Intelligent Systems and Applications: Select Proceedings of ICISA 2022

512 Pages·2022·17.417 MB·English

by  Anand J. Kulkarni, Seyedali Mirjalili, Siba Kumar Udgata

Lecture Notes in Electrical Engineering 959
Anand J. Kulkarni
Seyedali Mirjalili
Siba Kumar Udgata   Editors
Intelligent
Systems and
Applications
Select Proceedings of ICISA 2022
Lecture Notes in Electrical Engineering
Volume 959
Series Editors
Leopoldo Angrisani, Department of Electrical and Information Technologies Engineering, University of Napoli
Federico II, Naples, Italy
Marco Arteaga, Departament de Control y Robótica, Universidad Nacional Autónoma de México,
Coyoacán, Mexico
Bijaya Ketan Panigrahi, Electrical Engineering, Indian Institute of Technology Delhi, New Delhi, Delhi, India
Samarjit Chakraborty, Fakultät für Elektrotechnik und Informationstechnik, TU München, Munich, Germany
Jiming Chen, Zhejiang University, Hangzhou, Zhejiang, China
Shanben Chen, Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Tan Kay Chen, Department of Electrical and Computer Engineering, National University of Singapore,
Singapore, Singapore
Rüdiger Dillmann, Humanoids and Intelligent Systems Laboratory, Karlsruhe Institute for Technology,
Karlsruhe, Germany
Haibin Duan, Beijing University of Aeronautics and Astronautics, Beijing, China
Gianluigi Ferrari, Università di Parma, Parma, Italy
Manuel Ferre, Centre for Automation and Robotics CAR (UPM-CSIC), Universidad Politécnica de Madrid,
Madrid, Spain
Sandra Hirche, Department of Electrical Engineering and Information Science, Technische Universität München,
Munich, Germany
Faryar Jabbari, Department of Mechanical and Aerospace Engineering, University of California, Irvine, CA, USA
Limin Jia, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland
Alaa Khamis, German University in Egypt El Tagamoa El Khames, New Cairo City, Egypt
Torsten Kroeger, Stanford University, Stanford, CA, USA
Yong Li, Hunan University, Changsha, Hunan, China
Qilian Liang, Department of Electrical Engineering, University of Texas at Arlington, Arlington, TX, USA
Ferran Martín, Departament d’Enginyeria Electrònica, Universitat Autònoma de Barcelona, Bellaterra,
Barcelona, Spain
Tan Cher Ming, College of Engineering, Nanyang Technological University, Singapore, Singapore
Wolfgang Minker, Institute of Information Technology, University of Ulm, Ulm, Germany
Pradeep Misra, Department of Electrical Engineering, Wright State University, Dayton, OH, USA
Sebastian Möller, Quality and Usability Laboratory, TU Berlin, Berlin, Germany
Subhas Mukhopadhyay, School of Engineering & Advanced Technology, Massey University,
Palmerston North, Manawatu-Wanganui, New Zealand
Cun-Zheng Ning, Electrical Engineering, Arizona State University, Tempe, AZ, USA
Toyoaki Nishida, Graduate School of Informatics, Kyoto University, Kyoto, Japan
Luca Oneto, Department of Informatics, BioEngineering, Robotics, University of Genova, Genova, Genova, Italy
Federica Pascucci, Dipartimento di Ingegneria, Università degli Studi “Roma Tre”, Rome, Italy
Yong Qin, State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, China
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Germano Veiga, Campus da FEUP, INESC Porto, Porto, Portugal
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Walter Zamboni, DIEM-Università degli studi di Salerno, Fisciano, Salerno, Italy
Junjie James Zhang, Charlotte, NC, USA
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· ·
Anand J. Kulkarni Seyedali Mirjalili
Siba Kumar Udgata
Editors
Intelligent Systems
and Applications
Select Proceedings of ICISA 2022
Editors
Anand J. Kulkarni Seyedali Mirjalili
Institute of Artificial Intelligence Torrens University
Dr Vishwanath Karad MIT World Peace Adelaide, SA, Australia
University
Pune, India
Siba Kumar Udgata
School of Computer and
Information Science
University of Hyderabad
Hyderabad, India
ISSN 1876-1100 ISSN 1876-1119 (electronic)
Lecture Notes in Electrical Engineering
ISBN 978-981-19-6580-7 ISBN 978-981-19-6581-4 (eBook)
https://doi.org/10.1007/978-981-19-6581-4
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Preface
Artificial intelligence (AI) has been instrumental in almost every fundamental as
well as multidisciplinary application-based research. Several intelligent systems have
been developed in the numerous domains including robotics, pharmaceutics, baking
and finance, agriculture, food processing, crime prevention, smart homes, trans-
portation and traffic control, wild life conservation, disaster management, health
care, manufacturing, sports, education, human resource, IoT, pollution control, poli-
tics, governance, fashion design, cybersecurity, etc., which are just to mention a
few. Moreover, every country in the world is taking lead in developing such systems
which is positively affecting the society at large. In order to be a driver and contrib-
utor in this direction, the Institute of Artificial Intelligence of the MIT World Peace
University, Pune, Maharashtra, India, successfully organized the 1st International
Conference on Intelligent Systems and Applications (ICISA) on May 4 and 5, 2022.
Several academicians, researchers, scientists, professionals, and students shared their
findings, knowledge, and expertise in the fields associated with intelligent systems
in agriculture, Internet of Things and cloud computing, image processing and deep
learning, cybersecurity and data security, intelligent systems for social welfare, social
media, natural language processing, medical and healthcare management, optimiza-
tion algorithms and applications, finance, and stock market, etc. The associated
sessions were chaired by several eminent researchers and academicians including
Dr. E. S. Gopi from NIT Trichy, India; Dr. Ishaan R. Kale, Dr. Ratnakar R. Ghor-
pade, Prof. Apoorva S. Shastri, Dr. Priyanka Gujrati, Dr. Rohit Ghadge, Dr. Anand
J. Kulkarni, Dr. Saket R. Yeolekar, Dr. Sushil Kumar Gupta, Dr. Pankaj Dhatrak,
Dr. Shubhalaxmi Joshi from MIT World Peace University, Pune, India; Dr. Mangal
Singh and Prof. Aniket Nargundkar from Symbiosis International (Deemed Univer-
sity), Pune; Dr. Shahin Jalili from University of Aberdeen, UK; Prof. Pavnesh Kumar
from Mahatma Gandhi Central University, India; Dr. Krishna Prasad Ponnekanti
from ANITS, Visakhapatnam, India; Dr. Anabel Martinez Vargas from Universidad
Politécnica de Pachuca, Mexico; Dr. Parikshit Joshi from IIM Ahmedabad; Dr. Priya
Ranjan from Bhubaneswar Institute of Technology; and Dr. Sachin Salunkhe from
Vel Tech, Chennai, India.
v
vi Preface
In addition, three elite keynote talks were delivered by Dr. Seyedali Mirjalili,
Torrens University, Australia, Dr. Priya Ranjan from Bhubaneswar Institute of Tech-
nology, and Dr. Naoufel Cheikhrouhou, University of Applied Sciences, Western
Switzerland. We would like to extend our special thanks to Pro-Vice-Chancellor of
the MIT World Peace University Dr. Milind Pande for his support and motivation
in seamless organization of the conference. Thanks are due to very distinguished
reviewers for their timely support and competent team members for successfully
organizing the event. Importantly, we thank Ms. Kamiya Khatter, Associate Editor,
Springer, and Ms. Rini Christy, the Project Coordinator, Springer, for all the help
they provided.
Pune, India Anand J. Kulkarni
Brisbane, Australia Seyedali Mirjalili
Hyderabad, India Siba Kumar Udgata
Contents
Intelligent Systems in Agriculture
An Efficient Approach for Plant Leaf Species Identification Based
on SVM and SMO and Performance Improvement ................... 3
Sahil Vyas, Manish Kumar Mukhija, and Satish Kumar Alaria
Smart IoT-Based Pesticides Recommendation System for Rice
Diseases .......................................................... 17
Sumit Kumar, Rutuja Rajendra Patil, and Ruchi Rani
Classification of Tomato Leaf Diseases: A Comparison of Different
Optimizers ........................................................ 27
Arun M. Patokar and Vinaya V. Gohokar
Optimization of Rainfall Intensities Classification Based
on Artificial Intelligence Using Recurrent Neural Network ............ 39
Mourad Lazri, Karim Labadi, Fethi Ouallouche, and Soltane Ameur
Tomato Plant Leaf Disease Detection Using Inception V3 .............. 49
Harsh Baheti, Anuradha Thakare, Yash Bhople, Sudarshan Darekar,
and Om Dodmani
Astute Farm Monitoring Using WSN and AI—A Solution
for Optimally Monitoring Environmental Conditions ................. 61
Sanjivani Kulkarni, Shilpa Budhavale, and Vaishali Langote
Intelligent Systems in Internet of Things and Cloud Computing
A Comprehensive Literature Review of Artificial Intelligent
Practices in the Field of Penetration Testing .......................... 75
Dipali N. Railkar and Shubhalaxmi Joshi
IoT-Cloud-Enabled Smart Framework for Real-World
Applications ...................................................... 87
Manzoor Ansari and Mansaf Alam
vii
viii Contents
Empirical Analysis of the Impact of Homomorphic Encryption
on Cloud Computing .............................................. 107
Chinmayee Rout, Srinivas Sethi, Ramesh Kumar Sahoo,
and J. Chandrakanta Badajena
Comparative Analysis of Full Training Set and Cross-Validation
for Machine Learning Approach to Run Smart Wheelchair ............ 121
Jenamani Chandrakanta Badajena, Srinivas Sethi,
and Ramesh Kumar Sahoo
Relationship LSTM Network for Prediction in Social Internet
of Things ......................................................... 133
S. D. Mohana, S. P. Shiva Prakash, and Kiril Krinkin
Relationship-Based AES Security Model for Social Internet
of Things ......................................................... 143
K. S. Santhosh Kumar, J. Hanumanthappa, S. P. Shiva Prakash,
and Kirill Krinkin
Intelligent Systems in Image Processing and Deep Learning
Face and Fingerprint Fusion Using Deep Learning ................... 155
Saloni Ekal, Kunjal Wadke, Md. Altamash, and Rupali Kute
Artificial Intelligence for Satellite Image Processing: Application
to Rainfall Estimation .............................................. 165
Fethi Ouallouche, Karim Labadi, Yacine Mohia, Mourad Lazri,
and Soltane Ameur
Cyber Security and Data Security
A Comprehensive Review of Various Approaches to Intrusion
Detection Systems ................................................. 177
Swati Shinde, Tejas Borde, Aditya Deo, Suraj Dhamak,
and Shreyas Dungarwal
Extensive Analysis of Intrusion Detection System Using Deep
Learning Techniques ............................................... 191
Nishit Bhaskar Patil and Shubhalaxmi Joshi
Intelligent Systems for Social Welfare I
A Comprehensive Comparison Between Pre-trained and Custom
Trained Object Detection Model for Indian Traffic Scenarios .......... 209
Atharva Joshi, Abhishek Shelke, and Bhakti Paranjape
Contents ix
Detection of Outdoor Traffic and Kids Playing Scene for Visually
Impaired People ................................................... 219
Swati Shilaskar, Amey Kadam, Rupesh Kadam, Tanuja Jadhav,
Shripad Bhatlawande, and Jyoti Madake
A Real-Time Detection of Indian Traffic Signs for Visually
Impaired People ................................................... 237
Jyoti Madake, Mahesh Badade, Mrunal Barve, Shripad Bhatlawande,
and Swati Shilaskar
Electronic Travel Aid for Crosswalk Detection for Visually
Challenged People ................................................. 249
Shripad Bhatlawande, Neel Gokhale, Dewang V. Mehta,
Parag Gaikwad, Swati Shilaskar, and Jyoti Madake
Intelligent Systems for Social Media
Twitter Sentiment Analysis Using Enhanced BERT ................... 263
Suman Mann, Jyoti Arora, Mudita Bhatia, Ritika Sharma,
and Rewangi Taragi
A Study on Sentiment Analysis of Twitter Data in Marathi
Language for Measuring Depression ................................ 273
Mrunmayee Jakate, Snehal Lavangare, Nirmiti Bhoir, Aarushi Das,
and Deepali Kadam
GMM-EM-ACO Model for Congestion Free Routing in Social
Internet of Things ................................................. 295
D. Bhavya, D. S. Vinod, S. P. Shiva Prakash, and Kiril Krinkin
Natural Language Processing
Gesture Recognition for American Sign Language Using Pytorch
and Convolutional Neural Network ................................. 307
Devashsih Sethia, Pallavi Singh, and B. Mohapatra
Enhanced Preprocessing Technique for Degraded Printed Marathi
Characters ........................................................ 319
M. S. Sonawane, C. A. Dhawale, and C. H. Patil
Intelligent Systems in Medical and Healthcare Management
Cough Audio Signal-Based Clinical Emergency Classification
of Corona Variant Infected Patients Using Multiclass SVM ............ 333
N. M. Jyothi and S. Madhusudhanan