Learning and Analytics in Intelligent Systems
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Learning and Analytics in Intelligent Systems Volume 3 Series Editors George A. Tsihrintzis, University of Piraeus, Piraeus, Greece Maria Virvou, University of Piraeus, Piraeus, Greece Lakhmi C. Jain, Faculty of Engineering and Information Technology, Centre for Artificial Intelligence, University of Technology Sydney, NSW, Australia; University of Canberra, Canberra, ACT, Australia; KES International, Shoreham-by-Sea, United Kingdom; Liverpool Hope University, Liverpool, UK
The main aim of the series is to make available a publication of books in hard copy form and soft copy form on all aspects of learning, analytics and advanced intelligent systems and related technologies. The mentioned disciplines are strongly related and complement one another significantly. Thus, the series encourages cross-fertilization highlighting research and knowledge of common interest. The series allows a unified/integrated approach to themes and topics in these scientific disciplines which will result in significant cross-fertilization and research dissem- ination. To maximize dissemination of research results and knowledge in these disciplines, the series publishes edited books, monographs, handbooks, textbooks and conference proceedings. More information about this series at http://www.springer.com/series/16172
Suresh Chandra Satapathy • K. Srujan Raju K. Shyamala • • D. Rama Krishna Margarita N. Favorskaya • Editors Advances in Decision Sciences, Image Processing, Security and Computer Vision International Conference on Emerging Trends in Engineering (ICETE), Vol. 1 123
Editors Suresh Chandra Satapathy K. Srujan Raju School of Computer Engineering Department of CSE Kalinga Institute of Industrial Technology CMR Technical Campus (KIIT) Deemed to be University Hyderabad, Telangana, India Bhubaneswar, Odisha, India D. Rama Krishna K. Shyamala Department of ECE Department of CSE University College of Engineering, University College of Engineering, Osmania University Osmania University Hyderabad, Telangana, India Hyderabad, Telangana, India Margarita N. Favorskaya Institute of Informatics and Telecommunications Reshetnev Siberian State University of Science and Technology Krasnoyarsk, Russia ISSN 2662-3447 ISSN 2662-3455 (electronic) Learning and Analytics in Intelligent Systems ISBN 978-3-030-24321-0 ISBN 978-3-030-24322-7 (eBook) https://doi.org/10.1007/978-3-030-24322-7 © Springer Nature Switzerland AG 2020, corrected publication 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part 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 or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the 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 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 herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Dedicated to Our Alma Mater & Eminent Professors who taught us for their inspiring vision, unwavering conviction and tireless efforts that have resulted in nurturing hundreds of eminent global citizens and effective human beings. “Once an Osmanian Always an Osmanian”
University College of Engineering, Osmania University, Hyderabad, India University College of Engineering (UCE) has the distinction of being the oldest and the biggest among the engineering colleges of the State of Telangana, India. It was established in the year 1929, eleven years after the formation of Osmania University. The college was the sixth engineering college to be established in the whole of British India. The college moved to its present permanent building in the year 1947. Today, it is the biggest among the campus colleges of Osmania University. The golden jubilee of the college was celebrated in 1979, the diamond jubilee in 1989 and the platinum jubilee in 2004. The college was made autono- mous in 1994. University Grants Commission of India conferred autonomy status to the college for a period of 6 years (2016–2017 to 2021–2022). The college offers four-year engineering degree courses leading to the award of Bachelor of Engineering (B.E.) in biomedical engineering, civil engineering, computer science and engineering, electrical and electronics engineering, electronics and communi- cations engineering and mechanical engineering. The college also offers graduate programs and Ph.D. in the various branches of engineering. As of today, there is a yearly intake of 320 undergraduate students (full-time) and 290 postgraduate stu- dents (full-time and part-time). There are 143 teaching staff members, including 40 professors. The UG programs offered have been accredited by the National Board of Accreditation, New Delhi. Osmania University is accredited by NAAC with “A+” Grade. UCE, OU, is the first engineering college to get ISO 9001 Certification in Telangana State. University College of Engineering was awarded the Best Engineering College by Indian Society for Technical Education (Telangana) in the year 2010. UCE, OU, was adjudged as the Best Engineering College in the country for the academic year 2003–2004 by Indian Society for Technical Education, New Delhi, and by Star News for the years 2010–2011 and 2011–2012. The college has successfully completed the Technical Education Quality Improvement Programme (TEQIP-I) under the World Bank financial assistance of Rs. 15.48 crores during the period 2003–2008. The outcome of the project has resulted in: (i) increase in pass percentage of UG/PG students, (ii) enhancement of research publications of staff by threefolds, (iii) introduction of six PG programs in vii
viii University College of Engineering, Osmania University, Hyderabad, India niche areas, (iv) introduction of credit-based system and (v) substantial increase in internal revenue generation. The college has successfully completed Phase II of TEQIP program with a financial assistance of Rs. 12.5 crores and additional grant of 5 crores under the best-performing institution category. Recently, the college has been approved as a minor center under QIP for full-time Ph.D. programs. The college has been selected for TEQIP Phase III twinning program with a financial assistance Rs. 7 crores. The college has been granted “Visvesvaraya Ph.D. Scheme for Electronics and IT” for full-time Ph.D. program. The GIAN program of MHRD has sanctioned 7 programs in specialized research area to the college. The college has been ranked 80 in NIRF Engineering College Ranking Survey by MHRD Survey, New Delhi, India, for the year 2017–2018.
Alumni Association University College of Engineering, Osmania University, Hyderabad, India Once, University College of Engineering was declared autonomous, the idea of having Alumni Association, whose membership would include all past students of the college and present or past faculty members of the college, gained momentum. Under the dynamic leadership of then Principal, Prof. D. C. Reddy, the first get-together was held on Saturday the July 3, 1996. After the revival of the Association in 2015, the two subsequent Executive Committees under the leader- ship of Er. Rammohan Rao, Er. P. Ram Reddy and Dr. D. Vijay Kumar with the support of patrons, fellow members, learned faculty and students have been set out to fulfill the objectives of Alumni Association. The Association is a not-for-profit organization and works with the staff and students of University College of Engineering, and the objectives are: • Provide a platform for the alumni to connect with each other for the exchange of information and ideas and communicate their accomplishments, interests and concerns. • Foster alumni pride and enhance the reputation of the university and OUCE in particular. • Enrich the emotional bondage among the students, alumni and faculty. • Extend maximum help to the college in the placement and internship of students in reputed organizations. • Recognize alumni for their significant contributions to education. • Propose and execute special projects: buildings, technical projects, seminars, conferences, etc. • Support poor/economically backward students financially by floating scholarships. • Institute awards for meritorious performance for students. • Institute awards for the alumni for their contribution to the college and the society. • Inspire and invoke the spirit of innovation among the students leading to finding technical solutions to the problems of the society leading to patents to students and the college. ix
x Alumni Association University College of Engineering In the past four years, the Executive Body set out to execute the above objectives by taking up many initiatives like conducting global alumni meets, alumni talks, funding student innovation, patent and research, facilitating student internships, industry interactions and career development programs, support for student clubs and other activities, facilitating in setting up the technology business incubator, etc. To further the objectives of the Association to support the faculty and research scholars, the Association has organized the First International Conference on Emerging Trends in Engineering under its aegis.
Foreword Alumni Association is constantly setting up new benchmarks with every passing year with a lot of good work done toward furthering the Association goals and giving back to the alma mater. One of the key focus areas has been to bridge the industry academia gap, thereby promoting cutting-edge skill development and research, thereby enabling the university to be a hub of innovation. This publication is an outcome of the First International Conference on Emerging Trends in Engineering (ICETE). As part of the initiatives of Alumni Association, the conference was organized to enhance the information exchange of theoretical research/practical advancements at national and international levels in key fields of engineering and to promote professional interaction among students, scholars, researchers, educators, professionals from industries and other groups to share latest findings in their respective fields toward sustainable developments. The entire organizing team has worked hard over the last few months in putting together the complete structure for the event and coordinating with all the eminent speakers across the globe to ensure that the 2-day conference brings together the best minds in the industry to come together and share their valuable insights with the entire fraternity. We are honored to have eminent speakers grace the conference this year. We received 619 papers from about more than 100 institutions/organizations in 14 countries. The papers have gone through a rigorous evaluation process, and the best papers have been selected for presenting on the days of the conference. Only, the presented and approved papers have come for publishing. I want to thank the Technical Program Committee for bringing together research scholars from diverse background and working tirelessly in picking the final list and bringing out this publication. With a rich history of over 100 years producing world-class students and alumni who have made a mark all over the world, we aim to continue the tradition by hosting such world-class conferences and live up to the expectations of our alma mater. April 2019 D. Vijay Kumar xi
Preface This book constitutes the thoroughly refereed post-conference proceedings of the First International Conference on Emerging Trends in Engineering (ICETE), held at University College of Engineering and organized by Alumni Association, University College of Engineering, Osmania University, Hyderabad, India, on March 22–23, 2019. The aim of this conference is to enhance the information exchange of theoretical research/practical advancements at national and interna- tional levels in the fields of biomedical engineering, civil engineering, computer science engineering, electrical engineering, electronics and communication engi- neering, mechanical engineering and mining engineering. This encourages and promotes professional interaction among students, scholars, researchers, educators, professionals from industries and other groups to share latest findings in their respective fields toward sustainable developments. The refereed conference proceedings of the ICETE are published in three volumes covering seven streams, i.e. biomedical engineering, civil engineering, computer science engineering, electrical and electronics engineering, electronics and communication engineering, mechanical engineering and mining engineering. Out of 619 paper submissions from about 14 countries in seven streams of engi- neering, only 214 papers are being published after reviewing thoroughly; this first volume under the theme “Advances in Decision Sciences, Image Processing, Security and Computer Vision - International Conference on Emerging Trends in Engineering (ICETE)” comprises the comprehensive state-of-the-art technical contributions in the areas of biomedical and computer science engineering streams. Major topics of these research papers include latest findings in the respective fields toward sustainable developments include instrumentation and innovation, signal and image processing, Internet of things, cryptography and network security, data mining and machine learning. Margarita N. Favorskaya Suresh Chandra Satapathy K. Shyamala D. Rama Krishna K. Srujan Raju xiii
Acknowledgements We thank all the authors for their contributions and timely response. We also thank all the reviewers who read the papers and made valuable suggestions for improvement. We would like to thank Prof. S. Ramachandram, Vice-Chancellor, Osmania University, and Prof. M. Kumar, Principal, University College of Engineering, for having faith in us. Dr. D. Rama Krishna and Prof. K, Shyamala of UCE, OU, for leading from the front; the TPC team, for pulling off a brilliant job; Heads of all departments and all learned faculty, for all the support. Also, last but not the least, we convey our thanks to all the research scholars without whose relentless slogging this conference and publication would not have seen light. We thank our sponsors Power Grid Corporation of India Ltd., Defence Research and Development Organization (DRDO), CCL Products (India) Ltd., The Singareni Collieries Company Ltd., TEQIP-III and all other financial contributors. We extend our thanks to all the Executive Body members of Alumni Association for their support and Sri. R. V. Rammohan Rao for the support when needed. Finally, we thank the Springer team comprising Prof. Suresh Chandra Satapathy, Prof. K. Srujan Raju and Dr. M. Ramakrishna Murthy for guiding and helping us throughout. April 2019 D. Vijay Kumar xv
ICETE Organizing Committee Chief Patron S. Ramachandram Osmania University, Hyderabad, India (Vice-chancellor) Patrons Kumar Molugaram University College of Engineering (A), (Principal) Osmania University, Hyderabad, India P. Laxminarayana (Dean) Faculty of Engineering, Osmania University, Hyderabad, India D. C. Reddy Osmania University, Hyderabad, India (Former Vice-chancellor) D. N. Reddy Jawaharlal Nehru Technological University, (Former Vice-chancellor) Hyderabad, India R. V. Rammohan Rao Alumni Association, University College (Past President) of Engineering (A), Osmania University, Hyderabad, India Chairpersons P. Ram Reddy Alumni Association, University College (President) of Engineering (A), Osmania University, Hyderabad, India P. V. N. Prasad Department of Electrical Engineering, University College of Engineering (A), Osmania University, Hyderabad, India xvii
xviii ICETE Organizing Committee Conveners D. Vijay Kumar Alumni Association, University College (General Secretary) of Engineering (A), Osmania University, Hyderabad, India D. Rama Krishna Department of Electronics and Communication Engineering, University College of Engineering (A), Osmania University, Hyderabad, India Publication Committee Suresh Chandra Satapathy School of Computer Engineering, Kalinga (Chair) Institute of Industrial Technology (KIIT), Deemed to be University, Bhubaneswar, Odisha Kumar Molugaram University College of Engineering, (Co-chair, Principal) Osmania University, Hyderabad, Telangana K. Srujan Raju Department of CSE, CMR Technical Campus, (Co-chair) Hyderabad, Telangana Sriram Venkatesh Department of Mechanical Engineering, University College of Engineering, Osmania University, Hyderabad K. Shyamala Department of Computer Science and Engineering, University College of Engineering, Osmania University, Hyderabad D. Vijay Kumar Alumni Association, University College (General Secretary) of Engineering (A), Osmania University, Hyderabad, India D. Rama Krishna Department of Electronics and Communication Engineering, University College of Engineering, Osmania University, Hyderabad International Advisory Committee J. N. Reddy Texas A&M University, USA Ramulu Mamidala University of Washington, USA Chandra Kambhamettu University of Delaware, USA P. Nageswara Rao University of Northern Iowa, USA Suman Das Georgia Institute of Technology, USA Tariq Muneer Edinburgh Napier University, Edinburgh, UK Rao S. Govindaraju Purdue University, Indiana, USA Nitin K. Tripathi Asian Institute of Technology, Bangkok Srinivasulu Ale The University of Texas, Texas, USA
ICETE Organizing Committee xix Prasad Enjeti Texas A&M University, Texas, USA Akshay K. Rathore Concordia University, Canada Sheldon Williamson University of Ontario, Canada Malcolm McCulloch University of Oxford, UK Bimal K. Bose University of Tennessee, USA Manos Varvarigos Monash University, Australia Vijay Vittal Arizona University, USA Sudhakar M. Reddy University of Iowa, USA Vishnu Pendyala CISCO Systems, USA Shantanu Narayen CEO, Adobe Systems, USA National Advisory Committee A. Venugopal Reddy JNTUH, Hyderabad (Vice-chancellor) V. M. Pandharipande BAMU, Aurangabad (Former Vice-chancellor) Rameshwar Rao JNTUH, Hyderabad (Former Vice-chancellor) A. K. Tiwari (Director) CARE Foundation, University of Hyderabad, Hyderabad K. V. S. Hari IISc, Bangalore Sameen Fatima UCE, OU (Former Principal) N. K. Kishore IIT Kharagpur D. Nagesh Kumar IISc, Bangalore B. G. Fernandes IIT Bombay Dinesh Bhatia NEHU, Shillong, India G. Rameshwar R Institute of Engineering, Hyderabad Chapter (Chairman) A. K. Singh DLRL (OS and Director) J. V. R. Sagar (Director) ANURAG John D’Souza NITK Surathkal Arvind Tiwari GE-GRC, JFWTC B. H. V. S. Narayana Murthy RCI (OS and Director) R. Soundara Rajan BDL (Senior Project Manager) Bathini Srinivas MathWorks, India
xx ICETE Organizing Committee Finance Committee Sriram Venkatesh ME, UCE, OU A. Krishnaiah ME, UCE, OU P. Ramesh Babu ME, UCE, OU V. Bhikshma CE, UCE, OU G. Mallesham EE, UCE, OU M. Malini BME, UCE, OU B. Rajendra Naik ECE, UCE, OU V. Uma Maheshwar ME, UCE, OU P. Naveen Kumar ECE, UCE, OU D. N. Prasad SCCL (Advisor (Coal)) M. Shyam Prasad Reddy TREA (General Secretary) T. Venkatesam AA UCE, OU (Superintendent Engineer (Retd.)) M. S. Venkatramayya Mining Satish Naik AA UCE, OU R. Thomas AA UCE, OU Syed Basharath Ali AA UCE, OU P. Narotham Reddy AA UCE, OU Organizing Committee E. Vidya Sagar UCE, OU (Vice-principal) K. Shyamala CSE, UCE, OU P. Chandra Sekhar ECE, OU M. Gopal Naik CE, UCE, OU P. Usha Sri ME, UCE, OU M. Venkateswara Rao BME, UCE, OU M. V. Ramana Rao EED, UCE, OU G. Yesuratnam EED, UCE, OU P. Raja Sekhar CE, UCE, OU B. Mangu EED, UCE, OU M. Chandrashekhar Reddy ME, UCE, OU Narsimhulu Sanke ME, UCE, OU M. A. Hameed CSE, UCE, OU B. Sujatha CSE, UCE, OU L. Nirmala Devi ECE, UCE, OU N. Susheela EED, UCE, OU S. Prasanna CE, UCE, OU
ICETE Organizing Committee xxi R. Rajender CE, UCE, OU G. Narender ME, UCE, OU P. Koti Lakshmi ECE, UCE, OU M. Srinivas BME, UCE, OU B. Sirisha EE, UCE, OU B. Ramana Naik Alumnus C. V. Raghava (Chairman) CVR College of Engineering, Hyderabad P. Lakshman Rao (President) OUECE Association P. Kishore (Secretary) OUECE Association K. J. Amarnath Mining J. V. Dattatreyulu B.E (Mining) Raikoti Anand Srinivas Alumnus K. Praveen Dorna AA, UCE, OU K. Chakradhar AA, UCE, OU Pradeep Kumar Nimma AA, UCE, OU A. Thara Singh Alumnus Prasanth Kumar Manchikatla Alumnus Technical Committee K. Shyamala CSE, UCE, OU P. V. Sudha CSE, UCE, OU M. Manjula EED, UCE, OU B. Mangu EED, UCE, OU P. Satish Kumar EED, UCE, OU J. Upendar EED, UCE, OU M. Malini BME, UCE, OU D. Suman BME, UCE, OU K. L. Radhika CE, UCE, OU K. Shashikanth CE, UCE, OU L. Siva Rama Krishna ME, UCE, OU E. Madhusudan Raju ME, UCE, OU R. Hemalatha ECE, UCE, OU M. Shyamsunder ECE, UCE, OU Supported and Strengthened By J. Suman (Research Scholar) CSE D. Sai Kumar CSE (Research Scholar) P. Raveendra Babu ECE (Research Scholar) G. Shyam Kishore ECE (Research Scholar) Jaya Prakash EEE (Research Scholar)
Contents A Review on Impact Application of Heart Rate Variability (HRV) . . . . 1 R. Shashikant and P. Chetankumar Assessment of ECG Signal Quality . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 Shashikant and P. Chetankumar Identifying Obstructive, Central and Mixed Apnea Syndrome Using Discrete Wavelet Transform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Ch. Usha Kumari, G. Mounika, and S. Jeevan Prasad Fractal Dimension of Fundoscopical Retinal Images for Diagnosing of Diabetic Retinopathy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 B. Dhananjay, M. Srinivas, D. Suman, M. Malini, and J. Sivaraman Photosweep: An Engineering Approach to Develop Cost Effective Sterilization System for Hospitals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 31 Puja Saha, Afsara Tasnim, Oranti Ahmed Omi, Tarin Rahman, and Md. Ashrafuzzaman Splice Junction Prediction in DNA Sequence Using Multilayered RNN Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 Rahul Sarkar, Chandra Churh Chatterjee, Sayantan Das, and Dhiman Mondal Development of an Inexpensive Proficient Smart Walking Stick for Visually Impaired Peoples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 48 Puja Saha, Masuda Afrin Tuba, Kazi Arman Ahmed, and Md. Ashrafuzzaman A Continuum Model and Numerical Simulation for Avascular Tumor Growth . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 Sounak Sadhukhan, S. K. Basu, and Naveen Kumar xxiii
xxiv Contents A Review on Methods of Treatment for Diabetic Foot Ulcer . . . . . . . . . 66 Chandana Belly, Sai Poojitha Bonula, Usha Rani Kandukuri, and Harish Kuchulakanti Feature Extraction of Cardiotocography Signal . . . . . . . . . . . . . . . . . . . 74 A. Usha Sri, M. Malini, and G. Chandana IoT Aided Non-invasive NIR Blood Glucose Monitoring Device . . . . . . 82 Anitha Chinthoju, Jaya Gayatri Chekka, Ravalika Nadigepu, and Harish Kuchulakanti Correlation Between Serum Levels of p53 During Radiotherapy in Cervical Cancer Patients . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91 B. Sai Lalitha, M. Malini, M. Venkateswara Rao, Aparna Suryadevara, Rajesh Kotcherlakota, and Chitta Ranjan Patra A Comparison of Morphological Features Between Normal and Abnormal Left Ventricle in One Cardiac Cycle . . . . . . . . . . . . . . . 97 S. Chandra Prakash, Amulya Jain, and J. B. Jeeva Localization of ECG QRS Waves Through Spectral Estimation of Heart Rate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107 Rajani Akula and Hamdi Mohamed Early Stage Squamous Cell Lung Cancer Detection . . . . . . . . . . . . . . . . 115 Harish Kuchulakanti and Chandrasekhar Paidimarry Conditions of Deadlock Detection in Multithreaded Applications Using Inheritable Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 A. Mohan and N. Komal Kumar Detection of Inappropriate Anonymous Comments Using NLP and Sentiment Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 131 N. Sai Nikhita, V. Hyndavi, and M. Trupthi Mahaviracharya Encryption Algorithm (MEA) with Modified Counter Mode and Comparing with AES Algorithm . . . . . . . . . . . . . . . 139 Nagaraju Bollepalli and Ramkumar Penu Text Processing of Telugu–English Code Mixed Languages . . . . . . . . . . 147 S. Padmaja, Sasidhar Bandu, and S. Sameen Fatima A Proficient and Smart Electricity Billing Management System . . . . . . . 156 P. Pramod Kumar and K. Sagar Building a Character Recognition System for Vehicle Applications . . . . 161 Shivani Bansal, Meenu Gupta, and Amit Kumar Tyagi Machine Learning Technique for Smart City Development-Focus on Smart Mobility . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 169 Md Fasihuddin and Mohd Fazal Ul Haque Syed
Contents xxv Smart Posture Detection and Correction System Using Skeletal Points Extraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 177 J. B. V. Prasad Raju, Yelma Chethan Reddy, and Pradeep Reddy G Multicast Symmetric Secret Key Management Scheme in Mobile Ad-hoc Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182 M. Sandhya Rani, R. Rekha, and K. V. N. Sunitha An Enhanced Virtual Private Network Authenticated Ad Hoc On-Demand Distance Vector Routing . . . . . . . . . . . . . . . . . . . . . . . . . . . 190 Sara Ali Safe Drive – Enabling Smart Do not Disturb on Mobile and Tracking Driving Behavior . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 198 Hiranmai Tummalapalli, P. N. V. RaviTeja, Tanay Raavi, Naga Satish Reddy, Srujan Chekka, and Abhinav Dayal Viability of an Uncomplicated IoT SaaS Development for Deployment of DIY Applications Over HTTP with Zero Investment . . . . . . . . . . . . . 206 Sujanavan Tiruvayipati and Ramadevi Yellasiri Novel Algorithm on Human Body Fall Detection . . . . . . . . . . . . . . . . . . 214 Kumar Saikat Halder, Ashwani Singla, and Ranjit Singh Sensitive Information Security in Network as a Service Model in Cloud-IPSec . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 222 Harikrishna Bommala and S. Kiran Exploratory Data Analysis to Build Applications for Android Developer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 231 Naidu Rajesh, Koppala Durga Prasad, Nibhanapudi Akhila, and Abhinav Dayal Time Series Data Mining in Cloud Model . . . . . . . . . . . . . . . . . . . . . . . 237 S. Narasimha Rao and P. Ram Kumar Multi-node MIL-STD-1553 Avionics Bus-Monitor Development Under Linux Platform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 245 Rajesh S. Karvande, L. Sobhan Kumar, and Maharshi Raman Disease Prediction of Mango Crop Using Machine Learning and IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 254 P. B. Jawade, Dattatray Chaugule, Devashri Patil, and Hemendra Shinde A Methodology to Find Artifacts of the Hacker in Man-in-the-Browser Attack . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 261 Sai Dinesh Kondeti, Vishal Adada, and R. Sridevi Implementation Effects of E-ID Device in Smart Campus Using IoT . . . 268 Vuppala Sukanya and Enugala Vishnu Priya Reddy
xxvi Contents Malware Detection in Executable Files Using Machine Learning . . . . . . 277 Athiq Reheman Mohammed, G. Sai Viswanath, K. Sai babu, and T. Anuradha Implementation of Wireless Sensor Network for Home Appliances Control Using IoT . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285 Geddam Bharat Raj, R. Tamilkodi, and P. Siva Prasad Load Balancing in Cloud Through Multi Objective Optimization . . . . . 293 S. Jyothsna and K. Radhika Classifying Difficulty Levels of Programming Questions on HackerRank . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 301 Sai Vamsi, Venkata Balamurali, K. Surya Teja, and Praveen Mallela Self-Adaptive Communication of Wireless Sensor Networks . . . . . . . . . 309 N. Nithya Lakshmi, T. SatyaKishan, K. RajaSekharam, and M. Hanmandlu Evaluation of Performance Metrics in GeoRediSpark Framework for GeoSpatial Query Processing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 318 G. V. N. Priyanka, S. Vasavi, and A. Anu Gokhale CNN Based Medical Assistive System for Visually Challenged to Identify Prescribed Medicines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 326 P. R. S. Swaroop, S. Vasavi, and Roshni Srinivas Experimental Analysis of Machine Learning Algorithms in Classification Task of Mobile Network Providers in Virudhunagar District . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335 A. Rajeshkanna, V. Preetha, and K. Arunesh Performance Evaluation of SVM and Neural Network Classification Methods for Diagnosis of Breast Cancer . . . . . . . . . . . . . . . . . . . . . . . . 344 M. Navya Sri, D. Sailaja, J. S. V. S. Hari Priyanka, Suresh Chittineni, and M. RamaKrishnaMurthy Data Aware Distributed Storage (DAS) for Performance Improvement Across a Hadoop Commodity Cluster . . . . . . . . . . . . . . . . . . . . . . . . . . 350 R. Phani Bhushan, D. V. L. N. Somayajulu, S. Venkatraman, and R. B. V. Subramanyam Dodecahedron Model for Storage of Unstructured Data . . . . . . . . . . . . 358 Rahul Roy Munna Kalakanda and Jogu RaviKumar A Smart Home Assistive Living Framework Using Fog Computing for Audio and Lighting Stimulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . 366 N. K. Suryadevara, Atul Negi, and Srinivasa Raju Rudraraju Hybrid Genetic Algorithm: Traveling Salesman Problem . . . . . . . . . . . 376 Sunita Singhal, Hemlata Goyal, Parth Singhal, and Jyoti Grover
Contents xxvii Critical Evaluation of Predictive Analytics Techniques for the Design of Knowledge Base . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 385 K. Swapna and M. S. Prasad Babu Beyond the Hype: Internet of Things Concepts, Security and Privacy Concerns . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 393 Amit Kumar Tyagi, G. Rekha, and N. Sreenath A Route Evaluation Method Considering the Subjective Evaluation on Walkability, Safety, and Pleasantness by Elderly Pedestrians . . . . . . 408 Hiroshi Furukawa and Zhiping Wang Multi Controller Load Balancing in Software Defined Networks: A Survey . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 417 K. Sridevi and M. A. Saifulla Interesting Pattern Mining Using Item Influence . . . . . . . . . . . . . . . . . . 426 Subrata Datta, Kalyani Mali, Sourav Ghosh, Ruchi Singh, and Sourav Das Search Engines and Meta Search Engines Great Search for Knowledge: A Frame Work on Keyword Search for Information Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435 J. Vivekavardhan, A. S. Chakravarthy, and P. Ramesh Model Based Approach for Design and Development of Avionics Display Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 444 P. Santosh Kumar, Manju Nanda, P. Rajshekhar Rao, and Lovin K. Jose Thyroid Diagnosis Using Multilayer Perceptron . . . . . . . . . . . . . . . . . . . 452 B. Nageshwar Rao, D. Laxmi Srinivasa Reddy, and G. Bhaskar Optimal Sensor Deployment Using Ant Lion Optimization . . . . . . . . . . 460 Mudassar Ali Syed, Misbahuddin Md, and Raziuddin Syed Text Steganography: Design and Implementation of a Secure and Secret Message Sharing System . . . . . . . . . . . . . . . . . . . . . . . . . . . . 470 K. Aditya Kumar and Suresh Pabboju Commercial and Open Source Cloud Monitoring Tools: A Review . . . . 480 Mahantesh N. Birje and Chetan Bulla Developing Social-Media Based Text Corpus for San’ani Dialect (SMTCSD) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 Mohammed Sharaf Addin and Sabah Al-Shehabi A Survey on Data Science Approach to Predict Mechanical Properties of Steel . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 501 N. Sandhya
xxviii Contents Image Steganography Using Random Image . . . . . . . . . . . . . . . . . . . . . 512 S. Kiran, R. Pradeep Kumar Reddy, and N. Subramanyan Method Level Code Smells: Chernoff Face Visualization . . . . . . . . . . . . 520 Salman Abdul Moiz and Raghavendra Rao Chillarige Fingerprint Identification and Matching . . . . . . . . . . . . . . . . . . . . . . . . 528 Dama Anand, G. Rama Krishna Srinivas, and Amara S. A. L. G. Gopala Gupta Review of Semantic Web Mining in Retail Management System Using Artificial Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 537 Y. Praveen Kumar and Suguna Real Time Gender Classification Based on Facial Features Using EBGM . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 550 D. K. Kishore Galla and BabuReddy Mukamalla Integrating Netnographic Analysis and Text Mining for Assessing Satisfaction of Travellers Visiting to India - A Review of Literature . . . 564 Dashrath Mane and Divya Bhatnagar Performance Evaluation of STSA Based Speech Enhancement Techniques for Speech Communication System . . . . . . . . . . . . . . . . . . . 573 Boriwal Poojakumari Ramprasad, Naveen Jain, Mohammad Sabir, and Vijendra Maurya Optimal Unit Commitment for Thermal Power Systems Using Penguin Search Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 581 C. Chitra and T. Amudha Privacy Preserving Location Monitoring System Using Score Based K-Anonymity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 592 Lakshmi Prasanna Yeluri and E Madhusudhana Reddy (2, 3) - Remoteness Association of Corridor Network Pn Under IBEDE and SIBEDE Loom . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 599 K. Thiagarajan, V. Rajeswari, and A. D. Chandrasekaran Cultivar Prediction of Target Consumer Class Using Feature Selection with Machine Learning Classification . . . . . . . . . . . . . . . . . . . . . . . . . . 604 Shyamala Devi Munisamy, Suguna Ramadass, Aparna Shashikant Joshi, and Mahesh B. Lonare Prediction of Customer Attrition Using Feature Extraction Techniques and Its Performance Assessment Through Dissimilar Classifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 613 R. Suguna, M. Shyamala Devi, P. Praveen Kumar, and P. Naresh
Contents xxix An Appraisal on Assortment of Optimization Factors in Cloud Computing Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 621 P. Deepan Babu and T. Amudha A Modified LEACH Algorithm for WSN: MODLEACH . . . . . . . . . . . . 632 M. Khaleel Ullah Khan and K. S. Ramesh A Hybrid Approach of Wavelet Transform Using Lifting Scheme and Discrete Wavelet Transform Technique for Image Processing . . . . 643 K. Ramya laxmi, S. Pallavi, and N. Ramya Proportional Cram on Crooked Crisscross for N-Hop Systems . . . . . . . 652 K. Thiagarajan, M. S. Girija, and B. R. Tapas Bapu Assessment of Cardiovascular Disorders Based on 3D Left Ventricle Model of Cine Cardiac MR Sequence . . . . . . . . . . . . . . . . . . . . . . . . . . 661 Muthunayagam Muthulakshmi and Ganesan Kavitha Task Scheduling Performance Evaluation of Unreliable Virtual Machines and Cloudlets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 671 Aparna Joshi and Shyamala Devi Munisamy Safety Assessment with SMS Approach for Software-Intensive Critical Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 679 Kotti Jayasri and Attada Venkata Ramana Lung Cancer Detection with FPCM and Watershed Segmentation Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 687 N. Bhaskar and T. S. Ganashree Early Prediction of Non-communicable Diseases Using Soft Computing Methodology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 696 Ravindar Mogili, G. Narsimha, and Konda Srinivas High Throughput VLSI Architectures for CRC-12 Computation . . . . . . 704 R. Ashok Chaitanya Varma, M. Venkata Subbarao, and G. R. L. V. N. Srinivasa Raju Software Application Test Case Generation with OBDM . . . . . . . . . . . . 712 K. Koteswara Rao, A. Sudhir Babu, P. Anil Kumar, and Ch. Chandra Mohan Health Care Using Machine Learning-Aspects . . . . . . . . . . . . . . . . . . . . 723 K. Koteswara Rao, A. Sudhir Babu, K. Vijaya Kumar, M. Sai Tejaswini, and S. K. Saira Bhanu Pipelined Learning Automation for Energy Distribution in Smart Grid . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 732 E. Susmitha and Boddu Rama Devi
xxx Contents Extracting Buildings from Satellite Images Using Feature Extraction Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 743 Jeberson Retna Raj and Senduru Srinivasulu Congestion Control Algorithms for Traffic and Resource Control in Wireless Sensor Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 750 S. Suma and Bharati Harsoor EHR Model for India: To Address Challenges in Quality Healthcare . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 759 Prashant Kanade, Divya Bhatnagar, and Arun Kumar A Hybrid Mining Approach: Gender Prediction from Handwriting . . . 772 Rahul Deo Sah, Raja Ram Dutta, Asit Kumar Mohapatra, and Neelamadhab Padhy An Implementation on Agriculture Recommendation System Using Text Feature Extraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 785 K. Anji Reddy and R. Kiran Kumar Identification of Natural Disaster Affected Area Using Twitter . . . . . . . 792 Satish Muppidi, P. Srinivasa Rao, and M. Rama Krishna Murthy Correction to: Developing Social-Media Based Text Corpus for San’ani Dialect (SMTCSD) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . C1 Mohammed Sharaf Addin and Sabah Al-Shehabi Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 803
About the Editors Dr. Margarita N. Favorskaya is Professor and Head of Department of Informatics and Computer Techniques at Reshetnev Siberian State University of Science and Technology, Russian Federation. She is a member of KES organization since 2010, the IPC member and the chair of invited sessions of over 30 interna- tional conferences. She serves as Reviewer in international journals (Neurocomputing, Knowledge Engineering and Soft Data Paradigms, Pattern Recognition Letters, Engineering Applications of Artificial Intelligence); Associate Editor of Intelligent Decision Technologies Journal, International Journal of Knowledge-Based and Intelligent Engineering Systems, International Journal of Reasoning-based Intelligent Systems; Honorary Editor of the International Journal of Knowledge Engineering and Soft Data Paradigms; and Reviewer, Guest Editor and Book Editor (Springer). She is the author or the co-author of 200 publications and 20 educational manuals in computer science. She has co-authored/co-edited seven books for Springer recently. She supervised nine Ph.D. candidates and pre- sently supervising four Ph.D. students. Her main research interests are digital image and videos processing, remote sensing, pattern recognition, fractal image process- ing, artificial intelligence and information technologies. Prof. Suresh Chandra Satapathy is currently working as Professor, School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, India. He obtained his Ph.D. in computer science and engineering from JNTU, Hyderabad, and M.Tech. in CSE from NIT Rourkela, Odisha, India. He has 27 years of teaching experience. His research interests are data mining, machine intelligence and swarm intelligence. He has acted as program chair of many international conferences and edited over 25 volumes of proceedings from Springer series from LNCS, AISC, LNNS, LNEE, SIST, etc. He is also on the editorial board of few international journals and has over 130 research publications in international journals and con- ference proceedings. xxxi
xxxii About the Editors Dr. K. Shyamala is working as Professor in Computer Science and Engineering, University College of Engineering, Osmania University, Hyderabad. She received B.E (CSE) and M.Tech (CSE) from Osmania University and Ph.D. from IIT Madras. She has published 24 papers in various national/international conferences and journals. Her areas of interests include mobile ad hoc network, wireless sensor nodes, routing protocols in MANETS parallel computer architecture and parallel algorithms. She is Active Member of IEEE, ACM and CSI. She is Member of Telangana State Council of Higher Education. She is reviewer of several journals and technical program committee member of various international conferences. Currently, she is guiding 11 Ph.D. scholars. e-mail: prkshyamala@gmail.com Dr. D. Rama Krishna received his Bachelor of Technology (B.Tech) in elec- tronics and communications engineering from Sri Krishnadevaraya University, Anantapur, Andhra Pradesh, India, and obtained his Master of Engineering (M.E) and Doctor of Philosophy (Ph.D) in electronics and communication engineering from Osmania University, Hyderabad, Telangana, India. He joined as Assistant Professor in the Department of ECE, University College of Engineering, Osmania University, in the year 2007; presently, he is working as Associate Professor. He served as Chairperson Board of Studies (Autonomous) for the Department of ECE, University College of Engineering, Osmania University, from March 2017 to March 2019; he has taught several undergraduate and graduate courses in com- munication engineering area and supervised nearly 25 UG and 60 PG students’ projects in the area of RF and microwave communication systems; currently, he is guiding 08 Ph.D. scholars at Osmania University. He successfully completed 03 sponsored research projects in the area of RF and microwave engineering and published 38 research papers in international journals/conference proceedings. His research areas of interest include multifunction antennas and antenna systems, and microwave and millimeter-wave integrated circuits. He is Life Member of Institution of Engineers (IE), Institution of Electronics and Telecommunication Engineers (IETE), Indian Society for Technical Education (ISTE), Indian Society of Systems for Science and Engineering (ISSE) and Institute of Smart Structures and Systems (ISSS) and Member of Institute of Electrical and Electronics Engineers (IEEE), USA. He served as Secretary/Treasurer for the MTT/AP/EMC Society Joint Chapter of IEEE Hyderabad Section from January 2013 to December 2016. e-mail: dasariramakrishna@yahoo.com K. Srujan Raju is Professor and Head, Department of CSE, CMR Technical Campus, Hyderabad, India. He earned his Ph.D. in the field of network security, and his current research includes computer networks, information security, data mining, image processing, intrusion detection and cognitive radio networks. He has published several papers in refereed international conferences and peer-reviewed
About the Editors xxxiii journals, and also he was on the editorial board of CSI 2014 Springer AISC series; 337 and 338 volumes, IC3T 2014, IC3T 2015, IC3T 2016, ICCII 2016 and ICCII 2017 conferences. In addition to this, he has served as reviewer for many indexed national and international journals. He is also awarded with Significant Contributor and Active Young Member Awards by Computer Society of India (CSI). He also authored 4 textbooks and filed 7 patents so far.
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