong Wu; Honggui Han; Junfei Qiao

Pages: 3318 - 3329

4) Hierarchical Quality Monitoring for Large-Scale Industrial Plants With Big Process Data

Author(s): Le Yao; Weiming Shao; Zhiqiang Ge

Pages: 3330 - 3341

5) Spatiotemporal Graph Convolution Multifusion Network for Urban Vehicle Emission Prediction

Author(s): Zhenyi Xu; Yu Kang; Yang Cao; Zhijun Li

Pages: 3342 - 3354

6) Local–Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data

Author(s): Qingchao Jiang; Shifu Yan; Hui Cheng; Xuefeng Yan

Pages: 3355 - 3365

7) Intelligent Time-Scale Operator-Splitting Integration for Chemical Reaction Systems

Author(s): Yu Zhang; Wenli Du

Pages: 3366 - 3376

8) Iterative Learning Model Predictive Control Based on Iterative Data-Driven Modeling

Author(s): Lele Ma; Xiangjie Liu; Xiaobing Kong; Kwang Y. Lee

Pages: 3377 - 3390

9) Neuroadaptive Fault-Tolerant Control Under Multiple Objective Constraints With Applications to Tire Production Systems

Author(s): Qian Cui; Yujuan Wang; Yongduan Song

Pages: 3391 - 3400

10) RCoNet: Deformable Mutual Information Maximization and High-Order Uncertainty-Aware Learning for Robust COVID-19 Detection

Author(s): Shunjie Dong; Qianqian Yang; Yu Fu; Mei Tian; Cheng Zhuo

Pages: 3401 - 3411

11) Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review

Author(s): Ying Li; Lingfei Ma; Zilong Zhong; Fei Liu; Michael A. Chapman; Dongpu Cao; Jonathan Li

Pages: 3412 - 3432

12) Real-Time Indoor Localization for Smartphones Using Tensor-Generative Adversarial Nets

Author(s): Xiao-Yang Liu; Xiaodong Wang

Pages: 3433 - 3443

13) Achieving Fair Load Balancing by Invoking a Learning Automata-Based Two-Time-Scale Separation Paradigm

Author(s): Anis Yazidi; Ismail Hassan; Hugo L. Hammer; B. John Oommen

Pages: 3444 - 3457

14) Learning to Learn Adaptive Classifier–Predictor for Few-Shot Learning

Author(s): Nan Lai; Meina Kan; Chunrui Han; Xingguang Song; Shiguang Shan

Pages: 3458 - 3470

15) Context-Aware Learning for Generative Models

Author(s): Serafeim Perdikis; Robert Leeb; Ricardo Chavarriaga; José del R. Millán

Pages: 3471 - 3483

16) Adaptive Fusion of Heterogeneous Manifolds for Subspace Clustering

Author(s): Boyue Wang; Yongli Hu; Junbin Gao; Yanfeng Sun; Fujiao Ju; Baocai Yin

Pages: 3484 - 3497

17) Practical Multisource Transfer Regression With Source–Target Similarity Captures

Author(s): Pengfei Wei; Ramon Sagarna; Yiping Ke; Yew-Soon Ong

Pages: 3498 - 3509

18) Stability Analysis of the Modified Levenberg–Marquardt Algorithm for the Artificial Neural Network Training

Author(s): José de Jesús Rubio

Pages: 3510 - 3524

19) Long-Tailed Characteristic of Spiking Pattern Alternation Induced by Log-Normal Excitatory Synaptic Distribution

Author(s): Sou Nobukawa; Haruhiko Nishimura; Nobuhiko Wagatsuma; Satoshi Ando; Teruya Yamanishi

Pages: 3525 - 3537

20) Demystifying Deep Learning in Predictive Spatiotemporal Analytics: An Information-Theoretic Framework

Author(s): Qi Tan; Yang Liu; Jiming Liu

Pages: 3538 - 3552

21) Nonfragile H∞ State Estimation for Recurrent Neural Networks With Time-Varying Delays: On Proportional–Integral Observer Design

Author(s): Di Zhao; Zidong Wang; Guoliang Wei; Xiaohui Liu

Pages: 3553 - 3565

22) A Semiproximal Support Vector Machine Approach for Binary Multiple Instance Learning

Author(s): Matteo Avolio; Antonio Fuduli

Pages: 3566 - 3577

23) A Parallel Framework of Adaptive Dynamic Programming Algorithm With Off-Policy Learning

Author(s): Changyin Sun; Xiaofeng Li; Yuewen Sun

Pages: 3578 - 3587

24) Topology of Learning in Feedforward Neural Networks

Author(s): Maxime Gabella

Pages: 3588 - 3592

25) Fast and Effective Active Clustering Ensemble Based on Density Peak

Author(s): Yifan Shi; Zhiwen Yu; Wenming Cao; C. L. Philip Chen; Hau-San Wong; Guoqiang Han

Pages: 3593 - 3607

26) A Unified Framework for Multilingual Speech Recognition in Air Traffic Control Systems

Author(s): Yi Lin; Dongyue Guo; Jianwei Zhang; Zhengmao Chen; Bo Yang

Pages: 3608 - 3620

27) Decentralized Adaptive Command Filtered Neural Tracking Control of Large-Scale Nonlinear Systems: An Almost Fast Finite-Time Framework

Author(s): Ji-Dong Liu; Ben Niu; Yong-Gui Kao; Ping Zhao; Dong Yang

Pages: 3621 - 3632

28) Continuous Model Adaptation Using Online Meta-Learning for Smart Grid Application

Author(s): Jinghang Li; Mengqi Hu

Pages: 3633 - 3642

29) Deep Learning-Based Model Predictive Control for Continuous Stirred-Tank Reactor System

Author(s): Gongming Wang; Qing-Shan Jia; Junfei Qiao; Jing Bi; MengChu Zhou

Pages: 3643 - 3652

30) Neighborhood Attention Networks With Adversarial Learning for Link Prediction

Author(s): Zhitao Wang; Yu Lei; Wenjie Li

Pages: 3653 - 3663

31) Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network

Author(s): Ye-Tao Wang; Xi-Le Zhao; Tai-Xiang Jiang; Liang-Jian Deng; Yi Chang; Ting-Zhu Huang

Pages: 3664 - 3676

32) Scalable Kernel Ordinal Regression via Doubly Stochastic Gradients

Author(s): Bin Gu; Xiang Geng; Xiang Li; Wanli Shi; Guansheng Zheng; Cheng Deng; Heng Huang

Pages: 3677 - 3689

33) Global Exponential Stability of Memristive Neural Networks With Mixed Time-Varying Delays

Author(s): Yin Sheng; Tingwen Huang; Zhigang Zeng; Xiangshui Miao

Pages: 3690 - 3699

34) Novel Inequalities to Global Mittag–Leffler Synchronization and Stability Analysis of Fractional-Order Quaternion-Valued Neural Networks

Author(s): Jianying Xiao; Jinde Cao; Jun Cheng; Shiping Wen; Ruimei Zhang; Shouming Zhong

Pages: 3700 - 3709

35) Clustered Federated Learning: Model-Agnostic Distributed Multitask Optimization Under Privacy Constraints

Author(s): Felix Sattler; Klaus-Robert Müller; Wojciech Samek

Pages: 3710 - 3722

36) Adaptive Event-Triggered Synchronization of Reaction–Diffusion Neural Networks

Author(s): Ruimei Zhang; Deqiang Zeng; Ju H. Park; Yajuan Liu; Xiangpeng Xie

Pages: 3723 - 3735

37) Concurrent Associative Memories With Synaptic Delays

Author(s): Janusz A. Starzyk; Marek Jaszuk; Łukasz Maciura; Adrian Horzyk

Pages: 3736 - 3747

38) Maximum Correntropy Criterion-Based Hierarchical One-Class Classification

Author(s): Jiuwen Cao; Haozhen Dai; Baiying Lei; Chun Yin; Huanqiang Zeng; Anton Kummert

Pages: 3748 - 3754

39) Learning Rate for Convex Support Tensor Machines

Author(s): Heng Lian

Pages: 3755 - 3760

40) Transductive Zero-Shot Action Recognition via Visually Connected Graph Convolutional Networks

Author(s): Yangyang Xu; Chu Han; Jing Qin; Xuemiao Xu; Guoqiang Han; Shengfeng He

Pages: 3761 - 3769

41) Hierarchical One-Class Classifier With Within-Class Scatter-Based Autoencoders

Author(s): Tianlei Wang; Jiuwen Cao; Xiaoping Lai; Q. M. Jonathan Wu

Pages: 3770 - 3776

42) Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks

Author(s): Denis Kleyko; Mansour Kheffache; E. Paxon Frady; Urban Wiklund; Evgeny Osipov

Pages: 3777 - 3783