IEEE Transactions on Neural Networks and Learning Systems, Volume 23, Issue 7, July 2023

1) Guest Editorial Special Issue on Deep Learning for Earth and Planetary Geosciences

Author(s): Antonio Paiva, Weichang Li, Chris A. Mattmann, Youzuo Lin, Maarten V. De Hoop

Pages: 3242 - 3244

2) Temporal Interpolation of Geostationary Satellite Imagery With Optical Flow

Author(s): Thomas J. Vandal, Ramakrishna R. Nemani

Pages: 3245 - 3254

3) DnRCNN: Deep Recurrent Convolutional Neural Network for HSI Destriping

Author(s): Juntao Guan, Rui Lai, Huanan Li, Yintang Yang, Lin Gu

Pages: 3255 - 3268

4) An End-to-End Framework for Joint Denoising and Classification of Hyperspectral Images

Author(s): Xian Li, Mingli Ding, Yanfeng Gu, Aleksandra Pižurica

Pages: 3269 - 3283

5) StateNet: Deep State Learning for Robust Feature Matching of Remote Sensing Images

Author(s): Jiaxuan Chen, Shuang Chen, Xiaoxian Chen, Yang Yang, Yujing Rao

Pages: 3284 - 3298

6) A Vision Transformer Model for Convolution-Free Multilabel Classification of Satellite Imagery in Deforestation Monitoring

Author(s): Maria Kaselimi, Athanasios Voulodimos, Ioannis Daskalopoulos, Nikolaos Doulamis, Anastasios Doulamis

Pages: 3299 - 3307

7) Aerial Images Meet Crowdsourced Trajectories: A New Approach to Robust Road Extraction

Author(s): Lingbo Liu, Zewei Yang, Guanbin Li, Kuo Wang, Tianshui Chen, Liang Lin

Pages: 3308 - 3322

8) Class-Wise Subspace Alignment-Based Unsupervised Adaptive Land Cover Classification in Scene-Level Using Deep Siamese Network

Author(s): Indrajit Kalita, Moumita Roy

Pages: 3323 - 3334

9) A Kernel-Based Multi-Featured Rock Modeling and Detection Framework for a Mars Rover

Author(s): Xueming Xiao, Meibao Yao, Haiqiang Liu, Jiake Wang, Lei Zhang, Yuegang Fu

Pages: 3335 - 3344

10) A Framework for Deep Learning Emulation of Numerical Models With a Case Study in Satellite Remote Sensing

Author(s): Kate Duffy, Thomas J. Vandal, Weile Wang, Ramakrishna R. Nemani, Auroop R. Ganguly

Pages: 3345 - 3356

11) Physics-Guided Generative Adversarial Networks for Sea Subsurface Temperature Prediction

Author(s): Yuxin Meng, Eric Rigall, Xueen Chen, Feng Gao, Junyu Dong, Sheng Chen

Pages: 3357 - 3370

12) A Self-Supervised Deep Learning Approach for Blind Denoising and Waveform Coherence Enhancement in Distributed Acoustic Sensing Data

Author(s): Martijn van den Ende, Itzhak Lior, Jean-Paul Ampuero, Anthony Sladen, André Ferrari, Cédric Richard

Pages: 3371 - 3384

13) Beyond Correlations: Deep Learning for Seismic Interferometry

Author(s): Hongyu Sun, Laurent Demanet

Pages: 3385 - 3396

14) DeepSeg: Deep Segmental Denoising Neural Network for Seismic Data

Author(s): Naveed Iqbal

Pages: 3397 - 3404

15) A Self-Supervised Deep Learning Method for Seismic Data Deblending Using a Blind-Trace Network

Author(s): Shirui Wang, Wenyi Hu, Pengyu Yuan, Xuqing Wu, Qunshan Zhang, Prashanth Nadukandi, German Ocampo Botero, Jiefu Chen

Pages: 3405 - 3414

16) Self-Attention Fully Convolutional DenseNets for Automatic Salt Segmentation

Author(s): Omar M. Saad, Wei Chen, Fangxue Zhang, Liuqing Yang, Xu Zhou, Yangkang Chen

Pages: 3415 - 3428

17) High-Fidelity Permeability and Porosity Prediction Using Deep Learning With the Self-Attention Mechanism

Author(s): Liuqing Yang, Shoudong Wang, Xiaohong Chen, Wei Chen, Omar M. Saad, Xu Zhou, Nam Pham, Zhicheng Geng, Sergey Fomel, Yangkang Chen

Pages: 3429 - 3443

18) A Survey of Sim-to-Real Transfer Techniques Applied to Reinforcement Learning for Bioinspired Robots

Author(s): Wei Zhu, Xian Guo, Dai Owaki, Kyo Kutsuzawa, Mitsuhiro Hayashibe

Pages: 3444 - 3459

19) Optimal Tracking in Switched Systems With Free Final Time and Fixed Mode Sequence Using Approximate Dynamic Programming

Author(s): Tohid Sardarmehni, Xingyong Song

Pages: 3460 - 3472

20) Attribute Augmented Network Embedding Based on Generative Adversarial Nets

Author(s): Conghui Zheng, Li Pan, Peng Wu

Pages: 3473 - 3487

21) Multiresolution Discriminative Mixup Network for Fine-Grained Visual Categorization

Author(s): Kunran Xu, Rui Lai, Lin Gu, Yishi Li

Pages: 3488 - 3500

22) Relaxed Exponential Stabilization for Coupled Memristive Neural Networks With Connection Fault and Multiple Delays via Optimized Elastic Event-Triggered Mechanism

Author(s): Xiangxiang Wang, Yongbin Yu, Jingye Cai, Shouming Zhong, Nijing Yang, Kaibo Shi, Kwabena Adu, Nyima Tashi

Pages: 3501 - 3515

23) An Improved Finite-Time and Fixed-Time Stable Synchronization of Coupled Discontinuous Neural Networks

Author(s): Qizhen Xiao, Hongliang Liu, Yinkun Wang

Pages: 3516 - 3526

24) Highly Robust Vehicle Lateral Localization Using Multilevel Robust Network

Author(s): Zhiyong Zheng, Xu Li, Jianxiao Zhu, Jianhua Yuan, Linqi Wu

Pages: 3527 - 3537

25) An Intelligent Method for Predicting the Pressure Coefficient Curve of Airfoil-Based Conditional Generative Adversarial Networks

Author(s): Yueqing Wang, Liang Deng, Yunbo Wan, Zhigong Yang, Wenxiang Yang, Cheng Chen, Dan Zhao, Fang Wang, Yang Guo

Pages: 3538 - 3552

26) Data-Driven H∞ Optimal Output Feedback Control for Linear Discrete-Time Systems Based on Off-Policy Q-Learning

Author(s): Li Zhang, Jialu Fan, Wenqian Xue, Victor G. Lopez, Jinna Li, Tianyou Chai, Frank L. Lewis

Pages: 3553 - 3567

27) Direct-Optimization-Based DC Dictionary Learning With the MCP Regularizer

Author(s): Zhenni Li, Zuyuan Yang, Haoli Zhao, Shengli Xie

Pages: 3568 - 3579

28) Looking at Boundary: Siamese Densely Cooperative Fusion for Salient Object Detection

Author(s): Junxia Li, Ziyang Wang, Zefeng Pan, Qingshan Liu, Dongyan Guo

Pages: 3580 - 3593

29) Multi-Scale Hybrid Fusion Network for Single Image Deraining

Author(s): Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Guangcheng Wang, Zhen Han, Junjun Jiang, Zixiang Xiong

Pages: 3594 - 3608

30) Combining Knowledge Graph and Word Embeddings for Spherical Topic Modeling

Author(s): Hafsa Ennajari, Nizar Bouguila, Jamal Bentahar

Pages: 3609 - 3623

31) Synchronization of Uncertain Coupled Neural Networks With Time-Varying Delay of Unknown Bound via Distributed Delayed Impulsive Control

Author(s): Xiaoyu Zhang, Chuandong Li, Hongfei Li, Zhengran Cao

Pages: 3624 - 3635

32) Keep and Select: Improving Hierarchical Context Modeling for Multi-Turn Response Generation

Author(s): Yanxiang Ling, Fei Cai, Jun Liu, Honghui Chen, Maarten de Rijke

Pages: 3636 - 3649

33) Spatial–Spectral Unified Adaptive Probability Graph Convolutional Networks for Hyperspectral Image Classification

Author(s): Yun Ding, Yanwen Chong, Shaoming Pan, Yujie Wang, Congchong Nie

Pages: 3650 - 3664

34) Multiscale Curvelet Scattering Network

Author(s): Jie Gao, Licheng Jiao, Fang Liu, Shuyuan Yang, Biao Hou, Xu Liu

Pages: 3665 - 3679

35) Deep Reinforcement Learning on Autonomous Driving Policy With Auxiliary Critic Network

Author(s): Yuanqing Wu, Siqin Liao, Xiang Liu, Zhihang Li, Renquan Lu

Pages: 3680 - 3690

36) Feature Distillation in Deep Attention Network Against Adversarial Examples

Author(s): Xin Chen, Jian Weng, Xiaoling Deng, Weiqi Luo, Yubin Lan, Qi Tian

Pages: 3691 - 3705

37) TRUST-TECH-Based Systematic Search for Multiple Local Optima in Deep Neural Nets

Author(s): Zhiyong Hao, Hsiao-Dong Chiang, Bin Wang

Pages: 3706 - 3716

38) Hessian-Aided Random Perturbation (HARP) Using Noisy Zeroth-Order Oracles

Author(s): Jingyi Zhu

Pages: 3717 - 3726

39) Enhancing Chinese Character Representation With Lattice-Aligned Attention

Author(s): Shan Zhao, Minghao Hu, Zhiping Cai, Zhanjun Zhang, Tongqing Zhou, Fang Liu

Pages: 3727 - 3736

40) Multi-Constraint Latent Representation Learning for Prognosis Analysis Using Multi-Modal Data

Author(s): Zhenyuan Ning, Zehui Lin, Qing Xiao, Denghui Du, Qianjin Feng, Wufan Chen, Yu Zhang

Pages: 3737 - 3750

41) Local Stability and Convergence Analysis of Neural Network Controllers With Error Integral Inputs

Author(s): Xingang Fu, Shuhui Li, Donald C. Wunsch, Eduardo Alonso

Pages: 3751 - 3763

42) Neural-Network-Based Adaptive Control of Uncertain MIMO Singularly Perturbed Systems With Full-State Constraints

Author(s): Hao Wang, Chunyu Yang, Xiaomin Liu, Linna Zhou

Pages: 3764 - 3774