Artificial Intelligence and Evolutionary Computations in Engineering Systems

714 Pages·2018·23.542 MB·English

by  Subhransu Sekhar Dash, Paruchuri Chandra Babu Naidu, Ramazan Bayindir, Swagatam Das

Advances in Intelligent Systems and Computing 668
Subhransu Sekhar Dash
Paruchuri Chandra Babu Naidu
Ramazan Bayindir
Editors
Swagatam Das
Artificial Intelligence
and Evolutionary
Computations in
Engineering Systems
Proceedings of ICAIECES 2017
Advances in Intelligent Systems and Computing
Volume 668
Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
e-mail: [email protected]
Theseries“AdvancesinIntelligentSystemsandComputing”containspublicationson
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More information about this series at http://www.springer.com/series/11156
Subhransu Sekhar Dash
(cid:129)
Paruchuri Chandra Babu Naidu
Ramazan Bayindir Swagatam Das
(cid:129)
Editors
fi
Arti cial Intelligence
and Evolutionary
Computations in Engineering
Systems
Proceedings of ICAIECES 2017
123
Editors
Subhransu SekharDash Ramazan Bayindir
Electrical andElectronics Engineering Department ofElectrical andElectronics
SRMEngineering College Engineering
Kattankulathur, Tamil Nadu Gazi University
India Ankara
Turkey
Paruchuri ChandraBabu Naidu
Department ofElectrical andElectronics Swagatam Das
Engineering Indian Statistical Institute
MadanapalleInstitute of Technologyand Kolkata
Science India
Madanapalle, Andhra Pradesh
India
ISSN 2194-5357 ISSN 2194-5365 (electronic)
Advances in Intelligent Systems andComputing
ISBN978-981-10-7867-5 ISBN978-981-10-7868-2 (eBook)
https://doi.org/10.1007/978-981-10-7868-2
LibraryofCongressControlNumber:2017962973
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Preface
ThisAISCvolumecontainsthepaperspresentedattheInternationalConferenceon
Artificial Intelligence and Evolutionary Computations in Engineering Systems
(ICAIECES 2017) held during April 27–29, 2017, at Madanapalle Institute of
TechnologyandScience,Madanapalle,AndhraPradesh,India.ICAIECES2017is
an international conference aiming at bringing together the researchers from aca-
demia and industry to report and review the latest progresses in the cutting-edge
researchonvariousresearchareas ofelectroniccircuits,powersystems,renewable
energy applications, image processing, computer vision and pattern recognition,
machinelearning,dataminingandcomputationallifesciences,managementofdata
includingbigdataandanalytics,distributedandmobilesystemsincludinggridand
cloud infrastructure, information security and privacy, VLSI, antenna, intelligent
manufacturing, signal processing, intelligent computing, soft computing, Web
security, privacy and optimization, communications, smart wireless and sensor
networks,networkingandinformationsecurity,mobilecomputingandapplications,
industrial automation and MES, cloud computing, green IT, and finally to create
awareness about these domains to a wider audience of practitioners.
ICAIECES 2017 received 250 paper submissions from India and five foreign
countries.Allpaperswerepeer-reviewedbyexperts,andcommentshavebeensent
to the authors of accepted papers. Finally, 69 papers were accepted for oral pre-
sentation in the conference. This corresponds to an acceptance rate of 31% and is
intended to maintain the high standards of the conference proceedings. The papers
includedinthisAISCvolumecoverawiderangeoftopicsinintelligentcomputing
andalgorithmsandtheirreal-timeapplicationsinproblemsfromdiversedomainsof
science and engineering.
TheconferencewasinauguratedbyDr.M.Y.S.Prasad,IndianScientistandthe
former Director of the Satish Dhawan Space Centre, Sriharikota. The conference
featured distinguished keynote speakers as follows: Dr. Ramazan Bayindir, Gazi
University; Dr. Roman Senkerik, Tomas Bata University in Zlin; Dr. Bhekisipho
Twala, University of Johannesburg; Dr. Sanjeevi Kumar Padmanaban, University
of Johannesburg; Dr. Ranjan Kumar Behera, IITP; Dr. Subhransu Sekhar Dash,
SRM University; and Dr. Swagatam Das, ISI, Kolkata, India.
v
vi Preface
We take this opportunity to thank the authors of the submitted papers for their
hard work, adherence to the deadlines, and patience with the review process. The
qualityofarefereedvolumedependsmainlyontheexpertiseanddedicationofthe
reviewers. We are indebted to the Technical Committee members, who produced
excellent reviews in limited time. We are highly indebted to Honorable
Dr. N. Vijaya Bhaskar Choudary, Ph.D., Secretary and Correspondent; and
HonorableSri.N.KrishnaKumar,Chairman,MITS,India,forsupportingourcause
and encouraging us to organize the conference. In particular, we would like to
express our heartfelt thanks for providing us with the necessary financial support
and infrastructural assistance to hold the conference. Our sincere thanks to
Dr. C. Yuvaraj, Principal, Mrs. M. Prathibha, Sr. Administrative Officer (G.A.D),
Madanapalle Institute of Technology and Science (MITS), Andhra Pradesh, India,
for their continuous support and guidance. We specially thank Dr. R. Rajkamal,
Associate Professor, Program Co-Chair, Madanapalle Institute of Technology and
Science(MITS),AndhraPradesh,India,forhisexcellentsupportandarrangements.
We thank International Advisory Committee members for providing valuable
guidance and inspiration to overcome various difficulties in the process of orga-
nizing this conference. We would also like to thank the participants of this con-
ference. The members of faculty and students of Madanapalle Institute of
Technology and Science (MITS), Andhra Pradesh, India, deserve special thanks.
Finally,wethankallthevolunteerswhomadegreateffortsinmeetingthedeadlines
andarrangingeverydetailtomakesurethattheconferencecouldrunsmoothly.We
hope the readers will find the papers inspiring and enjoyable.
Kattankulathur, India Subhransu Sekhar Dash
Madanapalle, India Paruchuri Chandra Babu Naidu
Ankara, Turkey Ramazan Bayindir
Kolkata, India Swagatam Das
April 2017
Contents
Testing the Functionality of Firewall in Software-Defined
Networking. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Adebayo Oluwaseun Adedayo and Bhekisipho Twala
An Extension of 2D Laplacian of Gaussian (LoG)-Based
Spot Detection Method to 3D . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
Matsilele Mabaso, Daniel Withey and Bhekisipho Twala
Distributive MPPT Approach Using ANFIS and Perturb&Observe
Techniques Under Uniform and Partial Shading Conditions . . . . . . . . . 27
Adedayo M. Farayola, Ali N. Hasan, Ahmed Ali and Bhekisipho Twala
Performance of MPPT in Photovoltaic Systems Using GA-ANN
Optimization Scheme . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39
Ahmed Ali, Bhekisipho Twala and Tshilidzi Marwala
The Use of Multilayer Perceptron to Classify and Locate Power
Transmission Line Faults. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 51
P. S. Pouabe Eboule, Ali N. Hasan and Bhekisipho Twala
Generation of 3D Realistic Synthetic Image Datasets for Spot
Detection Evaluation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 59
Matsilele Mabaso, Daniel Withey and Bhekisipho Twala
Modified Newton’s Method in the Leapfrog Method
for Mobile Robot Path Planning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 71
Belinda Matebese, Daniel Withey and Mapundi K. Banda
Impact of Poor Data Quality in Remotely Sensed Data . . . . . . . . . . . . . 79
Thembinkosi Nkonyana and Bhekisipho Twala
Image Enrichment Using Single Discrete Wavelet Transform
Multi-resolution and Frequency Partition . . . . . . . . . . . . . . . . . . . . . . . 87
Chinnem Rama Mohan and Siddavaram Kiran
vii
viii Contents
An Experiential Metrics-Based Machine Learning Approach
for Anomaly Based Real Time Prevention (ARTP)
of App-DDoS Attacks on Web . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99
K. Munivara Prasad, A. Rama Mohan Reddy and K. Venu Gopal Rao
Lifetime Enhancement of a Node Using I—Leach Protocol in WSN . . . 113
D. Venkatesh and A. Subramanyam
Self Regulating Power Saving System for Home Automation. . . . . . . . . 121
Nesarani Abraham, Ramalakshmi Ramar and Jayalakshmi Ramachandran
An Optimal Rule Set Generation Algorithm for Uncertain Data . . . . . . 133
S. Surekha
Extended Security Solution for Women Based on Raspberry Pi . . . . . . 147
M. V. Marathe, Saurabh Kumar, Sejal Ghodke, PrashantKumar Sharma
and Nupura Potdar
Recommendation System Based on Generalized-Weighted Tree
Similarity Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 157
D. Pramodh Krishna and K. Venu Gopal Rao
Product Recommendation System Using Priority Ranking. . . . . . . . . . . 167
S. Vasundra, D. Raghava Raju and D. Venkatesh
Managing and Control of Data Transmission
in a High Mobility-based Wireless Networks . . . . . . . . . . . . . . . . . . . . . 177
Giri M., Seethalakshmi R. and Jyothi S.
Optimization Technique for Flowshop Scheduling Problem. . . . . . . . . . 187
Amar Jukuntla
Optimal Active Node Selection, Neighborhood Discovery,
and Reliability in Wireless Sensor Networks . . . . . . . . . . . . . . . . . . . . . 195
Giri M., Seethalakshmi R. and Jyothi S.
A Review on Security Issue in Security Model
of Cloud Computing Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 207
G. Venkatakotireddy, B. Thirumala Rao and Naresh Vurukonda
Dynamic Navigation of Query Results Based on Hash-Based
Indexing Using Improved Distance PageRank Algorithm. . . . . . . . . . . . 213
L. Lakshmi, P. Bhaskara Reddy and C. Shoba Bindu
Defending DDoS in the Insecure Internet of Things: A Survey . . . . . . . 223
Manisha Malik, Kamaldeep and Maitreyee Dutta
Competent K-means for Smart and Effective E-commerce. . . . . . . . . . . 235
Akash Gujarathi, Shubham Kawathe, Debashish Swain, Subham Tyagi
and Neeta Shirsat
Contents ix
Installation Automation Tool . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 243
Bhanuprakash Vattikuti, N. V. K. Chaitanya and Amar Jukuntla
Missing Values Imputation Using Genetic Algorithm
for the Analysis of Traffic Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 251
Ranjit Reddy Midde, Srinivasa K. G and Eswara Reddy B
Steganography Technique to Prevent Data Loss
by Using Boolean Functions. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 263
Satya Ranjan Dash, Alo Sen, Sk. Sarif Hassan, Rahul Roy,
Chinmaya Misra and Kamakhya Narain Singh
Ant Colony Clusters for Fast Execution of Large Datasets . . . . . . . . . . 271
Konda Sreenu and Boddu Raja Srinivasa Reddy
Intelligent Traffic System to Reduce Waiting Time
at Traffic Signals for Vehicle Owners. . . . . . . . . . . . . . . . . . . . . . . . . . . 281
M. S. Satyanarayana, B. M. Murali Mohan and S. N. Raghavendra
ECG Classification Using Wavelet Transform
and Wavelet Network Classifier . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 289
Dinesh D. Patil and R. P. Singh
Developing Scans from Ground Penetrating Radar Data
for Detecting Underground Target. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 305
Siddhanth Kandul, Manish Ladkat, Radhika Chitnis, Rushikesh Sane
and D. T. Varpe
Key Management Interoperability Protocol-Based Library
for Android Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315
Apoorva Banubakode, Pooja Patil, Shreya Bhandare, Sneha Wattamwar
and Ashutosh Muchrikar
Analysis of Cloud Environment Using CloudSim. . . . . . . . . . . . . . . . . . 325
D.AsirAntonyGnanaSingh,R.PriyadharshiniandE.JebamalarLeavline
IoT Protocols to Manage and Secure Data
for the Technological Revolution . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335
B. N. Arathi and R. Pankaja
Design of Smart Home Using Internet of Things . . . . . . . . . . . . . . . . . . 349
Shaik Naseera, Anurag Sachan and G. K. Rajini
A Real-time Image Mosaicing Using Onboard Computer . . . . . . . . . . . 359
K. Sai Venu Prathap, S. A. K. Jilani and P. Ramana Reddy
Rough Set and Multi-thresholds based Seeded Region
Growing Algorithm for Image Segmentation . . . . . . . . . . . . . . . . . . . . . 369
D. Anithadevi and K. Perumal