Intelligent and Cloud Computing: Proceedings of ICICC 2019, Volume 2

676 Pages·2021·24.553 MB·English

by  Debahuti Mishra, Rajkumar Buyya, Prasant Mohapatra, Srikanta Patnaik

Smart Innovation, Systems and Technologies 153
Debahuti Mishra
Rajkumar Buyya
Prasant Mohapatra
Srikanta Patnaik   Editors
Intelligent
and Cloud
Computing
Proceedings of ICICC 2019, Volume 2
Smart Innovation, Systems and Technologies
Volume 153
Series Editors
Robert J. Howlett, Bournemouth University and KES International,
Shoreham-by-sea, UK
Lakhmi C. Jain, Faculty of Engineering and Information Technology,
Centre for Artificial Intelligence, University of Technology Sydney,
Sydney, NSW, Australia
The Smart Innovation, Systems and Technologies book series encompasses the
topics of knowledge, intelligence, innovation and sustainability. The aim of the
seriesistomakeavailableaplatformforthepublicationofbooksonallaspectsof
single and multi-disciplinary research on these themes in order to make the latest
resultsavailableinareadily-accessibleform.Volumesoninterdisciplinaryresearch
combining two or more of these areas is particularly sought.
Theseriescoverssystemsandparadigmsthatemployknowledgeandintelligence
inabroadsense.Itsscopeissystemshavingembeddedknowledgeandintelligence,
whichmaybeappliedtothesolutionofworldproblemsinindustry,theenvironment
and the community. It also focusses on the knowledge-transfer methodologies and
innovationstrategiesemployedtomakethishappeneffectively.Thecombinationof
intelligent systems tools and a broad range of applications introduces a need for a
synergy of disciplines from science, technology, business and the humanities. The
series will include conference proceedings, edited collections, monographs, hand-
books, reference books, and other relevant types of book in areas of science and
technologywheresmartsystemsandtechnologiescanofferinnovativesolutions.
Highqualitycontentisanessentialfeatureforallbookproposalsacceptedforthe
series. It is expected that editors of all accepted volumes will ensure that
contributionsaresubjectedtoanappropriatelevelofreviewingprocessandadhere
to KES quality principles.
** Indexing: The books of this series are submitted to ISI Proceedings,
EI-Compendex, SCOPUS, Google Scholar and Springerlink **
More information about this series at http://www.springer.com/series/8767
Debahuti Mishra Rajkumar Buyya
(cid:129) (cid:129)
Prasant Mohapatra Srikanta Patnaik
(cid:129)
Editors
Intelligent and Cloud
Computing
Proceedings of ICICC 2019, Volume 2
123
Editors
Debahuti Mishra RajkumarBuyya
Department ofComputer Science CloudComputing andDistributed
andEngineering Systems Laboratory
Siksha‘O’ AnusandhanDeemed University of Melbourne
to beUniversity Melbourne, VIC,Australia
Bhubaneswar, Odisha, India
Srikanta Patnaik
PrasantMohapatra Department ofComputer Science
Department ofComputer Science andEngineering
University of California Siksha‘O’ AnusandhanDeemed
Davis, CA,USA to beUniversity
Bhubaneswar, Odisha, India
ISSN 2190-3018 ISSN 2190-3026 (electronic)
Smart Innovation,Systems andTechnologies
ISBN978-981-15-6201-3 ISBN978-981-15-6202-0 (eBook)
https://doi.org/10.1007/978-981-15-6202-0
©SpringerNatureSingaporePteLtd.2021
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.
ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd.
The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721,
Singapore
Preface
The 1st International Conference on Intelligent and Cloud Computing (ICICC
2019) was organized by the Department of Computer Science and Engineering,
ITER,Siksha‘O’Anusandhan(DeemedtobeUniversity)during16–17December
2019.ICICC2019hasprovidedasuitableplatformforacademicians,practitioners,
researchers and experts to showcase their work and findings as well as exchange
ideas and future directions while sharing their experiences with each other. ICICC
2019 has focused on recent research trends and advancements in cloud computing
anditsimportanceindiversifiedapplicationfields.Intelligentandcloudcomputing
integrated with other relevant techniques not only adds values to crucial decisions
but also provides new direction to advancement in key technical areas such as
adoptionofInternetofthings,distributedcomputing,cloudcomputing,blockchain
and big data. It provides significant insights that support managers in various
sectors such as human resource developments, resource management, biological
dataprocessing,marketingstrategies,supplychainmanagement,logistics,business
operations and financial markets, thus making it a potential research area. The
conference has received a good response with a large number of submissions. The
total number of relevant papers accepted for publication has been broadly divided
into five major tracks including: (i) intelligent and cloud computing, (ii) software
engineering, (iii) wireless sensor network, (iv) IoT and its application and (v) AI
and machine learning.
The first three tracks, namely intelligent and cloud computing, service-oriented
software engineering and wireless sensor networks (WSN), have been included in
Volume I of the book.
The fourth part, Internet of Things (IoT), is a system of interrelated computing
devices, mechanical and digital machines, objects, animals or people that are
provided with unique identifiers and the ability to transfer data over a network
without requiring human-to-human or human-to-computer interaction. IoT has
evolved with a greater generation of data. Internet of things cloud service creates
excessive communication between inexpensive sensors in the IoT which means
even greater connectivity; billions of connected devices and machines will soon
join human users.
v
vi Preface
In the last part, Artificial Intelligence (AI) is defined as the science of the
engineering that makes the machine intelligent. The term AI has been modernized
to include machine intelligent, natural sciences, natural computation, swarm intel-
ligence, neural networks and fuzzy logic, and it moves from building systems that
areintelligent tointelligent systems.Severalfactorshaveaffectedandareaffecting
the revolution of AI, such as the data-driven products, new platforms and the
maturity of machine learning supported by cloud computing technology.
ICICC 2019 has not only encouraged the submission of unpublished original
articlesinthefieldofintelligentandcloudcomputingissuesbutalsoconsideredthe
several cutting-edge applications across organizations and firms while scrutinizing
the relevant papers.
Bhubaneswar, India Debahuti Mishra
Melbourne, Australia Rajkumar Buyya
Davis, USA Prasant Mohapatra
Bhubaneswar, India Srikanta Patnaik
Contents
Internet of Things (IOT)
An Energy-Efficient Data Routing in Weight-Balanced Tree-Based
Fog Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
Sayantan Saha and Arnab Mitra
A Systematic Overview of Fault Tolerance in Cloud Computing . . . . . . 13
Binod Kumar Pattanayak, Nagarjuna Hota, and Jyoti Prakash Mishra
An EPIC Mechanism for Advertising the Tourist Spots in Smart
Cities . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23
Vikash Kumar Singh, Anil Bikash Chowdhary, and Sajal Mukhopadhyay
Data Analysis and Prediction of Terror Component Using Web
Services . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33
Shrabanee Swagatika, Bishnupriya Panda, Debabrata Singh,
and Alakananda Tripathy
Facial Expression Recognition System (FERS): A Survey . . . . . . . . . . . 43
Sonali Mishra, Ratnalata Gupta, and Sambit Kumar Mishra
Load Balancing of Tasks in Cloud Computing Using Fault-Tolerant
Honey Bee Foraging Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 51
Bivasa Ranjan Parida, Amiya Kumar Rath, and Shrabanee Swagatika
Flip Learning: A Novel IoT-Based Learning Initiative. . . . . . . . . . . . . . 59
Sushil Kumar Mahapatra, Binod Kumar Pattanayak, and Bibudhendu Pati
Improvement of Load Balancing in Shared-Memory Multiprocessor
Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 69
Hasan Deeb, Archana Sarangi, and Shubhendu Kumar Sarangi
Building Amazon Web Services Infrastructure from the Scratch
for an Organization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79
MuskanGarg,Harsh,HarshitSingh,ShrabaneeSwagatika,andSmitaRath
vii
viii Contents
Fault Detection for VANET Using Vehicular Cloud. . . . . . . . . . . . . . . . 87
BiswaRanjanSenapati,SantoshineeMohapatra,andPabitraMohanKhilar
An Approach to Cohort Selection in Cloud for Face Recognition . . . . . 97
Jogendra Garain, Satyabrata Maity, and Dipak Kumar
Internet of Things (IoT) Framework Deployment Template
for Cloud-Based Harbor Surveillance and Ferry Monitoring System. . . 105
Madhuri Rao, Narendra Kumar Kamila, and Nibedita Adhikari
Art of Style Transfer Using Convolutional Neural Network: A Deep
Learning Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113
Siddharth Saurabh and Barnali Sahu
Impact of Internet of Things (IoT) on 5G . . . . . . . . . . . . . . . . . . . . . . . 125
Mitrabinda Khuntia, Debabrata Singh, and Sipra Sahoo
Prediction of Exchange Rate in a Cloud Computing Environment
Using Machine Learning Tools. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137
Trilok Nath Pandey, Tanu Priya, and Sanjay Kumar Jena
Survey on Stock Price Forecasting Using Regression Analysis. . . . . . . . 147
Bhupendra Kumar Gupta, Manas Kumar Mallick, and Sarbeswara Hota
Intrusion Detection and Classification Using Decision Tree-Based
Feature Selection Classifiers. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 157
Manas Kumar Nanda and Manas Ranjan Patra
Role of Cloud Computing for Big Data: A Review. . . . . . . . . . . . . . . . . 171
Madhusmita Das and Rasmita Dash
Role of Cloud Computing in Geotechnical Engineering . . . . . . . . . . . . . 181
Rashmisikha Behera and Manas Ranjan Das
Energy-Efficient Clustering with Rotational Supporter in WSN. . . . . . . 195
Priyambada Parida, Bandita Sahu, Ami Kumar Parida,
and Sambit Kumar Mishra
A Review on Mobile Cloud Computing . . . . . . . . . . . . . . . . . . . . . . . . . 209
Napur Bharati, Sucheta Das, and Mahendra Kumar Gourisaria
CorroboratingtheVeracityofBodyFatPercentageandClassification
of Sarcopenia Using Island Differential Evolution Algorithm. . . . . . . . . 219
J. Grace Hannah and D. Gladis
DesignofCompactSuper-WidebandMonopoleAntennaforSpectrum
Sensing Applications. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 233
Pawan Kumar, Shabana Urooj, and Bharat J. R. Sahu
Probabilistic and Distance-Aware Clustering Approach to Decrease
the Effect of Hot Spot in WSN. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 241
Ruchi Kulshrestha and Prakash Ramani
Contents ix
A Real-Time Sentiments Analysis System Using Twitter Data . . . . . . . . 251
Aditya Dave, Santosh Bharti, Samir Patel, and Sambit Kumar Mishra
Low-ProfileCircularlyPolarizedAntennaforContemporaryWireless
Communication Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259
Bharat J. R. Sahu, Sachin Kumar, and Shobhit Saxena
Detection of XSS Vulnerabilities of Web Application Using Security
Testing Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 267
Sanjukta Mohanty and Arup Abhinna Acharya
Artificial Intelligence (AI)
Evolutionary Hybrid Feature Selection for Cancer Diagnosis . . . . . . . . 279
BichitranandaPatra,LambodarJena,SantosiniBhutia,andSoumenNayak
Predicting the Price of Gold: A CSPNN-DE Model . . . . . . . . . . . . . . . . 289
Samuka Mohanty and Rajashree Dash
Weighted Particle Swarm Optimization with T-Distribution
in Machine Learning Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299
Sonali Samal, Archana Sarangi, and Shubhendu Kumar Sarangi
A Novel Approach for Breast Cancer Data Classification Using Deep
Forest Network. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 309
Bishnupriya Panda, Shrabanee Swagatika, Sipra Sahoo,
and Debabrata Singh
A Survey on Deep Learning: Convolution Neural Network (CNN) . . . . 317
Madhusmita Sahu and Rasmita Dash
An Optimized Method for Arrhythmia Classification Using Artificial
Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 327
Sipra Sahoo, Saumendra Kumar Mohapatra, Bishnupriya Panda,
Mihir Narayan Mohanty, and Sateesh Kumar Pradhan
A Survey on Hybridized Gene Selection Strategies . . . . . . . . . . . . . . . . 337
Suman Kumari Panigrahi, Kaberi Das, Debahuti Mishra,
and Bhaskar Kumar Veedhi
Indian Stock Market Prediction Based on Rough Set and Support
Vector Machine Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345
Rudra Kalyan Nayak, Ramamani Tripathy, Debahuti Mishra,
Vijay Kumar Burugari, Prabha Selvaraj, Abhisek Sethy,
and Biswaranjan Jena
Epileptic Seizure Detection Using DWT- and Rule-Based Variants
of TSVM with KNN. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357
Sumant Kumar Mohapatra and Srikanta Patnaik