Learning and Analytics in Intelligent Systems

Page created by Ramon Hogan
 
CONTINUE READING
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.
You can also read