Table Of ContentLecture Notes in Networks and Systems 248
Sheng-Lung Peng
Sun-Yuan Hsieh
Suseendran Gopalakrishnan
Balaganesh Duraisamy Editors
Intelligent
Computing
and Innovation
on Data Science
Proceedings of ICTIDS 2021
Lecture Notes in Networks and Systems
Volume 248
Series Editor
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,
Warsaw, Poland
Advisory Editors
Fernando Gomide, Department of Computer Engineering and Automation—DCA,
SchoolofElectricalandComputerEngineering—FEEC,UniversityofCampinas—
UNICAMP, São Paulo, Brazil
Okyay Kaynak, Department of Electrical and Electronic Engineering,
Bogazici University, Istanbul, Turkey
Derong Liu, Department of Electrical and Computer Engineering, University
of Illinois at Chicago, Chicago, USA
Institute of Automation, Chinese Academy of Sciences, Beijing, China
Witold Pedrycz, Department of Electrical and Computer Engineering,
University of Alberta, Alberta, Canada
Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland
Marios M. Polycarpou, Department of Electrical and Computer Engineering,
KIOSResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus,
Nicosia, Cyprus
Imre J. Rudas, Óbuda University, Budapest, Hungary
Jun Wang, Department of Computer Science, City University of Hong Kong,
Kowloon, Hong Kong
The series “Lecture Notes in Networks and Systems” publishes the latest
developmentsinNetworksandSystems—quickly,informallyandwithhighquality.
Originalresearchreportedin proceedings andpost-proceedings represents thecore
of LNNS.
VolumespublishedinLNNSembraceallaspectsandsubfieldsof,aswellasnew
challenges in, Networks and Systems.
The series contains proceedings and edited volumes in systems and networks,
spanning the areas of Cyber-Physical Systems, Autonomous Systems, Sensor
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Robotics,SocialSystems,EconomicSystemsandother.Ofparticularvaluetoboth
the contributors and the readership are the short publication timeframe and the
world-wide distribution and exposure which enable both a wide and rapid
dissemination of research output.
Theseriescoversthetheory,applications,andperspectivesonthestateoftheart
andfuturedevelopmentsrelevanttosystemsandnetworks,decisionmaking,control,
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AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience.
More information about this series at http://www.springer.com/series/15179
Sheng-Lung Peng Sun-Yuan Hsieh
(cid:129) (cid:129)
Suseendran Gopalakrishnan
(cid:129)
Balaganesh Duraisamy
Editors
Intelligent Computing
and Innovation on Data
Science
Proceedings of ICTIDS 2021
123
Editors
Sheng-LungPeng Sun-YuanHsieh
Creative Technologies andProductDesign Computer Science andInformation
National Taipei University of Business Engineering
Taipei, Taiwan National Cheng KungUniversity
Tainan City,Taiwan
Suseendran Gopalakrishnan
Department ofInformation Technology Balaganesh Duraisamy
VelsInstitute ofScience, Technology& Faculty of Computer Science
AdvancedStudies andMultimedia
Chennai, Tamil Nadu,India LincolnUniversity College
Petaling Jaya, Malaysia,Malaysia
ISSN 2367-3370 ISSN 2367-3389 (electronic)
Lecture Notesin Networks andSystems
ISBN978-981-16-3152-8 ISBN978-981-16-3153-5 (eBook)
https://doi.org/10.1007/978-981-16-3153-5
©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature
SingaporePteLtd.2021
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Organizing Committee and Key Members
Conference Committee Members
Patron
Datuk Dr. Hajjah Bibi Florina Abdullah, Pro Chancellor, Lincoln University
College, Malaysia
Honorary Chair
Prof. Amiya Bhaumik, Vice Chancellor and CEO, Lincoln University College,
Malaysia
Conference Advisors
Hafizah Che Hassan, Deputy Vice Chancellor (Academic), Lincoln University
College, Malaysia
Convenor
B. Duraisamy, Faculty of Computer Science and Multimedia, Lincoln University
College, Malaysia
v
vi OrganizingCommitteeandKeyMembers
Program Chair
K.B.Swamy,DirectorInternationalAffairs,LincolnUniversityCollege,Malaysia
Publication Chairs
Sheng-Lung Peng, Department of Creative Technologies and Product Design,
National Taipei University of Business, Taiwan
Souvik Pal, Department of Computer Science and Engineering, Global Institute of
Management and Technology, India
G. Suseendran, Department of Information Technology, School of Computing
Sciences, Vels Institute of Science, Technology & Advanced Studies (VISTAS),
Chennai, Tamil Nadu, India
B. Duraisamy, Dean, Faculty of Computer Science and Multimedia, Lincoln
University College, Malaysia
Ali Abdulbaqi Ameen, Faculty of Computer Science and Multimedia, Lincoln
University College, Malaysia
Midhun chakkaravarthy, Faculty of Computer Science and Multimedia, Lincoln
University College, Malaysia
Vivekanandam, Faculty of Computer Science and Multimedia, Lincoln University
College, Malaysia
Scientific Advisory Chair
D. Akila, Department of Information Technology, VISTAS, Chennai, India
International Advisory Board Members
Srinath Doss, Botho University, Botswana
Hanaa Hachimi, Associate Professor in Applied Mathematics and Computer
Science, Ibn Tofail University, Kenitra, Morocco
Anirban Das, University of Engineering and Management, India
Debashis De, Maulana Abul Kalam Azad University of Technology, India
Mario Jose Diván, National University of La Pampa, Argentina
Sanjeevikumar Padmanaban, Aalborg University, Denmark
K.Rohini,VELSInstituteofScience,TechnologyandAdvancedStudies,Chennai,
India
Dac-Nhuong Le, Haiphong University, Haiphong, Vietnam
OrganizingCommitteeandKeyMembers vii
Kusum Yadav, University of Hail, Kingdom of Saudi Arabia
Noor Zaman, Taylors University, Malaysia
Publicity Chairs
AshishMishra,GyanGangaInstituteofTechnologyandSciences,Jabalpur,India.
Dinesh Rajassekharan, Lincoln University College, Malaysia
Che Asma Noor Akma, Lincoln University College, Malaysia
Ali Akbary, Lincoln University College, Malaysia
Mohd Nabil Amin, Lincoln University College, Malaysia
Yahya-Imam Munir Kolapo, Lincoln University College, Malaysia
Osama Isaac, Lincoln University College, Malaysia
Mohammed Saleh Nusari, Lincoln University College, Malaysia
Technical Program Committee Members
B. Mahalaksmi, VELS Institute of Science, Technology & Advanced Studies
Chennai, India
T. Nagarathinam, MASS College of Arts and Science, Thanjavur, India
Divya Midhun Chakkaravarthy, Centre of Post Graduate Studies Lincoln
University College, Malaysia
S. Gopinathan, Department of Computer Science, University of Madras, Chennai,
India.
V. R. Elangovan, Department of Computer Science, A. M. Jain College, Chennai,
India.
R. Amutha, Tiruvalluvar University College Arts & Science, Tamilnadu, India
J. Deny, Kalasalingam Academy of Research and Education, Srivilliputtur, India
Sayed Ameeddnuddin Irfan, Universiti Teknologi Petronas, Malaysia
K. R. Karthikeyan, Caledonian College of Engineering, Sultanet of Oman
D. Senthil, Nazareth College of Arts and Science, Chennai, India
K. Kavitha, Mother Teresa University, India
Anand Paul, Kyungpook National University, South Korea
E. Ramaraj, Alagappa University, India
M. Thiyagaraj, Nazareth College of Arts and Science, India
T. Nathiya, New Prince Shri Bhvani Arts and Science College, India
S. Elavarasi, New Prince Shri Bhvani Arts and Science College, India
Invited Speakers
Sheng-Lung Peng, Professor, Department of Creative Technologies and Product
Design, National Taipei University of Business, Taiwan
Souvik Pal, Associate Professor and Head, Department of Computer Science and
Engineering, Global Institute of Management and Technology, India
Noor Zaman, Associate Professor, School of Computing and Information
Technology, Taylors University, Malaysia
HanaaHachimi,AssociateProfessor,AppliedMathematicsandComputerScience,
Secretary General of Sultan Moulay Slimane university USMS of Beni Mellal,
Morocco
Mustansar AliGhazanfar, AssistantProfessor, University of East London, London
Uttam Ghosh, Assistant Professor, Department of Electrical Engineering and
Computer Science, Vanderbilt University, Nashville, TN, USA
Kanad Basu, Assistant Professor, Department of Electrical and Computer
Engineering, University of Texas at Dallas, USA
Ahmed A. Elngar, Assistant Professor, Faculty of Computers and Artificial
Intelligence, Beni-Suef University, Egypt
ix
Preface and Acknowledgements
The main aim of this proceedings book is to bring together leading academic
scientists, researchers, and research scholars to exchange and share their experi-
ences and research results on all aspects of intelligent ecosystems, data sciences,
andIoTsystems.ICTIDS2021isamultidisciplinaryconferenceorganizedwiththe
objective of bringing together academic scientists, professors, research scholars,
and students working in various fields of engineering and technology. In ICTIDS
2021, we havethe opportunity to meet some ofthe world’s leading researchers, to
learn about some innovative research ideas and developments around the world,
and to become familiar with emerging trends in science- and technology. The
conference will provide the authors, research scholars, and listeners with oppor-
tunities for national and international collaborations and networking among uni-
versities and institutions for promoting research and developing the technologies
globally. This conference aims to promote translation of basic research into insti-
tutional and industrial researches and convert applied investigation into real-time
application.
The2ndInternationalConferenceonTechnologyInnovationandDataSciences
(ICTIDS 2021) has been organized by Lincoln University College, Malaysia, on
February 10 and 20, 2021 in online mode (Microsoft Teams Platform). The con-
ferencebroughttogetherresearchersfromallregionsaroundtheworldworkingon
avarietyoffieldsandprovidedastimulatingforumforthemtoexchangeideasand
report on their researches. The proceedings of ICTIDS 2021 consists of 60 best
selected papers which were submitted to the conferences and peer reviewed by
conference committee members and international reviewers. The presenters have
presentedthroughvirtualscreen.Manydistinguishedscholarsandeminentspeakers
have joined from different countries like India, Malaysia, Bangladesh, Sri Lanka,
Pakistan, Morocco, UAE, Vietnam, and Taiwan to share their knowledge and
experience and to explore better ways of educating our future leaders. This con-
ference became a platform to share the knowledge domain among different coun-
tries research culture. The main and foremost pillar of any academic conference is
theauthorsandtheresearchers.So,wearethankfultotheauthorsforchoosingthis
conference platform to present their works in this pandemic situation.
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