Advances in Intelligent Systems and Computing

Volume 999

Series Editor

Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,Warsaw, Poland

Advisory Editors

Nikhil R. Pal, Indian Statistical Institute, Kolkata, IndiaRafael Bello Perez, Faculty of Mathematics, Physics and Computing,Universidad Central de Las Villas, Santa Clara, CubaEmilio S. Corchado, University of Salamanca, Salamanca, SpainHani Hagras, School of Computer Science and Electronic Engineering,University of Essex, Colchester, UKLászló T. Kóczy, Department of Automation, Széchenyi István University,Gyor, HungaryVladik Kreinovich, Department of Computer Science, University of Texasat El Paso, El Paso, TX, USAChin-Teng Lin, Department of Electrical Engineering, National ChiaoTung University, Hsinchu, TaiwanJie Lu, Faculty of Engineering and Information Technology,University of Technology Sydney, Sydney, NSW, AustraliaPatricia Melin, Graduate Program of Computer Science, Tijuana Instituteof Technology, Tijuana, MexicoNadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro,Rio de Janeiro, BrazilNgoc Thanh Nguyen, Faculty of Computer Science and Management,Wrocław University of Technology, Wrocław, PolandJun Wang, Department of Mechanical and Automation Engineering,The Chinese University of Hong Kong, Shatin, Hong Kong

The series “Advances in Intelligent Systems and Computing” contains publicationson theory, applications, and design methods of Intelligent Systems and IntelligentComputing. Virtually all disciplines such as engineering, natural sciences, computerand information science, ICT, economics, business, e-commerce, environment,healthcare, life science are covered. The list of topics spans all the areas of modernintelligent systems and computing such as: computational intelligence, soft comput-ing including neural networks, fuzzy systems, evolutionary computing and the fusionof 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 andadaptive systems, e-Learning and teaching, human-centered and human-centriccomputing, recommender systems, intelligent control, robotics and mechatronicsincluding human-machine teaming, knowledge-based paradigms, learning para-digms, machine ethics, intelligent data analysis, knowledge management, intelligentagents, intelligent decision making and support, intelligent network security, trustmanagement, interactive entertainment, Web intelligence and multimedia.

The publications within “Advances in Intelligent Systems and Computing” areprimarily proceedings of important conferences, symposia and congresses. Theycover significant recent developments in the field, both of a foundational andapplicable character. An important characteristic feature of the series is the shortpublication time and world-wide distribution. This permits a rapid and broaddissemination 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

Asit Kumar Das • Janmenjoy Nayak •

Bighnaraj Naik • Soumen Kumar Pati •

Danilo PelusiEditors

Computational Intelligencein Pattern RecognitionProceedings of CIPR 2019

123

EditorsAsit Kumar DasDepartment of Computer Scienceand TechnologyIndian Institute of Engineering Scienceand TechnologyHowrah, West Bengal, India

Janmenjoy NayakDepartment of Computer Scienceand EngineeringSri Sivani College of EngineeringSrikakulam, Andhra Pradesh, India

Bighnaraj NaikDepartment of Computer ApplicationVeer Surendra Sai University of TechnologyBurla, Sambalpur, Odisha, India

Soumen Kumar PatiDepartment of BioinformaticsMaulana Abul Kalam Azad Universityof TechnologyKolkata, West Bengal, India

Danilo PelusiFaculty of Communication SciencesUniversity of TeramoTeramo, Italy

ISSN 2194-5357 ISSN 2194-5365 (electronic)Advances in Intelligent Systems and ComputingISBN 978-981-13-9041-8 ISBN 978-981-13-9042-5 (eBook)https://doi.org/10.1007/978-981-13-9042-5

© Springer Nature Singapore Pte Ltd. 2020This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or partof 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 transmissionor information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodology now known or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in thispublication does not imply, even in the absence of a specific statement, that such names are exempt fromthe relevant protective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in thisbook are believed to be true and accurate at the date of publication. Neither the publisher nor theauthors or the editors give a warranty, expressed or implied, with respect to the material containedherein or for any errors or omissions that may have been made. The publisher remains neutral with regardto jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd.The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721,Singapore

Organizing Committee

Chief Patron

Prof. Parthasarathi Chakrabarti, Director, Indian Institute of Engineering Scienceand Technology, Shibpur, Howrah, West Bengal, India

Patrons

Prof. Amit Kumar Das, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, IndiaProf. Jaya Sil, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, IndiaProf. Sipra Das Bit, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, IndiaProf. Susanta Chakraborty, Professor, Department of CST, IIEST, Shibpur,Howrah, West Bengal, India

Honorary Advisory Chair

Prof. Michael Pecht, Chair Professor and Director, University of Maryland, CollegePark, USAProf. V. E. Balas, Senior Member IEEE, Aurel Vlaicu University of Arad, Romania

v

Honorary General Chair

Prof. Uma Bhattacharya, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, IndiaProf. Sulata Mitra, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, IndiaProf. Sekhar Mandal, Professor, Department of CST, IIEST, Shibpur, Howrah,West Bengal, India

General Chair

Prof. Ajith Abraham, Director, Machine Intelligence Research Lab, USA &Professor, Technical University of Ostrava, Czech RepublicProf. Asit Kumar Das, Associate Professor, Department of CST, IIEST, Shibpur,Howrah, West Bengal, IndiaProf. H. S. Behera, Associate Professor, Department of Information Technology,Veer Surendra Sai University of Technology, Burla, Odisha, India

Program Chair

Prof. D. P. Mohapatra, Professor, Department of Computer Science andEngineering, National Institute of Technology, Rourkela, Odisha, IndiaProf. Janmenjoy Nayak, Associate Professor, Department of Computer Science andEngineering, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh, IndiaProf. Bighnaraj Naik, Assistant Professor, Department of Computer Application,Veer Surendra Sai University of Technology, Burla, Odisha, IndiaProf. Apurba Sarkar, Assistant Professor, Department of CST, IIEST, Shibpur,Howrah, West Bengal, IndiaProf. G. T. Chandra Sekhar, Associate Professor, Department of EEE, Sri SivaniCollege of Engineering, Srikakulam, Andhra Pradesh, India

Organizing Chair

Prof. Dipak Kumar Kole, Associate Professor, Department of Computer Scienceand Engineering, The Jalpaiguri Government Engineering College, Jalpaiguri,West Bengal, India

vi Organizing Committee

Prof. Soumen Kumar Pati, Associate Professor, Department of Computer Scienceand Engineering, MAKOUT, West Bengal, IndiaProf. Soumi Dutta, Assistant Professor, Institute of Engineering and Management,Kolkata, West Bengal, India

International Advisory Committee

Prof. A. Abraham, Machine Intelligence Research Labs, USADr. Claude Delpha, HDR, Université Paris-Sud, FranceDr. Chi-Chang Chang, Chung-Shan Medical University, TaiwangDr. S. K. Panda, National University of Singapore, SingaporeDr. M. S. Obaidat, Monmouth University, USAProf. Raouf Boutaba, University of Waterloo, CanadaDr. Hisao Ishibuchi, SUSTech, ChinaProf. M. Murugappan, University of MalaysiaProf. Kenji Suzuki, University of ChicagoDr. Raffaele Mascella, University of Teramo, ItalyProf. Christos Douligeris, University of PiraeusProf. Shaikh A. Fattah, BUET, BangladeshProf. Basabi Chakraborty, Iwate Prefectural University, JapanDr. Swapnoneel Roy, University of North Florida, USA

National Advisory Committee

Prof. Sushmita Mitra, Machine Intelligent Unit, ISI, Kolkata, IndiaProf. Sipra Das Bit, Department of CST, IIEST, Shibpur, IndiaDr. Arnab Bhattacharya, Department of CSE, IIT KanpurProf. Susanta Chakraborty, Department of CST, IIEST Shibpur, IndiaDr. Partha Bhowmik, Department of CSE, IIT KharagpurDr. Swagatam Das, Indian Statistical Institute, Kolkata, IndiaDr. B. K. Panigrahi, Indian Institute of Technology, Delhi, IndiaProf. Sulata Mitra, IIEST Shibpur, Howrah, West Bengal, IndiaProf. Debdatta Sinha, Department of CSE, University of CalcuttaProf. Haffizur Rahman, Department of IT, IIEST Shibpur, West BengalProf. Monojit Mitra, Department of ETC, IIEST Shibpur, West BengalProf. Shila Ghosh, Principal, St. Thomas College of Engineering and Technology,Kolkata, IndiaDr. Abhik Mukherjee, Department of CST, IIEST Shibpur, IndiaProf. Santi Prasad Maity, Department of IT, IIEST Shibpur, IndiaDr. Haris Karnick, Department of CSE, IIT KanpurProf. Paramartha Dutta, Visva Bharati University, India

Organizing Committee vii

Dr. Arindam Biswas, Department of IT, IIEST Shibpur, West Bengal, IndiaDr. Sekhar Mandal, Department of IT, IIEST Shibpur, West Bengal, IndiaDr. Nabendu Chaki, Department of CSE, University of CalcuttaProf. Amitava Chatterjee, Department of EE, Jadavpur University, West BengalProf. Mita Nasipuri, Department of CSE, JU, IndiaDr. Sandip Kumar Shukla, Department of CSE, IIT KanpurDr. S. V. Rao, Department of CSE, IIT GuwahatiDr. Arijit Sur, Department of CSE, IIT GuwahatiProf. Chandan Kumar Chanda, Department of EE, IIEST Shibpur, West Bengal,IndiaDr. J. K. Mandal, University of Kalyani, West Bengal, India

Technical Committee

Dr. Pabitra Mitra, Department of CSE, IIT, Kharagpur, IndiaDr. Alok Kumar Dutta, Visva Bharati University, West Bengal, IndiaDr. Rogers Mathew, Department of CSE, IIT, Kharagpur, IndiaDr. Danilo Pelusi, University of Teramo, ItalyDr. Tanmay De, NIT Durgapur, West BengalDr. Saptarshi Ghosh, Department of CSE, IIT, Kharagpur, IndiaDr. Somnath Bhattyacharya, Department of CSE, Assam University, IndiaDr. Indrajit Banerjee, Department of IT, IIEST Shibpur, West Bengal, IndiaDr. Santanu Phadikar, MAKAUT, West Bengal, IndiaDr. Bibhudendra Acharya, Department of ETC, NIT Raipur, IndiaDr. Satchidananda Dehuri, Fakir Mohan University, Balasore, IndiaDr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, Andhra Pradesh,IndiaDr. Aditya Nigam, IIT Mandi, IndiaDr. Malay K. Pakhira, Kalyani Government Engineering College, West Bengal,IndiaDr. Vinay P. Namboodiri, Department of CSE, VSSUT, IndiaDr. Ranjit Ghoshal, Department of IT, St. Thomas College of Engineering andTechnology, West Bengal, IndiaDr. Madhulina Sarkar, Department of CSE, Government College of Engineeringand Textile Technology, West Bengal, IndiaDr. Ram Sarkar, Department of CSE, Jadavpur University, West Bengal, IndiaDr. Mousumi Dutt, Department of CSE, St. Thomas College of Engineering andTechnology, West Bengal, IndiaDr. Prasun Ghosal, Department of IT, IIEST Shibpur, West Bengal, IndiaDr. Chandan Giri, Department of IT, IIEST Shibpur, West Bengal, IndiaDr. Piyush Rai, Department of CSE, IIT Kanpur, West Bengal, IndiaProf. Amitabha Das, Calcutta Institute of Engineering and Management,Tollygunge, West Bengal, India

viii Organizing Committee

Dr. Mamata Dalui, National Institute of Technology, Durgapur, IndiaDr. Nibaran Das, Department of CSE, Jadavpur University, IndiaDr. Arijit Ghosal, Department of IT, St. Thomas College of Engineering andTechnology, West Bengal, IndiaDr. J. C. Bansal, South Asian University, New Delhi, IndiaDr. Surajeet Roy, Department of IT, IIEST Shibpur, IndiaDr. Debasish Mittir, National Institute of Technology, Durgapur, IndiaDr. Imon Mukherjee, Indian Institute of Information Technology, Kalyani, IndiaDr. Amit Paul, Department of CSE, St. Thomas College of Engineering andTechnology, West Bengal, IndiaDr. T. P. R. Vittal, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh,IndiaDr. Bhanu Prakash Kolla, K. L. University, Vijayawada, Andhra Pradesh, IndiaDr. Santosh Kumar Majhi, Veer Surendra Sai University of Technology, Burla,Odisha, India

Publicity Chair

Dr. Samit Biswas, IIEST, ShibpurDr. Shampa Sengupta, MCKV Institute of Engineering, Howrah, West Bengal,India

Logistic Chair

Ashish Kumar Layek, IIEST, ShibpurTamal Pal, IIEST, Shibpur

Convenors

Dr. Asit Kumar Das, IIEST, ShibpurDr. Apurba Sarkar, IIEST, Shibpur

Publication Chair

Dr. Surajeet Ghosh, IIEST, ShibpurDr. Sunanda Das, Neotia Institute of Technology, Management and Science,Kolkata, West Bengal, India

Organizing Committee ix

Finance Chair

Dr. Asit Kumar Das, IIEST, ShibpurDr. Apurba Sarkar, IIEST, ShibpurMalay Kule, IIEST, Shibpur

CIPR Reviewers

Dr. Asit Kumar Das, IIEST, ShibpurDr. Soumen Kumar Pati, St. Thomas College of Engineering, KolkataDr. Santosh Ku Sahoo, CVR College of Engineering, HyderabadDr. Kola Bhanu Prakash, K L University, VijayawadaDr. Sarat Ch. Nayak, CMR College of Engineering and Technology (Autonomous),Hyderabad, IndiaDr. Sunanda Das, Neotia University, KolkataDr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, SrikakulamMrs. D. Priyanka, Sri Sivani College of Engineering, SrikakulamDr. P. Vittal, AITAM, Andhra PradeshMr. P. Suresh Kumar, Dr. Lankapalli Bullayya College, VisakhapatnamDr. P. Pradeepa, Jain University, BangaloreH. Das, Kalinga Institute of Industrial Technology (KIIT), BhubaneswarDr. P. M. K. Prasad, GVP College of Engineering for Women Visakhapatnam,Andhra Pradesh, IndiaRashmi Ranjan Sahoo, Parala Maharaja Engineering College (Government ofOdisha), Berhampur, OdishaD. K. Behera, Trident Academy of Technology, BhubaneswarMr. Umashankar Ghugar, Berhampur University (Odisha)Dr. Sourav Kumar Bhoi, Parala Maharaja Engineering College (Government ofOdisha), Berhampur, IndiaSibarama Panigrahi, Sambalpur University Institute of Information Technology,SambalpurDr. Chittaranjan Pradhan, Kalinga Institute of Industrial Technology, BhubaneswarDr. M. Marimuthu, Coimbatore Institute of Technology, CoimbatoreAditya Hota, VSSUT, BurlaDr. S. K. Majhi, VSSUT, BurlaDr. Nageswara Rao, Velagapudi Ramakrishna Siddhartha Engineering CollegeMr. Shyam Prasad Devulapalli, JNTU HyderabadRadhamohan Pattnayak, Godavari Institute of Engineering and Technology,Rajahmundry, Andhra PradeshDr. K. Suvarna Vani, Velagapudi Ramakrishna Siddhartha Engineering College,Andhra Pradesh

x Organizing Committee

Dr. P. Vidya Sagar, Velagapudi Ramakrishna Siddhartha Engineering College,Andhra PradeshDr. Shampa Sengupta, MCKV Institute of Engineering, West BengalDr. Santanu Phadikar, Maulana Abul Kalam Azad University of Technology,West BengalArka Ghosh, IIEST, ShibpurDr. Samit Biswas, IIEST, ShibpurDr. Apurba Sarkar, IIEST, ShibpurSarita Mohapatra, SOA University, BhubaneswarSubhra Swetanisha, Trident Academy of Technology, BhubaneswarP. Raman, GMR Institute of Technology, Andhra PradeshYasmin Ghazaala, St. Thomas College of Engineering, KolkataSoumi Dutta, Institute of Engineering and Management, KolkataDr. Amit Paul, St. Thomas College of Engineering, KolkataDr. Arijit Ghoshal, St. Thomas College of Engineering, KolkataAmiya Halder, St. Thomas College of Engineering, KolkataDr. Ramesh Prusty, VSSUT, BurlaMs. D. Mishra, CET, BhubaneswarDr. Bighnaraj Naik, VSSUT, BurlaDr. Janmenjoy Nayak, Sri Sivani College of Engineering, SrikakulamH. Swapnarekha, Sri Sivani College of Engineering, SrikakulamAbhishek Bhattacharya, Institute of Engineering and Management, KolkataSujata Ghatak, Institute of Engineering and Management, KolkataRupam Bhattacharya, Institute of Engineering and Management, KolkataAbhijit Sarkar, Institute of Engineering and Management, KolkataAnkita Mondal, Institute of Engineering and Management, KolkataSayan Das, Bankura Unnayani Institute of Engineering, West BengalAkash Choudhyry, Lexmark, IndiaGourav Dutta, Cognizant Technology Solutions, IndiaSoumya De, Tata Consultancy Services, IndiaDiptyasish Chakraborty, Cognizant Technology Solutions, IndiaKeya Kundu, Cognizant Technology Solutions, IndiaAranya Bandopadhyay, Capgemini, IndiaDebopriya Das, Amazon, IndiaMr. P. B. Dash, VSSUT, Burla

Organizing Committee xi

Preface

Since the last few decades, there has been an urgent need for intelligent computingin different fields of science and technology due to the flawless increment in data.Development in science and technology is authoritative to emerge the internalstrength of the country. However, demonstrating the faults and methodologies ofprogress with an impartial lookout benefits to update the existing knowledge andtechnologies. In the current situation, all the areas of related disciplines of patternrecognition tools present adaptive systems which authorize the understandingof theory as well as data in some difficult and changing environments.

The first international conference entitled “Computational Intelligence in PatternRecognition” (CIPR-2019) is organized by Indian Institute of Engineering Scienceand Technology (IIEST), Shibpur, West Bengal, India, on 19 and 20 January 2019.The conference is directed towards the knowledge and structure of positive researchin different applications of pattern recognition which are leading and governing thetechnological domain. CIPR has attracted more than 200 submissions based on thethematic areas. With thorough rigorous peer-review process, the editors haveselected only 88 high-quality papers by the sophisticatedly knowledgeable domainexpertise evaluators preferred from country and abroad. The papers are reviewedregarding the contribution, technical content, clarity and originality of some latestfindings and research. The entire system (includes the submission of paper, reviewand acceptance process) is done electronically. We had a great time in collaborationwith advisory committee, programme committee and technical committee for callfor papers, and review and confirm papers for the proceedings of CIPR.

The international conference CIPR aims at encircling new type of educators,technologists, researchers for global success. The conference features variouskeynote addresses in the scope of advanced information regarding CIPR topics. Thesessions are largely categorized according to the significance and interdependencyof the papers pertaining to the key concept of the conference, and they haveestablished plentiful prospects for presentations.

The accepted papers (both research and review papers) have been estranged tohighlight the modern spotlight of computational intelligence techniques in patternrecognition. We anticipate the author’s individual study and estimations add value

xiii

to it. The success of CIPR is the outcome of good quality research works on thecurrent applications from the authors. We require an enormous time for puttingtogether this proceeding. The CIPR conference is an acknowledgment to a vastcollection of people, and everybody should feel proud of the outcome. We enlargeour deep sense of thankfulness to all those for this affectionate encouragement,motivation and support for building it attainable. Last but not least, the editorialmembers of Springer have helped us in an immense way to publish this proceedingin a graceful way. Hope all of us will be profusely thankful for the good assistancemade and defend our hard work.

Howrah, India Asit Kumar DasSrikakulam, India Janmenjoy NayakBurla, India Bighnaraj NaikKolkata, India Soumen Kumar PatiTeramo, Italy Danilo Pelusi

xiv Preface

Acknowledgements

The key proposal and significance of the CIPR conference has been interested morethan 200 academicians, professionals or researchers throughout the world facilitatedas to prefer superior quality papers and offer to exhibit the reputation of the CIPRconference for original research findings, exchange of ideas and sharing ofknowledge with precisely national and international communes in different aspectsand fields of data analysis and pattern recognition. Heartfully thanks to all thosewho have offered in produces such an extensive conference proceedings of theCIPR.

The level of eagerness demonstrates by the CIPR conference committee fromday one is admiring and commendable. Organizing committee have assurance thatthe members of CIPR preserve a outstanding paradigm as we have reassessedpapers, afford opinion and build a strong body of obtainable work in this assemblyof proceeding. The astonishing strength and determination as shown by organizingcommittee in all phase throughout the conference deserves profusely thanks fromour heart.

We have been opportune adequately to work in with a luminous international aswell as national advisory committee. The call for papers, reviewers in the papersand finalizing papers are accomplished by reviewers and technical committeeconsisting of eminent academicians to be included in the proceedings.

All the submitted papers have been double blind peer re-evaluated beforefinalization as the accepted papers for oral presentation at the conference venue. Wewould like to convey our heartfelt thanks and responsibility to the compassionatereviewers for sparing their valuable time and putting in effort to re-evaluate thepapers in a stipulated time and providing their supportive ideas and appreciations inbrainstorming the presentation, content and quality of proceeding. The valuablethese accepted papers is an immense admiring comment not only to authors but alsoto reviewers who have directed towards excellence.

We want to profusely thank to Organizing committee members, InternationalAdvisory and Technical Committee members and all other Committee members for

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their effortless support and cooperation to formulate this conference successful inall sense.

Last but not the least, the editorial members of Springer publishing procure aspecial declare and our profound authentic gratitude to them not only for assemblyour apparition come true in the form of proceeding but also for its luminous in-timeand get-up publications in graceful, innovation intelligent scheme and technologies,Springer.

The CIPR conference and proceedings are recognitions to an immense assem-blage of people and all should be advance of the outcome.

xvi Acknowledgements

About the Conference

The term Computational Intelligence refers to the ability of a computer to learn aspecific task from data or experimental observation. It is a set of nature-inspiredcomputational methodologies and approaches to address complex real-worldproblems to which mathematical modeling may not be effective. ComputationalIntelligence provides solutions to problems for which precise mathematical modelcannot be formulated due to presence of uncertainties or the process of modelingmight be stochastic in nature. On the other hand Pattern Recognition is the processof automated recognition of patterns and regularities in data. The conferenceComputational Intelligence in Pattern Recognition (CIPR) is aimed at applyingcomputational intelligence to find pattern in data and to develop useful application.The conference will provide a common platform for presentation of originalresearch findings, exchange of ideas and dissemination of innovative, practicaldevelopment experiences in different aspects and fields of data analysis and patternrecognition. The conference also aims at bringing together the researchers, scien-tists, engineers, industrial professionals and students in this fascinating area ofresearch. The conference also addresses rapid dissemination of important results inthe field of pattern recognition, soft computing technologies, clustering and clas-sification algorithms, rough set and fuzzy set theory, evolutionary computations,neural science and neural network systems, image processing, combinatorial patternmatching, social network analysis, audio and video data analysis, data mining indynamic environment, bioinformatics, hybrid computing, big data analytics, deeplearning etc. It promotes novel and high quality research findings, innovativesolutions to the challenging engineering problems.

At the end of the conference, we anticipate that the participants will enhancetheir knowledge by latest perceptions and examinations on existing research topicsfrom leading academician, researchers and scientists around the globe, contributetheir own thoughts on significant research topics mentioned above as well as tonetworks and conspire with their international compeer.

xvii

Contents

On the Synthesis of Unate Symmetric FunctionUsing Memristor-Based Nano-Crossbar Circuit . . . . . . . . . . . . . . . . . . 1Subhashree Basu and Malay Kule

A Novel Enhancement and Segmentation of Color Retinal ImageBased on Fuzzy Measure and Fuzzy Integral . . . . . . . . . . . . . . . . . . . . 9Swarup Kr Ghosh, Biswajit Biswas and Anupam Ghosh

On the Cryptanalysis of S-DES Using Binary CuckooSearch Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23Ritwiz Kamal, Moynak Bag and Malay Kule

Feature Selection Using NSGA-II for Event Extraction on Geneticand Molecular Mechanisms Involved in Plant Seed Development . . . . . 33Amit Majumder, Asif Ekbal and Sudip Kumar Naskar

Detection and Identification of Parasite Eggs from MicroscopicImages of Fecal Samples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 45Kaushik Ray, Sukhen Shil, Sarat Saharia, Nityananda Sarmaand Nagappa S. Karabasanavar

Identification of Some Transposable Elements of DNAUsing “BP Suche” Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57Rachita Ghoshhajra, Sanghamitra Chatterjee and Soma Barman (Mandal)

An Approach for Sentiment Analysis of GST Tweets Using WordsPopularity Versus Polarity Generation . . . . . . . . . . . . . . . . . . . . . . . . . 69Sourav Das, Dipankar Das and Anup Kumar Kolya

Smart Health Monitoring System for Temperature, Blood OxygenSaturation, and Heart Rate Sensing with Embedded Processingand Transmission Using IoT Platform . . . . . . . . . . . . . . . . . . . . . . . . . 81Samik Basu, Sinjoy Saha, Soumya Pandit and Soma Barman (Mandal)

xix

Design of a Health Monitoring System for Heart Rate and BodyTemperature Sensing Including Embedded Processing Using ARMCortex M3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 93Mahasweta Ghosh, Samik Basu, Soumya Panditand Soma Barman (Mandal)

A Robust Multi-label Fruit Classification Based on Deep ConvolutionNeural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 105Biswajit Biswas, Swarup Kr. Ghosh and Anupam Ghosh

Classification of Speech and Song Using Co-occurrence-BasedApproach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117Arijit Ghosal, Suchibrota Dutta and Debanjan Banerjee

Intelligent Analysis for Personality Detection on Various Indicatorsby Clinical Reliable Psychological TTH and Stress Surveys . . . . . . . . . 127Rohit Rastogi, D. K. Chaturvedi, Santosh Satya, Navneet Arora,Piyush Trivedi, Akshay Kr. Singh, Amit Kr. Sharma and Ambuj Singh

Automatic Multilingual System from Speech . . . . . . . . . . . . . . . . . . . . 145Suchit Agarwal, Akshay Chatterjee and Ghazaala Yasmin

An Improved Data Hiding Scheme Through Image Interpolation . . . . 157Manasi Jana and Biswapati Jana

Generalization of Multi-bit Encoding Function Based DataHiding Scheme . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 171Piyali Sanyal, Sharmistha Jana and Biswapati Jana

A Machine Learning Approach to Comment ToxicityClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 183Navoneel Chakrabarty

A Minutia Detection Approach from Direct Gray-Scale FingerprintImage Using Hit-or-Miss Transformation . . . . . . . . . . . . . . . . . . . . . . . 195Debashis Das

Face Identification via Strategic Combination of Local Features . . . . . 207Rinku Datta Rakshit and Dakshina Ranjan Kisku

A Study on Reversible Image Watermarking Using Xilinx SystemGenerator . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 219Subhajit Das and Arun Kumar Sunaniya

SVM and MLP Based Segmentation and Recognition of Textfrom Scene Images Through an Effective Binarization Scheme . . . . . . 237Ranjit Ghoshal and Ayan Banerjee

User Identification and Authentication Through Voice Samples . . . . . . 247Soubhik Rakshit

xx Contents

Template Matching for Kinship Verification in the Wild . . . . . . . . . . . 255Aarti Goyal and T. Meenpal

Attack Prevention Scheme for Privacy Preservation (APSP)Using K Anonymity in Location Based Services for IoT . . . . . . . . . . . 267Ayan Kumar Das, Ayesha Tabassum, Sayema Sadaf and Ditipriya Sinha

Statistical Analysis of the UNSW-NB15 Dataset for IntrusionDetection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279Vikash Kumar, Ayan Kumar Das and Ditipriya Sinha

Singer Identification Using MFCC and CRP Features with SupportVector Machines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 295Rajesh Sangeetha and N. J. Nalini

Object Proposals Based on Variance Measure . . . . . . . . . . . . . . . . . . . 307Amit Verma, T. Meenpal and Bibhudendra Acharya

Deep Learning Approach in Predicting Personal TraitsBased on the Way User Type on Touchscreen . . . . . . . . . . . . . . . . . . . 321Soumen Roy, Utpal Roy and D. D. Sinha

Robust Non-blind Video Watermarking Using DWTand QR Decomposition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 333Chinmay Maiti and Bibhas Chandra Dhara

Detection and Classification of Earthquake Imagesfrom Online Social Media . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345Ashish Kumar Layek, Amreeta Chatterjee, Debanjan Chatterjeeand Samit Biswas

Blood Vessel Extraction from Retinal Images Using ModifiedGaussian Filter and Bottom-Hat Transformation . . . . . . . . . . . . . . . . . 357Amiya Halder and Sneha Ghose

A Fast Approach for Text Region Detection from Imageson Online Social Media . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 365Ashish Kumar Layek, Sekhar Mandal and Saptarshi Ghosh

Numerical Integration Based Contrast EnhancementUsing Simpson’s Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 379Amiya Halder, Pritam Bhattacharya and Nikita Shah

Crime Feature Selection Constructing Weighted Spanning Tree . . . . . 387Priyanka Das and Asit Kumar Das

Empirical Analysis of Proximity Measures in Machine Learning . . . . . 399Nazrul Hoque, Hasin A. Ahmed and Dhruba Kumar Bhattacharyya

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Memorizing and Retrieving of Text Using Recurrent NeuralNetwork—A Case Study on Gitanjali Dataset . . . . . . . . . . . . . . . . . . . 413Rajat Subhra Bhowmick and Jaya Sil

Shuffled Differential Evolution Algorithm Based Combined Heatand Power Emission Dispatch . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 423S. Nagaraju, A. Srinivasreddy and K. Vaisakh

Classification of Ball Mill Acoustic for Predictive GrindingUsing PCA . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 433Sonali Sen, Arup Kumar Bhaumik and Jaya Sil

Particle Swarm-Based Approach for Storage Efficiency Optimizationof Supercapacitors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 445Rudrendu Mahindar, Sahana Mukherjee, Sankhadeep Dutta,Tanusree Dutta and Rabindranath Ghosh

Top-k Influential Nodes Identification Based on Activity Behaviorsin Egocentric Online Social Networks . . . . . . . . . . . . . . . . . . . . . . . . . . 463Soumyadeep Debnath, Dhrubasish Sarkar and Premananda Jana

Music Tagging and Similarity Analysis for RecommendationSystem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 477Laxman Kumar, Anirban Mitra, Mamta Mittal, Vatsal Sanghvi,Sudipta Roy and Sanjit Kumar Setua

Elastic Window for Multiple Face Detection and Trackingfrom Video . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 487Aniruddha Dey, Satadal Chakraborty, Debaditya Kunduandand Manas Ghosh

Assessment of Reading Material with Flow of EyegazeUsing Low-Cost Eye Tracker . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 497Aniruddha Sinha, Sanjoy Kumar Saha and Anupam Basu

NCBI: A Novel Correlation Based Imputing TechniqueUsing Biclustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509Hussain A. Chowdhury, Hasin A. Ahmed, Dhruba Kumar Bhattacharyyaand Jugal K. Kalita

ACO Based Optimization of DC Micro Grid Under Island Mode . . . . 521B. Sateesh Babu, J. Vijaychandra, B. Sesha Sai, P. Jagannadh,Ch. Jaganmohana Rao and N. Naga Srinivas

Non-invasively Grading of Brain Tumor Through Noise RobustTextural and Intensity Based Features . . . . . . . . . . . . . . . . . . . . . . . . . 531Prasun Chandra Tripathi and Soumen Bag

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Line Encoding Based Method to Analyze Performance of IndianStates in Road Safety . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 541Samya Muhuri, Susanta Chakraborty and Debasree Das

Efficient Energy Management in Microgrids Using FlowerPollination Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 553Meenakshi De, Gourab Das and K. K. Mandal

Applications of Computational Intelligence Techniquesfor Automatic Generation Control Problem—A Short Reviewfrom 2010 to 2018 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 563Tulasichandra Sekhar Gorripotu, Simma Gopi, Halini Samalla,A. V. L. Prasanna and B. Samira

How Effective is the Salp Swarm Algorithm in DataClassification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 579Nibedan Panda and Santosh Kumar Majhi

Feature Selection Using Graph-Based Clustering for Rice DiseasePrediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589Ankur Das, Ratnaprava Dutta, Sunanda Das and Shampa Sengupta

Shifted Peterson Network: A New Network for Network-on-Chip . . . . 599M. M. Hafizur Rahman, M. N. M. Ali, Osinusi A. Olamideand D. K. Behera

Gathering Identification Using Image Metrics for IntelligentSituation Awareness System in Real Time Scenarios . . . . . . . . . . . . . . 611Nandita Gautam, Debdoot Das, Sunirmal Khatua and Banani Saha

Secure: An Effective Smartphone Safety Solution . . . . . . . . . . . . . . . . . 621Sampreet Kalita and Dhruba Kumar Bhattacharyya

A Gamma-Levy Hybrid MetaHeuristic for HyperParameterTuning of Deep Q Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 635Abhijit Banerjee, Dipendranath Ghosh and Suvrojit Das

Dewarping of Single-Folded Camera Captured BanglaDocument Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 647Arpan Garai and Samit Biswas

Deep Learning Techniques—R-CNN to Mask R-CNN: A Survey . . . . . 657Puja Bharati and Ankita Pramanik

Comparison of Four Nature Inspired Clustering Algorithms:PSO, GSA, BH and IWD . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 669Shankho Subhra Pal, Rupkatha Hira and Somnath Pal

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Detection of Diseases in Potato Leaves Using Transfer Learning . . . . . 675Soumik Ranjan Dasgupta, Somnath Rakshit, Dhiman Mondaland Dipak Kumar Kole

Self Driving Car . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 685Ankit Kumar, Mayukh Mukherjee and Preetam Mukhopadhyay

A Local-to-Global Approach for Document Image Binarization . . . . . . 693Deepika Gupta and Soumen Bag

Feature Extraction and Matching of River Dam Images in OdishaUsing a Novel Feature Detector . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 703Anchal Kumawat and Sucheta Panda

Multimodal Segmentation of Brain Tumours in Volumetric MRIScans of the Brain Using Time-Distributed U-Net . . . . . . . . . . . . . . . . 715Jeet Dutta, Debajyoti Chakraborty and Debanjan Mondal

A Cooperative Co-evolutionary Genetic Algorithm for Multi-RobotPath Planning Having Multiple Targets . . . . . . . . . . . . . . . . . . . . . . . . 727Ritam Sarkar, Debaditya Barman and Nirmalya Chowdhury

A Shape Retrieval Technique Using Isothetic Coverof Digital Objects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 741Abdul Aziz Al Aman, Apurba Sarkar and Arindam Biswas

Complete Statistical Analysis to Weather Forecasting . . . . . . . . . . . . . 751Anisha Datta, Shukrity Si and Sanket Biswas

An Improved Non-local Means Denoising Techniquefor Brain MRI . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 765Saumyadipta Sarkar, Prasun Chandra Tripathi and Soumen Bag

A Combined Approach for k-Seed Selection Using ModifiedIndependent Cascade Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 775Debasis Mohapatra, Ashutosh Panda, Debasish Goudaand Sumit Sourav Sahu

Fast Adaptive Decision-Based Mean Filter for RemovingSalt-and-Pepper Noise in Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 783Amiya Halder, Supravo Sengupta, Pritam Bhattacharyaand Apurba Sarkar

An Appearance Model and Feature Selection in KernelizedCorrelation Filter Based Visual Object Tracking . . . . . . . . . . . . . . . . . 795Vijay K. Sharma, Bibhudendra Acharya and K. K. Mahapatra

Role of Soft Computing Techniques in Software Effort Estimation:An Analytical Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 807P. Suresh Kumar and H. S. Behera

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A Nonlinear Telegraph Equation for Edge-Preserving ImageRestoration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 833Subit K. Jain, Jyoti Yadav, Manisha Rao, Monika Sharmaand Rajendra K. Ray

A Q-Learning Approach for Sales Prediction in HeterogeneousInformation Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 843Sadhana Kodali, Madhavi Dabbiru and B. Thirumala Rao

WNN-EDAS: A Wavelet Neural Network Based Multi-criteriaDecision-Making Approach for Cloud Service Selection . . . . . . . . . . . . 853O. Gireesha, Nivethitha Somu, M. R. Gauthama Raman,Mandi Sushmanth Reddy, Kannan Kirthivasan and V. Shankar Sriram

An Improved Feedforward Neural Network Using Salp SwarmOptimization Technique for the Design of Intrusion DetectionSystem for Computer Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 867N. Neha, M. R. Gauthama Raman, Nivethitha Somu, R. Senthilnathanand V. Shankar Sriram

An Efficient Intrusion Detection Approach Using Enhanced RandomForest and Moth-Flame Optimization Technique . . . . . . . . . . . . . . . . . 877P. S. Chaithanya, M. R. Gauthama Raman, S. Nivethitha, K. S. Seshanand V. Shankar Sriram

Unidentified Input Observer: Comparative Study Through BlockPulse Function and Hybrid Function . . . . . . . . . . . . . . . . . . . . . . . . . . 885Anindita Ganguly, Tathagata Roy Chowdhury, Suman Kumar Ghosh,Aishik Panigrahi, Nilotpal Chakraborty, Anirudhha Ghoshand Neelakshi Ganguly

Data Hiding with Digital Authentication in Spatial Domain ImageSteganography . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 897Ayan Chatterjee and Soumen Kumar Pati

Implementation of WOA-Based 2DOF-FOPID Controller for AGCof Interconnected Power System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 909Debashis Sitikantha, Binod Kumar Sahu and Pradeep Kumar Mohanty

Decision-Making Process of Farmers: A Conceptual Framework . . . . . 921Partha Mukhopadhyay, Madhabendra Sinha and Partha Pratim Sengupta

An Efficient Approach to Optimize the Learning Rate of Radial BasisFunction Neural Network for Prediction of Metastatic Carcinoma . . . . 935Prachi Vijayeeta, M. N. Das and B. S. P. Mishra

Voice-Based Gender Identification Using Co-occurrence-BasedFeatures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 947Arijit Ghosal, Chanda Pathak, Pinki Singh and Suchibrota Dutta

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Fuzzy Posture Matching for Pain Recovery Using Yoga . . . . . . . . . . . . 957Ahona Ghosh, Sriparna Saha and Amit Konar

Application of SCA-Based Two Degrees of Freedom PID Controllerfor AGC Study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 969Nimai Charan Patel, Binod Kumar Sahu and Manoj Kumar Debnath

Classifications of High-Resolution SAR and Optical ImagesUsing Supervised Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 981Battula Balnarsaiah, T. S. Prasad, Laxminarayana Parayitam,Balakrishna Penta and Chandrasekhar Patibandla

An Approach for Video Summarization Using Graph-BasedClustering Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 991Ghazaala Yasmin, Aditya Chaterjee and Asit Kumar Das

Parameter Tuning in MSER for Text Localization in Multi-lingualCamera-Captured Scene Text Images . . . . . . . . . . . . . . . . . . . . . . . . . . 999Souvik Panda, Swayak Ash, Neelotpal Chakraborty,Ayatullah Faruk Mollah, Subhadip Basu and Ram Sarkar

Applications and Advancements of Firefly Algorithmin Classification: An Analytical Perspective . . . . . . . . . . . . . . . . . . . . . 1011Janmenjoy Nayak, Kanithi Vakula, Paidi Dinesh and Bighnaraj Naik

A Multi-step-Ahead Fuzzy Time Series Forecasting by Using HybridChemical Reaction Optimization with Pi-Sigma Higher-OrderNeural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1029Radha Mohan Pattanayak, H. S. Behera and Sibarama Panigrahi

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1043

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About the Editors

Asit Kumar Das is currently a Professor at the Department of Computer Scienceand Technology, Indian Institute of Engineering Science and Technology, Shibpur,India. His primary research interests are in the areas of data mining, bioinformatics,evolutionary algorithms, audio and video data analysis, text mining and socialnetworks. He has published more than 50 research articles in respectedpeer-reviewed journals.

Janmenjoy Nayak is working as an Associate Professor at Sri Sivani College ofEngineering, Srikakulam, India. He has published more than 50 research papers invarious respected peer-reviewed journals and international conference proceedings,as well as a number of book chapters. He has received several awards, such as anINSPIRE Fellowship from DST, Govt. of India, and best researcher award byJNTU, Kakinada, AP. His areas of interest include data mining, nature-inspiredalgorithms and soft computing.

Bighnaraj Naik is an Assistant Professor at the Department of ComputerApplications, VSSUT, Burla, Odisha, India. He has published more than 50research papers in various respected peer- reviewed journals, referred journals andinternational conference proceedings, and has reviewed a number of books. He hasover nine years of teaching experience in the field of computer science and infor-mation technology. His interests include data mining and soft computing.

Soumen Kumar Pati is currently an Associate Professor at the Department ofBio-Informatics, Maulana Abul Kalam Azad University of Technology, WestBengal, India. Dr. Pati received his Ph.D. degree in Engineering from theDepartment of Computer Science and Technology, Indian Institute of EngineeringScience and Technology, Shibpur. His primary research interests are in the areas ofdata mining, artificial intelligence, soft computing, pattern recognition, social net-work, network security, machine learning, and he has published numerous articlesin these fields.

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Danilo Pelusi is an Associate Professor at the Faculty of Communication Sciences,University of Teramo. Associate Editor of IEEE Transactions on Emerging Topicsin Computational Intelligence, IEEE Access and guest editor for Elsevier, Springerand Inderscience journals, he served as program member of many conferences andas editorial board member of many journals. His research interests include FuzzyLogic, Neural Networks, Information Theory and Evolutionary Algorithms.

xxviii About the Editors