Table Of ContentAdvances 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
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of these paradigms, social intelligence, ambient intelligence, computational neuro-
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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
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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
