Advances in Neural Networks – ISNN 2019: 16th International Symposium on Neural Networks, ISNN 2019, Moscow, Russia, July 10–12, 2019, Proceedings, Part II

Description

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. Front Matter ....Pages i-xxi Front Matter ....Pages 1-1 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 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 Adaptive Distributed Observer for an Uncertain Leader over Directed Acyclic Graphs (Shimin Wang, Jie Huang)....Pages 25-34 Regularization in DQN for Parameter-Varying Control Learning Tasks (Dazi Li, Chengjia Lei, Qibing Jin, Min Han)....Pages 35-44 A Gradient-Descent Neurodynamic Approach for Distributed Linear Programming (Xinrui Jiang, Sitian Qin, Ping Guo)....Pages 45-53 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 Global Stabilization for Delayed Fuzzy Inertial Neural Networks (Qiang Xiao, Tingwen Huang, Zhigang Zeng)....Pages 62-69 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 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 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 A Novel Second-Order Consensus Control in Multi-agent Dynamical Systems (Boshan Chen, Jiejie Chen, Zhigang Zeng, Ping Jiang)....Pages 101-110 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 Neurodynamics-Based Receding Horizon Control of an HVAC System (Jiasen Wang, Jun Wang, Shenshen Gu)....Pages 120-128 Robust Adaptive Resonant Damping Control of Nanopositioning (Wei Wei, Pengfei Xia, Zaiwen Liu, Min Zuo)....Pages 129-138 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 Front Matter ....Pages 151-151 Analysing Epileptic EEG Signals Based on Improved Transition Network (Yang Li, Yao Guo, Qingfang Meng, Zaiguo Zhang, Peng Wu, Hanyong Zhang)....Pages 153-161 Neural Network Based Modeling of Hysteresis in Smart Material Based Sensors (Yonghong Tan, Ruili Dong, Hong He)....Pages 162-172 Approximation of Edwards-Anderson Spin-Glass Model Density of States (Magomed Y. Malsagov, Iakov M. Karandashev, Boris V. Kryzhanovsky)....Pages 173-179 Generalization of Linked Canonical Polyadic Tensor Decomposition for Group Analysis (Xiulin Wang, Chi Zhang, Tapani Ristaniemi, Fengyu Cong)....Pages 180-189 Intelligent and Distributed Data Warehouse for Student’s Academic Performance Analysis (Jesús Silva, Lissette Hernández, Noel Varela, Omar Bonerge Pineda Lezama, Jorge Tafur Cabrera, Bellanith Ruth Lucena León Castro et al.)....Pages 190-199 Multi-dimension Tensor Factorization Collaborative Filtering Recommendation for Academic Profiles (Jesús Silva, Noel Varela, Omar Bonerge Pineda Lezama, Hugo Hernández-P, Jairo Martínez Ventura, Boris de la Hoz et al.)....Pages 200-209 The Goal Programming as a Tool for Measuring the Sustainability of Agricultural Production Chains of Rice (Jesús Silva, Noel Varela, Omar Bonerge Pineda Lezama, David Martínez Sierra, Jainer Enrique Molina Romero, John Anderson Virviescas Peña et al.)....Pages 210-221 Application of Machine Learning Based Technique for High Impedance Fault Detection in Power Distribution Network (Katleho Moloi, Jaco Jordaan, Yskandar Hamam)....Pages 222-231 Artificial Neural Network Surrogate Modeling of Oil Reservoir: A Case Study (Oleg Sudakov, Dmitri Koroteev, Boris Belozerov, Evgeny Burnaev)....Pages 232-241 Efficient Reservoir Encoding Method for Near-Sensor Classification with Rate-Coding Based Spiking Convolutional Neural Networks (Xu Yang, Shuangming Yu, Liyuan Liu, Jian Liu, Nanjian Wu)....Pages 242-251 Fault Diagnosis of Gas Turbine Fuel Systems Based on Improved SOM Neural Network (Zhe Chen, Yiyao Zhang, Hailei Gong, Xinyi Le, Yu Zheng)....Pages 252-265 Power System Fault Detection and Classification Using Wavelet Transform and Artificial Neural Networks (Paul Malla, Will Coburn, Kevin Keegan, Xiao-Hua Yu)....Pages 266-272 A New Diffusion Kalman Algorithm Dealing with Missing Data (Shuangyi Xiao, Nankun Mu, Feng Chen)....Pages 273-281 Separability Method for Homogeneous Leaves Using Spectroscopic Imagery and Machine Learning Algorithms (Bolanle Tolulope Abe, Jaco Jordaan)....Pages 282-291 Learning Ensembles of Anomaly Detectors on Synthetic Data (Dmitry Smolyakov, Nadezda Sviridenko, Vladislav Ishimtsev, Evgeny Burikov, Evgeny Burnaev)....Pages 292-306 Blind Noise Reduction for Speech Enhancement by Simulated Auditory Nerve Representations (Anton Yakovenko, Aleksandr Antropov, Galina Malykhina)....Pages 307-316 Automatically Generate Hymns Using Variational Attention Models (Han K. Cao, Duyen T. Ly, Duy M. Nguyen, Binh T. Nguyen)....Pages 317-327 Front Matter ....Pages 329-329 Mixed-Norm Projection-Based Iterative Algorithm for Face Recognition (Qingshan Liu, Jiang Xiong, Shaofu Yang)....Pages 331-340 Cross-Database Facial Expression Recognition with Domain Alignment and Compact Feature Learning (Lan Wang, Jianbo Su, Kejun Zhang)....Pages 341-350 An Adaptive Chirplet Filter for Range Profiles Automatic Target Recognition (Yifei Li, Zunhua Guo)....Pages 351-360 An Unsupervised Spiking Deep Neural Network for Object Recognition (Zeyang Song, Xi Wu, Mengwen Yuan, Huajin Tang)....Pages 361-370 Procedural Synthesis of Remote Sensing Images for Robust Change Detection with Neural Networks (Maria Kolos, Anton Marin, Alexey Artemov, Evgeny Burnaev)....Pages 371-387 Boundary Loss for Remote Sensing Imagery Semantic Segmentation (Alexey Bokhovkin, Evgeny Burnaev)....Pages 388-401 Ship Segmentation and Orientation Estimation Using Keypoints Detection and Voting Mechanism in Remote Sensing Images (Mingxian Nie, Jinjie Zhang, Xuetao Zhang)....Pages 402-413 A Deep Learning Approach to Detecting Changes in Buildings from Aerial Images (Bin Sun, Guo-Zhong Li, Min Han, Qiu-Hua Lin)....Pages 414-421 Scene Recognition in User Preference Prediction Based on Classification of Deep Embeddings and Object Detection (Andrey V. Savchenko, Alexandr G. Rassadin)....Pages 422-430 Chinese Address Similarity Calculation Based on Auto Geological Level Tagging (Jing Liu, Jianbin Wang, Changqing Zhang, Xiubo Yang, Jianbo Deng, Ruihe Zhu et al.)....Pages 431-438 Enhancing Feature Representation for Saliency Detection (Tao Zheng, Bo Li, Haobo Rao)....Pages 439-447 Improving the Perceptual Quality of Document Images Using Deep Neural Network (Ram Krishna Pandey, A. G. Ramakrishnan)....Pages 448-459 Pair-Comparing Based Convolutional Neural Network for Blind Image Quality Assessment (Xue Qin, Tao Xiang, Ying Yang, Xiaofeng Liao)....Pages 460-468 PolSAR Marine Aquaculture Detection Based on Nonlocal Stacked Sparse Autoencoder (Jianchao Fan, Xiaoxin Liu, Yuanyuan Hu, Min Han)....Pages 469-476 Robust Object Tracking Based on Deep Feature and Dual Classifier Trained with Hard Samples (Bo Xu, Chengan Guo)....Pages 477-487 Front Matter ....Pages 489-489 Comparison of Convolutional Neural Networks and Search Based Approaches for Extracting Psychological Characteristics from Job Description (Marina Belyanova, Sergey Chernobrovkin, Igor Latkin, Roman Samarev)....Pages 491-500 Quasi-Brain-Death EEG Diagnosis Based on Tensor Train Decomposition (Qipeng Chen, Longhao Yuan, Yao Miao, Qibin Zhao, Toshihisa Tanaka, Jianting Cao)....Pages 501-511 Automatic Seizure Detection Based on a Novel Multi-feature Fusion Method and EMD (Lei Du, Yuwei Zhang, Qingfang Meng, Hanyong Zhang, Yang Li)....Pages 512-521 Phenomenology of Visual One-Shot Learning: Affective and Cognitive Components of Insight in Morphed Gradual Change Hidden Figures (Tetsuo Ishikawa, Mayumi Toshima, Ken Mogi)....Pages 522-530 Protein Tertiary Structure Prediction Based on Multiscale Recurrence Quantification Analysis and Horizontal Visibility Graph (Hui Jiang, Anjie Zhang, Zaiguo Zhang, Qingfang Meng, Yang Li)....Pages 531-539 Classification of Schizophrenia Patients and Healthy Controls Using ICA of Complex-Valued fMRI Data and Convolutional Neural Networks (Yue Qiu, Qiu-Hua Lin, Li-Dan Kuang, Wen-Da Zhao, Xiao-Feng Gong, Fengyu Cong et al.)....Pages 540-547 A Novel Prediction Method of ATP Binding Residues from Protein Primary Sequence (Chuyi Song, Guixia Liu, Jiazhi Song, Jingqing Jiang)....Pages 548-555 A Novel Memristor-CMOS Hybrid Full-Adder and Its Application (Hui Yang, Shukai Duan, Lidan Wang)....Pages 556-564 Using Coupled Multilinear Rank-(L, L, 1) Block Term Decomposition in Multi-Static-Multi-Pulse MIMO Radar to Localize Targets (Jia-Xing Yang, Xiao-Feng Gong, Hui Li, You-Gen Xu, Zhi-Wen Liu)....Pages 565-574 Canonical Polyadic Decomposition with Constant Modulus Constraint: Application to Polarization Sensitive Array Processing (Jin-Wei Yang, Xiao-Feng Gong, Lu-Ming Wang, Qiu-Hua Lin)....Pages 575-584 Wideband Direction Finding via Spatial Decimation and Coupled Canonical Polyadic Decomposition (Gui-Chen Yu, Xiao-Feng Gong, Jia-Cheng Jiang, Zhi-Wen Liu, You-Gen Xu)....Pages 585-594 Neural Network Methods of HIFU-Therapy Control by Infrared Thermography and Ultrasound Thermometry (Andrey Yukhnev, Dmitriy Tarkhov, Yakov Gataulin, Yana Ivanova, Alexander Berkovich)....Pages 595-602 An Improved Memristor-Based Associative Memory Circuit for Full-Function Pavlov Experiment (Mengzhe Zhou, Lidan Wang, Shukai Duan)....Pages 603-610 Back Matter ....Pages 611-615