Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery: Volume 1

Description

This book discusses the recent advances in natural computation, fuzzy systems and knowledge discovery. Presenting selected, peer-reviewed papers from the 15th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2019), held in Kunming, China, from 20 to 22 July 2019, it is a useful resource for researchers, including professors and graduate students, as well as R&D staff in industry. Front Matter ....Pages i-xxiv Front Matter ....Pages 1-1 Optimizing Convolutional Neural Network Architecture Using a Self-adaptive Harmony Search Algorithm (Yin-Fu Huang, Jung-Sheng Liu)....Pages 3-12 Global Features of Fused Frame Relationships Help Video Classification (MengYao Kong, Pin Lv)....Pages 13-20 A Comparison and Strategy of Semantic Segmentation on Remote Sensing Images (Junxing Hu, Ling Li, Yijun Lin, Fengge Wu, Junsuo Zhao)....Pages 21-29 Att-ConvLSTM: PM2.5 Prediction Model and Application (Zhe Xu, Yi Lv)....Pages 30-40 SAR Ship Detection Method Based on Convolutional Neural Network and Multi-layer Feature Fusion (Bangzheng Yue, Wenda Zhao, Song Han)....Pages 41-53 Deep Learning Training Management Platform Based on Distributed Technologies in Resource-Constrained Scenarios (Jie Li, Guoteng Wang, Changsheng Zhang, Bin Zhang)....Pages 54-62 A Deep Learning Based Reasoner for Global Consistency in Named Entity Recognition (Xiaoxiao Yin, Ruifang Liu, Daqi Zheng, Zhengdong Lu)....Pages 63-71 Multi-level Feature Combination in Dialogue State Tracking (Yang Zheng, Ruifang Liu, Sheng Gao)....Pages 72-80 Unmanned Aerial Vehicles Path Planning Based on Deep Reinforcement Learning (Guoqiu Wang, Xuanyu Zheng, Haitong Zhao, Qidong Zhao, Changsheng Zhang, Bin Zhang)....Pages 81-88 Apple Freshness Recognition Technology Based on Gas Sensors (Wei Wang, Zhihui Guo, Maozhen Li, Yungang Liu)....Pages 89-104 A Review of the Theory and Method for New Developed Feedforward Neural Networks (Daiyuan Zhang)....Pages 105-112 Awareness Learning for Balancing Performance and Diversity in Neural Network Ensembles (Yong Liu)....Pages 113-120 Front Matter ....Pages 121-121 A Model and an Algorithm for Empty Car Distribution in Railway Transportation (Lanfen Liu, Xinfeng Yang)....Pages 123-131 Levelized Cost of Energy Optimization Method for the Dish Solar Thermal Power Generation System (Genye Dang, Hongsheng Su, Biao Yue)....Pages 132-140 A Novel Ant Colony Optimization Algorithm with Dynamic Control Population for Community Detecting (Jianjun Chen, Shupeng Gao, Zhen Su, Siqi Chen, Xianghua Li)....Pages 141-148 A Hybrid Bat Algorithm Based on Combined Semantic Measures for Word Sense Disambiguation (Xu Ying, Aws Hamed Hamad)....Pages 149-157 A Multi-objective Optimization Algorithm Based on Monarch Butterfly Optimization (Rui Hu, Jian Gao, Rong Chen, Jiahao Jiang)....Pages 158-167 An Improved Quantum Genetic Algorithm Based on Population Partition and Dynamic Probability Amplitude (Cheng Yao Shi, Zhao Cheng Xuan, Chao Yang, Yong Fei Yang)....Pages 168-177 Front Matter ....Pages 179-179 Sink Location Privacy Protection Algorithm Based on Tangential Path in WSN (Leqiang Bai, Hongshu Zhu)....Pages 181-188 Study on the Energy Dissipation of Two Lane Traffic Flow with Lane Reduction (Li-Si Jia, Wei Pan)....Pages 189-196 Chaos and Quasi-period in Erbium-Doped Fiber Laser (Senlin Yan)....Pages 197-205 Global Stability for a Coupled System of Fractional-Order Differential Equations with Discontinuous Terms on Network (Yang Gao)....Pages 206-213 Optimal Identification of Multiple Diffusion Sources in Complex Networks with Partial Observations (Xiang Li, Xiaojie Wang, Chengli Zhao, Xue Zhang, Dongyun Yi)....Pages 214-223 Exact Solutions for \((2+1)\)–Dimensional Nonlinear Schrödinger Schrodinger Equation Based on Modified Extended tanh Method (Mei Xiong, Longwei Chen, Chaochao Li, Juan Wang)....Pages 224-231 Front Matter ....Pages 233-233 Extraction of Basic-Level Categories Using Dendrogram and Multidendrogram (Mariusz Mulka, Wojciech Lorkiewicz, Radosław P. Katarzyniak)....Pages 235-243 Compressed Sensing of Complex Reflections Using Range-Azimuth Dictionary in a Bionic Sonar System (Changsheng Yang, Junxiong Wang, Hong Liang, Herbert Peremans)....Pages 244-251 Relationships Between Dilemma Strength and Fixation Properties in Coevolutionary Games (Hendrik Richter)....Pages 252-259 Future Linear Matrix Equation of Generalized Sylvester Type Solved by Zeroing Neural Dynamics and 5-Instant ZeaD Formula (Liangjie Ming, Nini Shi, Yang Shi, Yunong Zhang)....Pages 260-270 A Heuristic Scout Search Mechanism for Artificial Bee Colony Algorithm (Ying Wu, Jian Xu, Changsheng Zhang)....Pages 271-278 Correlation Filter Tracking Algorithm Based on Spatio-Temporal Context (Jin Die, Na Li, Ying Liu, Yangyang Wu)....Pages 279-289 Anti-occlusion Video Target Tracking Based on Double Threshold Judgment (Ying Zhang, Fang-cang Du, Ke Xu)....Pages 290-296 Front Matter ....Pages 297-297 Research on the Modern Power Grid Planning Method Based on the Nature and Characteristic of Power Network Planning (Ping Zhang, Jingbo Liu, Zhijun Wang)....Pages 299-306 Capsule Recurrent Neural Network with Weight Update Using Dynamic Routing by Agreement: A Unified Model for Action Recognition in Videos (Keyang Cheng, Lubamba Kasangu Eric, Rabia Tahir, Maozhen Li)....Pages 307-316 A High-Dimensional and Multi-granularity Feature Selection Method Based on CNN and RF (Yinghong Sun, Lei Liu, Sheng Chen, Liangwen Hou)....Pages 317-325 Structural Nonlinear Damage Detection Based on Time Series Model and Probability Theory (Huiyong Guo, Feng Zhang, Jinjun Cheng)....Pages 326-332 Automatic Bug Priority Prediction Using DNN Based Regression (Wei Zhang, Chris Challis)....Pages 333-340 Front Matter ....Pages 341-341 Target Cropping: A New Data Augmentation Method of Fine-Grained Image Classification (JunFeng Lu, MingXue Liao)....Pages 343-351 UAV Remote Sensing Image Stitching (Hui Wu, Jun Chen)....Pages 352-360 Towards Data-Driven Automatic Video Editing (Sergey Podlesnyy)....Pages 361-368 A Deep Speaker Embedding Transfer Method for Speaker Verification (Kai Zhou, Qun Yang, Xiusong Sun, Shaohan Liu)....Pages 369-376 A Deep Neural Network Model for Music Genre Recognition (M. Suero, C. P. Gassen, D. Mitic, N. Xiong, M. Leon)....Pages 377-384 A Spatial Fusion Scheme of Multi-focus Image Combining SVM-Based Classification and PCA-Based Weight (Yikun Yang, Qian Jiang, Shaowen Yao, Gang Xue, Liwen Wu, Xin Jin)....Pages 385-398 An Improved K-SVD Algorithm and Its Application for Image Denoising (Chunman Yan, Di Zhang, Youfei Hao, Jiahui Chen)....Pages 399-405 Front Matter ....Pages 407-407 Road Boundary Detection Using Ant Colony Optimization Algorithm (Tim Andersson, August Kihlberg, Anton Sundström, Ning Xiong)....Pages 409-416 Sharpening the Pan-Multispectral GF-1 Camera Imagery Using the Gram-Schmidt Approach: The Different Select Methods for Low Resolution Pan in Comparison (Qingsheng Liu)....Pages 417-424 Detection of Vegetation Patch Growth by Absorption Feature Analysis on Tasseled Cap Brightness of Transects from Landsat 7 ETM+ Images (Qingsheng Liu)....Pages 425-432 X-Architecture Steiner Minimal Tree Construction Based on Discrete Differential Evolution (Hailin Wu, Saijuan Xu, Zhen Zhuang, Genggeng Liu)....Pages 433-442 Detection Models Study of Chlorophyll in Winter Wheat’s Leaves by Reflectance Spectra and Artificial Neural Networks (Zhenhong Rao, Li Zhang, Xue Liang)....Pages 443-451 Forecasting Tourist Arrivals in China Based on Seasonal Decomposition and LSSVR Model (Gang Xie, Jian Zhang, Boyu Yang, Shouyang Wang)....Pages 452-459 Techno-Economic Design and Optimal Operation of Active Radial Active Distribution Network Using Online Optimizer: Real Case Study in Sohag, Egypt (M. B. Shafik, G. I. Rashed, Hongkun Chen, M. R. Elkadeem, Shaorong Wang)....Pages 460-471 Artificial Honey Bee Swarm Intelligence for the Autograding of EBN (Weng Kin Lai, Jack En Gan, Pui Mun Koh)....Pages 472-480 Predicting Potential Years of Most Costly War Involving USA via ASF Approach (Yunong Zhang, Guanqun Yang, Ruifeng Wang, Liangjie Ming)....Pages 481-490 Guidance Instrumentation Systematic Error Separation Method Based on Particle Swarm Optimization (Zhen-xing Li, Zhao-gang Wang, Dong Li)....Pages 491-497 Assessment of Global Left Ventricle Deformation Using Recursive Spherical Harmonics (Malika Jallouli, Wafa Belhadj Khalifa, Anouar Ben Mabrouk, Mohamed Ali Mahjoub)....Pages 498-505 A Hybrid Swarm Intelligence-Based Algorithm for Finding Minimum Positive Influence Dominating Sets (Geng Lin, Jinyan Luo, Haiping Xu, Meiqin Xu)....Pages 506-511 Limit Cycles Analysis in a Fifth-Order Vector Field with Asymmetric Perturbation Terms (Yanjie Wang, Lijun Hong, Xiaochun Hong)....Pages 512-521 Exploring Optimal Model for Machine Learning by Differential Evolution (Yi-Chuan Chiu, Yung-Tsan Jou, Hsing-Hung Lin)....Pages 522-530 Power Transformer Fault Diagnosis Based on Improved Bat Algorithms to Optimize RNN (Chun Yan, Meixuan Li, Wei Liu)....Pages 531-538 Architecture of Real-Time and Dynamic Audit for Network Behavior Security (Yan Zhang, Caiming Liu)....Pages 539-546 A Comparison of Extreme Gradient Boosting and Convolutional Neural Network-Long Short-Term Memory for Service Demand Forecasting (Manop Phankokkruad, Sirirat Wacharawichanant)....Pages 547-556 Bifurcation of Limit Cycles and Their Relations in Three Perturbed Integrable Systems (Lijun Hong, Wenyue Fu, Xiaochun Hong)....Pages 557-568 Modeling of Information Diffusion in Sina Weibo Based on Random Forest Classifier and SIR Model (Zhang Jianyi, He Ping, Ken K. T. Tsang, Deng Yuhui)....Pages 569-576 Automatic Segmentation of Visible Epicardium Using Deep Learning in CT Image (Ziyu Zhao, Yutaro Iwmoto, Yuji Tezuka, Hiroki Okada, Kiyosumi Maeda, Atsuyuki Wada et al.)....Pages 577-584 Semi-automatic Cephalometric Landmark Detection on X-ray Images Using Deep Learning Method (Yu Song, Xu Qiao, Yutaro Iwmoto, Yen-Wei Chen)....Pages 585-592 Robust Hand Gesture Recognition Using Multimodal Deep Learning for Touchless Visualization of 3D Medical Images (Kotaro Furusawa, Jiaqing Liu, Seiju Tsujinaga, Tomoko Tateyama, Yutaro Iwamoto, Yen-Wei Chen)....Pages 593-600 Tensor-Based Subspace Learning for Classification of Focal Liver Lesions in Multi-phase CT Images (Jian Song, Sihang Zhu, Lanfen Lin, Hongjie Hu, Yen-Wei Chen)....Pages 601-608 Analysis of Time Series Anomalies Using Causal InfoGAN and Its Application to Biological Data (Takaya Ueda, Masataka Seo, Yukako Tohsato, Ikuko Nishikawa)....Pages 609-617 Characterizing Phenotype Abnormality by Variational Auto Encoder (Yuki Kimura, Takaya Ueda, Seo Masataka, Yukako Tohsato, Ikuko Nishikawa)....Pages 618-626 Diversity Preservation in Genetic Algorithm by Lifespan Control (Yu Yamane, Masataka Seo, Ikuko Nishikawa)....Pages 627-635 Detection of Toothbrush Hair Loss Based on Machine Vision (Nengsheng Bao, Haitao Fang)....Pages 636-642 Analysis of the Influencing Factors of the Artificial Intelligence Judicial Referee System (Deqiang Chen)....Pages 643-650 An Application of Artificial Intelligence Technique in Horizontal Crustal Stress Measurement (Shike Zhang, Yuan Yuan, Dewei Fu)....Pages 651-659 Short-Term Bus Passenger Flow Forecast Based on the Multi-feature Gradient Boosting Decision Tree (Zixian Xu, Rui Zhu, Qiyue Yang, Lixia Wang, Runfang Wang, Tong Li)....Pages 660-673 Front Matter ....Pages 675-675 One Pattern Recognition Algorithm Based on Centroids of Fuzzy Hyper-Pyramid Numbers (Yifeng Xu, Guixiang Wang, Chenjie Shen)....Pages 677-685 Approximation of Fuzzy Numbers by Using \(\alpha \)-\(\beta \)-knots Piecewise Linear Fuzzy Numbers (Chenjie Shen, Guixiang Wang, Yifeng Xu)....Pages 686-694 The Lattice of Interval Valued Open image in new window-fuzzy Filters in a Given MTL-algebra (Chunhui Liu)....Pages 695-703 A Ranking Model for Intuitionistic Fuzzy Preference Relation Under Uncertainty for Targeted Poverty (Dongxu Yu, Sidong Xian)....Pages 704-711 A New Distance Measure Between Atanassov’s Intuitionistic Fuzzy Sets Based on Mapping (Fang Su, Jing Li, Dongxuan Xiao, Chengrui Duan)....Pages 712-726 A Constraint Framework for Uncertain Spatiotemporal Data in RDF Graphs (Jinyao Wang, Xiaofeng Di, Jiemin Liu, Luyi Bai)....Pages 727-735 The Probability of Dual Hesitant Fuzzy Event and Its Applications to Bayesian Network Inferences (Xiu Jiu Yuan, Xue Jun Zhao, Jiang Li, Lin Huang)....Pages 736-755 Order Relations Between Interval Numbers (Haohao Li)....Pages 756-763 Some New Distance Measures for Generalized Hesitant Fuzzy Sets (Chen Bin)....Pages 764-770 Determination of Multiple q Values for Tsallis-Entropy-Maximized-FCM (Makoto Yasuda)....Pages 771-780 Very True Operators on Quasi-pseudo-MV Algebras (Guoqing Yang, Wenjuan Chen, Anran Chen)....Pages 781-790 The Analysis of the Fuzzy Solution to Fully Fuzzy Linear Systems in Two Perturbation Situations (Kun Liu, Wei-peng Li, Yong-ling Li, Hong-ying Duan)....Pages 791-799 A Novel Approach to Hesitant Fuzzy Soft Set Based Decision Making (Yanping He)....Pages 800-808 A Novel Probability Evaluation Method Based on Fuzzy Fault Dependent Matrix (Haiyong Dong, Zhengjun Zhai, Qingfan Gu, Yanhong Lu, Guoqing Wang, Miao Wang)....Pages 809-817 A Multi-attribute Decision Making Method Based on Interval Pythagorean Fuzzy Language and the PROMETHEE Method (Wenyu Zhang, Yuting Zhu, Danshu Wang, Songmin Zhao, Dadi Dong)....Pages 818-826 A Multi-criterion Group Decision Making Method: CRITIC-WASPAS Based on Trapezoidal Intuitionistic Fuzzy Numbers (Wenyu Zhang, Songmin Zhao, Dadi Dong, Yuting Zhu, Danshu Wang)....Pages 827-835 An Interval Intuitionistic Fuzzy VIKOR Evaluation Method Based on Unknown Weight (Wenyu Zhang, Dadi Dong, Songmin Zhao, Yuting Zhu, Danshu Wang)....Pages 836-844 Front Matter ....Pages 845-845 The Residual Power Series Method for Solving the Fractional Fuzzy Delay Differential Equation (Qiujuan Tong, Yongzhen Zang, Jianke Zhang)....Pages 847-855 Credibility Assessment of Simulation Models Using Hesitant Cloud Linguistic Term Sets (Xiaojun Yang, Zhongfu Xu, Chuan Shi, Hao Lei, Changwei Yan)....Pages 856-863 Fuzzy Entropy Clustering Image Segmentation Algorithm Based on Potential Two-Dimensional Histogram (Changxing Li, Xiaolu Zhang, Liu Lei)....Pages 864-872 Front Matter ....Pages 873-873 Kernel Circulant Object Tracking Based on Illumination Invariant Features (Zhenhai Wang, Bo Xu, Xing Zhang)....Pages 875-882 Hybrid Fuzzy CNN Network in the Problem of Medical Images Classification and Diagnostics (Yuriy Zaychenko, Galib Hamidov)....Pages 883-891 Front Matter ....Pages 893-893 The Assessment of Airline Service Performance with Dependent Evaluation Criteria by Generalized QFD and SAW Under Interval-Valued Fuzzy Environment (Yu-Jie Wang, Li-Jen Liu, Tzeu-Chen Han)....Pages 895-903 Construction of Multivariable Fuzzy Time Series Model Based on Multidimensional Information Distribution Technology (Ye Xue, Xiaoxiao Li, Hengchun Fu)....Pages 904-912 Research on Apple Yield Prediction Model (Zhijun Wang, Xican Li, Yucun Wang, Shuhan Cheng)....Pages 913-920 A Probability Transition Matrix-Based Recommendation Algorithm for Bipartite Networks (Dongming Chen, Chang Liu, Xinyu Huang, Dongqi Wang, Jiarui Yan)....Pages 921-929 CDIA: A Feasible Community Detection Algorithm Based on Influential Nodes in Complex Networks (Xinyu Huang, Dongming Chen, Tao Ren, Dongqi Wang)....Pages 930-937 Context-Sensitive Cross- and Auto-correlation Based Supervised Change Detection (Chao Li, Huiying Ru, Xudong Ru)....Pages 938-946 Front Matter ....Pages 947-947 Cultural Ranking of Countries Using the Analytic Hierarchy Process Methodology (Jinling Li, Yuying Yang, Thomas L. Saaty, Haixiang Guo)....Pages 949-963 Sustainable Performance Evaluation of Urban Mobility Projects Using Multicriteria Group Decision Making Approach (Santoso Wibowo, Srimannarayana Grandhi)....Pages 964-971 Front Matter ....Pages 973-973 A Parallel Fuzzy Method to Reduce Mixed Gaussian-Impulsive Noise in CT Medical Images (Josep Arnal, Juan B. Pérez, Vicente Vidal)....Pages 975-982 Structural Parameters Optimization and Grey Relational Analysis in Honeycomb Spiral Heat Exchangers (Zhengfang Wang, Pengfei Han, Jia Wang, Wenjian Yu, Ming Li)....Pages 983-990 Interval Valued Generalised Fuzzy Soft Expert Set and Its Application (Chen Bin)....Pages 991-999 Back Matter ....Pages 1001-1004