Intelligent Systems and Applications: Proceedings of the 2020 Intelligent Systems Conference (IntelliSys) Volume 3

773 Pages·2021·88.595 MB·English

by  Kohei Arai, Supriya Kapoor, Rahul Bhatia

Advances in Intelligent Systems and Computing 1252
Kohei Arai
Supriya Kapoor
Rahul Bhatia   Editors
Intelligent
Systems and
Applications
Proceedings of the 2020 Intelligent
Systems Conference (IntelliSys)
Volume 3
Advances in Intelligent Systems and Computing
Volume 1252
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
Kohei Arai Supriya Kapoor
(cid:129) (cid:129)
Rahul Bhatia
Editors
Intelligent Systems
and Applications
Proceedings of the 2020 Intelligent Systems
Conference (IntelliSys) Volume 3
123
Editors
KoheiArai SupriyaKapoor
SagaUniversity TheScience andInformation
Saga,Japan (SAI) Organization
Bradford, West Yorkshire, UK
RahulBhatia
TheScience andInformation
(SAI) Organization
Bradford, West Yorkshire, UK
ISSN 2194-5357 ISSN 2194-5365 (electronic)
Advances in Intelligent Systems andComputing
ISBN978-3-030-55189-6 ISBN978-3-030-55190-2 (eBook)
https://doi.org/10.1007/978-3-030-55190-2
©SpringerNatureSwitzerlandAG2021
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
’
Editor s Preface
This book contains the scientific contributions included in the program of the
IntelligentSystemsConference(IntelliSys)2020,whichwasheldduringSeptember
3–4, 2020, as a virtual conference. The Intelligent Systems Conference is a pres-
tigious annual conference on areas of intelligent systems and artificial intelligence
and their applications to the real world.
This conference not only presented state-of-the-art methods and valuable
experience from researchers in the related research areas, but also provided the
audience with a vision of further development in the fields. We have gathered a
multi-disciplinarygroupofcontributionsfrombothresearchandpracticetodiscuss
the ways how intelligent systems are today architectured, modeled, constructed,
testedandappliedinvariousdomains.Theaimwastofurtherincreasethebodyof
knowledgeinthisspecificareabyprovidingaforumtoexchangeideasanddiscuss
results.
TheprogramcommitteeofIntelliSys2020represented25countries,andauthors
submitted 545 papers from 50+ countries. This certainly attests to the widespread,
international importance of the theme of the conference. Each paper was reviewed
on the basis of originality, novelty and rigorousness. After the reviews, 214 were
acceptedforpresentation,outofwhich177papersarefinallybeingpublishedinthe
proceedings.
The conference would truly not function without the contributions and support
received from authors, participants, keynote speakers, program committee mem-
bers, session chairs, organizing committee members, steering committee members
and others in their various roles. Their valuable support, suggestions, dedicated
commitment andhardworkhave made theIntelliSys2020successful. Wewarmly
thank andgreatlyappreciate thecontributions, andwekindlyinvite all tocontinue
to contribute to future IntelliSys conferences.
v
vi Editor’sPreface
IthasbeenagreathonortoserveastheGeneralChairfortheIntelliSys2020and
toworkwiththeconference team.Webelievethiseventwillcertainlyhelpfurther
disseminate new ideas and inspire more international collaborations.
Kind Regards,
Kohei Arai
Conference Chair
Contents
Multimodal Affective Computing Based on Weighted Linear Fusion. . . 1
Ke Jin, Yiming Wang, and Cheng Wu
Sociophysics Approach of Simulation of Mass Media Effects
in Society Using New Opinion Dynamics . . . . . . . . . . . . . . . . . . . . . . . . 13
Akira Ishii and Nozomi Okano
ORTIA: An Algorithm to Improve Quality of Experience
in HTTP Adaptive Bitrate Streaming Sessions. . . . . . . . . . . . . . . . . . . . 29
Usman Sharif, Adnan N. Qureshi, and Seemal Afza
Methods and Means for Analyzing Heat-Loss in Buildings
for Increasing Their Energy Efficiency. . . . . . . . . . . . . . . . . . . . . . . . . . 45
Veneta Yosifova
The Energy Conservation and Consumption in Wireless Sensor
Networks Based on Energy Efficiency Clustering
Routing Protocol . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55
Gaudence Stanslaus Tesha and Muhamed Amanul
Intelligent Control of Traffic Flows Under Conditions
of Incomplete Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73
Elena Sofronova and Askhat Diveev
Virtual Dog . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 88
José Luis Pastrana-Brincones
Context-Aware Transfer of Task-Based IoT Service Settings. . . . . . . . . 96
Michael Zipperle, Achim Karduck, and In-Young Ko
Agent-Based Architectural Models of Supply Chain Management
in Digital Ecosystems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 115
Alexander Suleykin and Natalya Bakhtadze
vii
viii Contents
A Deep Insight into Signature Verification Using Deep
Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128
Umair Muneer Butt, Fatima Masood, Zaib unnisa, Shahid Razzaq,
Zaheer Dar, Samreen Azhar, Irfan Abbas, and Munib Ahmad
Measures to Ensure the Reliability of the Functioning
of Information Systems in Respect to State and Critically
Important Information Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 139
Askar Boranbayev, Seilkhan Boranbayev, and Askar Nurbekov
IoTManager: Concerns-Based SDN Management Framework
for IoT Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 153
Radwa Hamed, Mohamed Rizk, and Bassem Mokhtar
JomImage: Weight Control with Mobile SnapFudo. . . . . . . . . . . . . . . . 168
Viva Vivilyana, P. S. JosephNg, A. S. Shibghatullah, and H. C. Eaw
Smart Assist System for Driver Safety . . . . . . . . . . . . . . . . . . . . . . . . . . 181
Etee Kawna Roy and Shubhalaxmi Kher
On the Applicability of 2D Local Binary Patterns for Identifying
Electrical Appliances in Non-intrusive Load Monitoring . . . . . . . . . . . . 188
Yassine Himeur, Abdullah Alsalemi, Faycal Bensaali, Abbes Amira,
Christos Sardianos, Iraklis Varlamis, and George Dimitrakopoulos
Management of Compressed Air to Reduce Energy Consumption
Using Intelligent Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 206
Mohamad Thabet, David Sanders, Malik Haddad, Nils Bausch,
Giles Tewkesbury, Victor Becarra, Tom Barker, and Jake Piner
Multi-platform Mission Planning Based on Distributed
Planning Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218
Yang Guo and Shao-chi Cheng
Development of Artificial Intelligence Based Module
to Industrial Network Protection System . . . . . . . . . . . . . . . . . . . . . . . . 229
Filip Holik, Petr Dolezel, Jan Merta, and Dominik Stursa
Learning and Cognition in Financial Markets: A Paradigm Shift
for Agent-Based Models. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 241
Johann Lussange, Alexis Belianin, Sacha Bourgeois-Gironde,
and Boris Gutkin
Agent-Based Simulation for Testing Vehicle-On-Demand Services
in Rural Areas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 256
Marius Becherer and Achim Karduck
Overcrowding Detection Based on Crowd-Gathering Pattern Model . . . 270
Liu Bai, Chen Wu, and Yiming Wang
Contents ix
Multi-person Spatial Interaction in a Large Immersive Display
Using Smartphones as Touchpads . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285
Gyanendra Sharma and Richard J. Radke
Predicting Vehicle Passenger Stress Based
on Sensory Measurements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 303
Dario Niermann and Andreas Lüdtke
Infinite Mixtures of Gaussian Process Experts with Latent
Variables and its Application to Terminal Location Estimation
from Multiple-Sensor Values . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315
Ryo Hanafusa, Jiro Ebara, and Takeshi Okadome
Flying Sensor Network Optimization Using Bee Intelligence
for Internet of Things. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 331
Abdu Salam, Qaisar Javaid, Gohar Ali, Fahad Ahmad, Masood Ahmad,
and Ishtiaq Wahid
A Quantum Model for Decision Support in a Sensor Network . . . . . . . 340
Shahram Payandeh
Design and Implementation of a Flexible Platform for Remote
Monitoring of Environmental Variables. . . . . . . . . . . . . . . . . . . . . . . . . 353
Francisco de Izaguirre, Maite Gil, Marco Rolón, Nicolás Pérez,
and Pablo Monzón
Adaptable Embedding Algorithm to Secure Stream Data
in the Wireless Sensor Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 364
Mohammad Amanul Islam
Intelligent Monitoring Systemof Environmental Biovariables
in Poultry Farms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 386
GabrielaChiluisa-Velasco,JohanaLagla-Quinaluisa,DavidRivas-Lalaleo,
and Marcelo Alvarez-Veintimilla
Effect of Analysis Window and Feature Selection on Classification
of Hand Movements Using EMG Signal. . . . . . . . . . . . . . . . . . . . . . . . . 400
Asad Ullah, Sarwan Ali, Imdadullah Khan, Muhammad Asad Khan,
and Safiullah Faizullah
A Convolutional Neural Network Approach for Quantification
of Tremor Severity in Neurological Movement Disorders. . . . . . . . . . . . 416
Rajesh Ranjan, Braj Bhushan, Marimuthu Palaniswami, and Alok Verma
Brain MR Imaging Segmentation Using Convolutional Auto
Encoder Network for PET Attenuation Correction . . . . . . . . . . . . . . . . 430
Imene Mecheter, Abbes Amira, Maysam Abbod, and Habib Zaidi