Advances in Harmony Search, Soft Computing and Applications PDF
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Advances in Intelligent Systems and Computing 1063 Joong Hoon Kim · Zong Woo Geem · Donghwi Jung · Do Guen Yoo · Anupam Yadav Editors Advances in Harmony Search, Soft Computing and Applications Advances in Intelligent Systems and Computing Volume 1063 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Nikhil R. Pal, Indian Statistical Institute, Kolkata, India Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science and Electronic Engineering, University of Essex, Colchester, UK László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro, Rio de Janeiro, Brazil Ngoc Thanh Nguyen , Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong Theseries“AdvancesinIntelligentSystemsandComputing”containspublications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing.Virtuallyalldisciplinessuchasengineering,naturalsciences,computer and information science, ICT, economics, business, e-commerce, environment, healthcare,lifesciencearecovered.Thelistoftopicsspansalltheareasofmodern intelligentsystemsandcomputingsuchas:computationalintelligence,softcomput- ingincludingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms,machineethics,intelligentdataanalysis,knowledgemanagement,intelligent agents, intelligent decision making and support, intelligent network security, trust management,interactiveentertainment,Webintelligenceandmultimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink ** More information about this series at http://www.springer.com/series/11156 Joong Hoon Kim Zong Woo Geem (cid:129) (cid:129) Donghwi Jung Do Guen Yoo Anupam Yadav (cid:129) (cid:129) Editors Advances in Harmony Search, Soft Computing and Applications 123 Editors JoongHoonKim ZongWoo Geem Schoolof Civil, Environmental Department ofEnergy IT andArchitectural Engineering Gachon University Korea University Seongnam,Kwangju-jikhalsi Seoul, Korea (Republicof) Korea (Republicof) DonghwiJung DoGuen Yoo Keimyung University Department ofCivil Engineering Daegu,Korea (Republic of) Suwon University Gyeonggi-do,Korea (Republic of) Anupam Yadav Department ofMathematics Dr. BRAmbedkar National Institute of Technology Jalandhar, India ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-030-31966-3 ISBN978-3-030-31967-0 (eBook) https://doi.org/10.1007/978-3-030-31967-0 ©SpringerNatureSwitzerlandAG2020 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained hereinorforanyerrorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregard tojurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface It is a matter of pride that 5th International Conference on Harmony Search, Soft Computing and Applications (ICHSA 2019) was organized at Kunming, China, during July 20–22, 2019. ICHSA Conference has a glorious history; the earlier editions of the conference were organized at South Korea, Spain and India. This fifth edition of ICHSA were organized in a joint meeting of 15th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2019) along with the ICHSA community. The first and the second meetings of the conferences were held at Korea University, South Korea, third meeting of ICHSA was held at Bilbao, Spain, and the fourth meeting was held at BML Munjal University, Gurugram, India. This book is an outcome of the papers presented at ICHSA 2019. In this book, a collection of good articles have been edited on various topics related to harmony search and soft computing techniques. The balance of swarm intelligence, evolutionary algorithms and their various real-life applications are compiledtoprovidetheconsolidatedstate-of-the-artstatusofresearchgoinginthis area. A deep discussion on neural networks is presented for the forecasting, image processing and its other applications. Few articles are presented to address the current challenges in water resource systems and their solutions using soft computing techniques. A similar study is included in seismic events and the earthquake engineering solutions. Some recent advances in harmony search algorithm are added for the researchers working on this. The suitability of soft computing techniques in big data, crowd evacuation strategies, adaptive learning system, economic impact analysis, cyber-attack detection, urban drainage system, water management model, feature selection and inventory systems is presented in this book. In conclusion, the edited book comprises papers on diverse aspects of soft computing techniques such as nature-inspired optimization algorithms, metaheuristics and their application in areas, such as water resources, urban v vi Preface drainage systems and robotics, pattern recognition, forecasting models and optimization of complex real-life as well as test problems. There are theoretical aspects of the topics mentioned here along with the empirical studies. July 2019 Joong Hoon Kim Zong Woo Geem Donghwi Jung Do Guen Yoo Anupam Yadav Contents Improved Gray-Neural Network Integrated Forecasting Model Applied in Complex Forecast . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 Geyu Huang, Zhiming Zhang, and Jun Zhang Design of AGV Positioning Navigation Control System Based on Vision and RFID. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Jianze Liu, Yan Wang, Jun Sheng, Yangcheng Zhang, Jialin Qi, and LongQi Yu Improved Image Retrieval Algorithm of GoogLeNet Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 25 Jun Zhang, Yong Li, and Zixian Zeng A Review of Face Anti-spoofing and Its Applications in China . . . . . . . 35 Bizhu Wu, Meng Pan, and Yonghe Zhang An Event Based Detection of Internal Threat to Information System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 44 Zheng Li and Kun Liu Loop Closure Detection for Visual SLAM Using Simplified Convolution Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54 Bingbing Xu, Jinfu Yang, Mingai Li, Suishuo Wu, and Yi Shan Development of Optimal Pump Operation Method for Urban Drainage Systems. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63 YoonKwonHwang,SoonHoKwon,EuiHoonLee,andJoongHoonKim Parameter Estimation of Storm Water Management Model with Sewer Level Data in Urban Watershed . . . . . . . . . . . . . . . . . . . . . 70 Oseong Lim, Young Hwan Choi, Do Guen Yoo, and Joong Hoon Kim Multiobjective Parameter Calibration of a Hydrological Model Using Harmony Search Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76 SoonHoKwon,YoungHwanChoi,DonghwiJung,andJoongHoonKim vii viii Contents Application of Artificial Neural Network for Cyber-Attack Detection in Water Distribution Systems as Cyber Physical Systems. . . . . . . . . . . 82 Kyoung Won Min, Young Hwan Choi, Abobakr Khalil Al-Shamiri, and Joong Hoon Kim Multi-objective Jaya Algorithm for Solving Constrained Multi-objective Optimization Problems . . . . . . . . . . . . . . . . . . . . . . . . . 89 Y. Ramu Naidu, A. K. Ojha, and V. Susheela Devi DSP-Based Implementation of a Real-Time Sound Field Visualization System Using SONAH Algorithm . . . . . . . . . . . . . . . . . . . 99 Zhe Zhang, Ming Wu, and Jun Yang The Economic Impact Analysis of the 1994 Northridge Earthquake by Deep Learning Tools . . . . . . . . . . . . . . . . . . . . . . . . . . . 111 Zhengru Tao, Lu Han, and Kai Bai SWT-ARMA Modeling of Shenzhen A-Share Highest Composite Stock Price Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 Jingyi Wu The Application of Text Categorization Technology in Adaptive Learning System for Interpretation of Figures. . . . . . . . . . . . . . . . . . . . 130 Weibo Huang, Zhenpeng He, and Xiaodan Li A Method for Extracting and Simplifying the Stray Capacitance Matrix of the Dry-Type Smoothing Reactor. . . . . . . . . . . . . . . . . . . . . . 139 Tingting Li, Shaoyan Gong, Feng Ji, Chong Gao, and Jianhui Zhou Coordinated, Efficient and Optimized Crowd Evacuation in Urban Complexes. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 148 Huabin Feng, Shiyang Qiu, Peng Xu, Shuaifei Song, Wei Zheng, and Hengchang Liu The Application of Big Data to Improve Pronunciation and Intonation Evaluation in Foreign Language Learning. . . . . . . . . . . 160 Jin-Wei Dong, Yan-Jun Liao, Xiao-Dan Li, and Wei-bo Huang Serviceability Assessment Model Based on Pressure Driven Analysis for Water Distribution Networks Under Seismic Events . . . . . 169 Do Guen Yoo, Chan Wook Lee, Seong Hyun Lim, and Hyeong Suk Kim Research on an Evaluation of the Work Suitability in the New First-Tier Cities . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 Li Ma, Shi Liu, Longhai Ai, and Yang Sun Optimal Path Planning in Environments with Static Obstacles by Harmony Search Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 186 Eva Tuba, Ivana Strumberger, Nebojsa Bacanin, and Milan Tuba Contents ix Online Feature Selection via Deep Reconstruction Network. . . . . . . . . . 194 Johan Holmberg and Ning Xiong 4-Rule Harmony Search Algorithm for Solving Computationally Expensive Optimization Test Problems . . . . . . . . . . . . . . . . . . . . . . . . . 202 Ali Sadollah, Joong Hoon Kim, Young Hwan Choi, and Negar Karamoddin An Empirical Case Study for the Application of Agricultural Product Traceability System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 210 Yu Chuan Liu and Hong Mei Gao Study on the Coordinating Policy of Multi-echelon Inventory System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218 Tao Yang Remote Intelligent Support Architecture for Ground Equipment Control in Space Launch Sites . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 226 Litian Xiao, Mengyuan Li, Kewen Hou, Fei Wang, and Yuliang Li Correlation Analysis and Body-Weight Estimation of Yak Traits in Yushu Prefecture. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 235 Xiaofeng Qin, Yu-an Zhang, Meiyun Du, Rende Song, Chenzhang, and Zijie Sun The Macroeconomic Influence of China Futures Market: A GARCH-MIDAS Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244 Ruobing Liu, Jianhui Yang, and Chuanyang Ruan Author Index.. .... .... .... ..... .... .... .... .... .... ..... .... 253
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