Table Of ContentAlgorithms for Intelligent Systems
Series Editors: Jagdish Chand Bansal · Kusum Deep · Atulya K. Nagar
Sunil Dutt Purohit · Dharm Singh Jat ·
Ramesh Chandra Poonia ·
Sandeep Kumar · Saroj Hiranwal Editors
Proceedings
of International
Conference
on Communication
and Computational
Technologies
ICCCT-2019
Algorithms for Intelligent Systems
Series Editors
Jagdish Chand Bansal, Department of Mathematics, South Asian University,
New Delhi, Delhi, India
KusumDeep,DepartmentofMathematics,IndianInstituteofTechnologyRoorkee,
Roorkee, Uttarakhand, India
Atulya K. Nagar, School of Mathematics, Computer Science and Engineering,
Liverpool Hope University, Liverpool, UK
Thisbookseriespublishesresearchontheanalysisanddevelopmentofalgorithms
for intelligent systems with their applications to various real world problems. It
covers research related to autonomous agents, multi-agent systems, behavioral
modeling, reinforcement learning, game theory, mechanism design, machine
learning, meta-heuristic search, optimization, planning and scheduling, artificial
neural networks, evolutionary computation, swarm intelligence and other algo-
rithms for intelligent systems.
The book series includes recent advancements, modification and applications
of the artificial neural networks, evolutionary computation, swarm intelligence,
artificial immune systems, fuzzy system, autonomous and multi agent systems,
machine learning and other intelligent systems related areas. The material will be
beneficial for the graduate students, post-graduate students as well as the
researchers who want a broader view of advances in algorithms for intelligent
systems. The contents will also be useful to the researchers from other fields who
have no knowledge of the power of intelligent systems, e.g. the researchers in the
field of bioinformatics, biochemists, mechanical and chemical engineers,
economists, musicians and medical practitioners.
The series publishes monographs, edited volumes, advanced textbooks and
selected proceedings.
More information about this series at http://www.springer.com/series/16171
Sunil Dutt Purohit Dharm Singh Jat
(cid:129) (cid:129)
Ramesh Chandra Poonia
(cid:129)
Sandeep Kumar Saroj Hiranwal
(cid:129)
Editors
Proceedings of International
Conference
on Communication
and Computational
Technologies
ICCCT-2019
123
Editors
Sunil Dutt Purohit Dharm SinghJat
RajasthanTechnical University Department ofComputer Science
Kota, Rajasthan, India University of Science andTechnology,
Namibia
RameshChandra Poonia Windhoek, Namibia
Department ofICT andNatural Sciences
NorwegianUniversity of Science Sandeep Kumar
andTechnology Department ofComputer Science
Alesund, Norway Amity University
Jaipur,Rajasthan, India
SarojHiranwal
RajasthanInstitute of Engineering
andTechnology
Jaipur,Rajasthan, India
ISSN 2524-7565 ISSN 2524-7573 (electronic)
Algorithms for Intelligent Systems
ISBN978-981-15-5076-8 ISBN978-981-15-5077-5 (eBook)
https://doi.org/10.1007/978-981-15-5077-5
©SpringerNatureSingaporePteLtd.2021
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Preface
Nature continuously provides inspiration for ways to solve the real-life problems.
Nature has progressed over thousands of years and now aids the development of
innovative models, techniques and tools for many disciplines of scientific aspira-
tion. Humankind has been continuously trying to comprehend and adapt nature in
order to develop innovative techniques and tools. The area of nature-inspired
computing is a combination of computing science with knowledge from different
streams such as mathematics, biology, chemistry, physics and engineering.
Basically, the main source of inspiration is nature, and thus, they are called
nature-inspired. More than hundred algorithms inspired by nature are available
today. These algorithms are able to solve the complex optimization problems very
easily and with high efficiency. They always provide optimal or near-to-optimal
solutions. Smart and intelligent computing is not complete without nature-inspired
algorithms. Therefore, this conference has the main objective of circulating the
innovations and advancements of smart and intelligent computing.
The International Conference on Communication and Computational
Technologies-2019 (ICCCT-2019) was held at Rajasthan Institute of Engineering
and Technology, Jaipur, India, from August 30 to 31, 2019. This proceedings
consists of 59 research papers from ICCCT-2019. We are thankful to Soft
Computing Research Society (SCRS) for providing technical sponsorship for this
event. We are also very thankful to Springer for supporting ICCCT-2019.
We hope that this conference proceedings will prove to be useful.
Jaipur, India Dr. Sunil Dutt Purohit
Prof. Dharm Singh Jat
Dr. Ramesh Chandra Poonia
Dr. Sandeep Kumar
Dr. Saroj Hiranwal
v
About This Book
This book features selected papers presented at the International Conference on
Communication and Computational Technologies-2019 (ICCCT-2019), held at
Rajasthan Institute of Engineering and Technology, Jaipur, India, from August 30
to 31, 2019. Covering recent advances in communication and computing intelli-
gence, the bookfocusesontherecent developmentsinintelligent computing,such
asintelligentcomputationaltechnologies,intelligentcommunicationandintelligent
computing paradigms with applications in every aspect of life.
vii
Contents
1 AbilityStudyofProximityMeasureforBigDataMiningContext
on Clustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Kamlesh Kumar Pandey and Diwakar Shukla
2 Not Yet Decided . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
Anil Kumar and Rajeev Kumar
3 An Approach to Implement MapReduce and Aggregation
Pipeline Utilizing NoSql Technologies . . . . . . . . . . . . . . . . . . . . . . . 27
Monika and Vishal Shrivastava
4 Energy Hole Alleviation in Wireless Sensor Networks Through
Node Behavior Modeling Using Firefly Algorithm . . . . . . . . . . . . . 35
Sachin Sharma, Saroj Hiranwal, and Kapil Dev Sharma
5 Analysis of Modified LEACH Protocol in Wireless Sensor
Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57
Anurag Sharma, Jyoti Khandelwal, and Mukesh Kumar Choudhary
6 Recent Soft Computing Strategies for Induction Motor Analysis
and Control: A Survey . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67
Fani Bhushan Sharma and Shashi Raj Kapoor
7 Protection of Wind Farm Integrated Double Circuit
Transmission Line Using Walsh–Hadamard Transform-Based
Artificial Intelligence Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . 73
Gaurav Kapoor
8 Analysis of Ensemble Classifiers with Feature Selection
for an Effective Intrusion Detection Model . . . . . . . . . . . . . . . . . . . 85
Atreya Dyaram, V. Manojkumar, J. Sairabanu,
and I. Sumaiya Thaseen
ix
x Contents
9 Color Image Encryption and Compression Using DCT in Joint
Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97
Umesh Maru, Gajendra Sujediya, and Yashika Saini
10 EfficientMethodforPredictionAccuracyofHeartDiseasesUsing
Machine Learning. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113
Manoj Raman, Vijay Kumar Sharma, Saroj Hiranwal,
and Amit Kumar Bairwa
11 Neighbourhood-Inspired Grey Wolf Optimizer. . . . . . . . . . . . . . . . 123
Priyanka Meiwal, Harish Sharma, and Nirmala Sharma
12 TheAnalysisofMachine LearningTechniques forHeartDisease
Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137
Surendra Singh and Vishal Shrivastava
13 The Analysis of Stock Market Prediction Techniques. . . . . . . . . . . 145
Swati Chedwal and Vishal Shrivastava
14 Mitigating the Impact of DDoS Attack on Upsurge Network
Performance in MANET. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 153
ChourSinghRajpoot,AmitKumarBairwa,andVijayKumarSharma
15 Protection of Wind Farm-Integrated Series
Capacitor-Compensated Three-Phase Transmission
Line Using Daubechies-7 Wavelet Transform . . . . . . . . . . . . . . . . . 165
Gaurav Kapoor
16 Smart Wireless Reconfigurable Device Using LoRa Technology. . . 177
Ronak Jain, Rekha Mithal, and Naveen Kumar Kedia
17 Microstrip Aerial for 2.45/5.2 GHz by Pin Loading . . . . . . . . . . . . 185
Rajesh Kumar Raj and Himanshu Khandelwal
18 Decision Tree Using Artificial Neural Network: A Proposed
Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 197
Monika Rathore and Shruti Gupta
19 A Comparative Analysis of R and Weka for Market Basket
Analysis Using Apriori Algorithm. . . . . . . . . . . . . . . . . . . . . . . . . . 211
Monika Rathore and Shruti Gupta
20 An Energy-Efficient and Secured Hop-by-Hop Authentication
Protocol for Wireless Sensor Networks. . . . . . . . . . . . . . . . . . . . . . 221
S. V. N. Santhosh Kumar, M. Selvi, A. Kannan, and S. Ganapathy
21 A Study of Gujarati Character Recognition . . . . . . . . . . . . . . . . . . 229
Arpit A. Jain and Harshal A. Arolkar
Contents xi
22 Security-Aware Workflow Allocation Strategy for IaaS Cloud
Environment. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 241
Mohammad Shahid, Mahfooz Alam, Faraz Hasan,
and Mohammad Imran
23 Design Coverage and Connectivity Framework for Wireless
Sensor Networks Using Optimum Energy. . . . . . . . . . . . . . . . . . . . 253
Sanchit Goyal, Shreshtha Goel, and Vinita Tiwari
24 Hybrid Forecasting Scheme for Enhance Prediction Accuracy
of Spambase Dataset. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 269
Divyanjali Saini and Monalisa Meena
25 AnEnhanceSecurityoftheColorImageUsingAsymmetricRSA
Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279
Shreya Agrawal, Mayank Patel, and Amit Sinhal
26 Social Media Analytics and Mutual Fund Recommendation. . . . . . 287
Samkit Shah and Harshal Trivedi
27 Hyperspectral Endmember Extraction Algorithm Using
Spearman’s Rank Correlation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 305
Dharambhai Shah and Tanish Zaveri
28 Optimization Algorithms for Antenna Design, Array Thinning,
and Radiation Pattern Synthesis. . . . . . . . . . . . . . . . . . . . . . . . . . . 319
Madhuri Sahal, Vivekanand Tiwari, and Tejpal
29 Implementation of a Simple Plug-and-Play Module for Vehicle
to Vehicle Communication Over 434 Megahertz Band . . . . . . . . . . 327
Anand Sabne, Abruti Panda, Rohan Shevade, Divyansh Kasture,
and Dr. Vaishali Ingale
30 Performance Analysis of Hello Flood Attack in WSN. . . . . . . . . . . 335
Sourabh Banga, Himanshu Arora, Smita Sankhla, Gopesh Sharma,
and Bhavesh Jain
31 Performance Enhancement of Satellite Communication
Subsystem Using 4 (cid:1)(cid:1) 4 MIMO. . . . . . . . . . . . . . . . . . . . . . . . . . . . 343
Gopesh Sharma, Himanshu Arora, Sourabh Banga,
and Vijay Kumar Sharma
32 Design of Compact Dual-Band Antenna for Wi-Max and WLAN
Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353
Megha Shringi, Rajveer Singh, and M. L. Meena
33 Quantum Hilbert Image Scrambling and SVD-Based
Watermarking Scheme for Rightful Ownership . . . . . . . . . . . . . . . 361
Naveen Kumar and Vijay Kumar Sharma