1st Edition
Advances in Data Science and Computing Technology Methodology and Applications
This volume helps to address the genuine 21st century need for advances in data science and computing technology. It provides an abundance of new research and studies on progressive and innovative technologies, including artificial intelligence, communication systems, cyber security applications, data analytics, Internet of Things (IoT), machine learning, power systems, VLSI, embedded systems, and much more. The book presents a variety of interesting and important aspects of data science and computing technologies and methodologies in a wide range of applications, including deep learning, DNA cryptography, classy fuzzy MPPT controller, driving assistance, and safety systems. Novel algorithms and their applications for solving cutting-edge computational and data science problems are included also for an interdisciplinary research perspective.
The book addresses recent applications of deep learning and ANN paradigms, the role and impact of big data in the e-commerce and retail sectors, algorithms for load balancing in cloud computing, advances in embedded system based applications, optimization techniques using a MATLAB platform, and techniques for improving information and network security.
Advances in Data Science and Computing Technology: Methodology and Applications provides a wealth of valuable information and food for thought on many important issues for data scientists and researchers, industry professionals, and faculty and students in the data and computing sciences.
Part I: Recent Application of Deep Learning and ANN Paradigm
1. Deep Learning Supported Evaluation of Retinal Vessel Enhancement Techniques
Mahua Nandy Pal, Minakshi Banerjee, and Shuvankar Roy
2. An Efficient and Optimized Deep Neural Network Architecture for Handwritten Digit Recognition
Shuvankar Roy and Mahua Nandy Pal
3. Design and Development of a Driving Assistance and Safety System Using Deep Learning.
Shekhar Verma, Tushar Bajaj, Nidhi Sindhwani, and Abhijit Kumar
4. Prediction of the Positive Cases of COVID-19 for Individual States in India and Its Measure: A State-of-the-Art Analysis
Amitava Choudhury, Kaushik Ghosh, and Suman Ghosal
5. Deep Residual Neural Network Based Multi-Class Image Classifier for Tiny Images
Alok Negi, Prachi Chauhan, and Amitava Choudhury
6. Improved TDOA-Based Node Localization in WSN: An ANN Approach
Arpan Chatterjee, Ashish Agarowala, and Parag Kumar Guha Thakurta
Part II: Role and Impact of Big Data in E-Commerce and the Retail Sector
7. Impact of Big Data on E-Commerce Websites
Divyang Bhartia and Mausumi Das Nath
8. A Review of the Revolutionizing Role of Big Data in Retail Industry
Mausumi Das Nath and Madhu Agarwal Agnihotri
Part III: Algorithm for Load Balancing in Cloud Computing
9. Load-Balancing Implementation with an Algorithm of Matrix Based on the Entire Jobs
Payel Ray, Enakshmi Nandi, Ranjan Kumar Mondal, and Debabrata Sarddar
10. Load-Balancing Algorithm with Overall Tasks
Enakshmi Nandi, Payel Ray, Ranjan Kumar Mondal, and Debabrata Sarddar
11. Implementation of Load Balancing of Matrix Problem with the Row Sum Method
Payel Ray, Enakshmi Nandi, Ranjan Kumar Mondal, and Debabrata Sarddar
Part IV: Advances in Embedded System-Based Applications
12. Microcontroller-Based Wearable Location Tracker System with Immediate Support Facility
Sumanta Chatterjee, Dwaipayan Saha, Indrani Mukherjee, and Jesmin Roy
13. Design and Modifications of Eyedrop Bottle Holder Device: A Simplest Way to Install Ocular Drug Independently
Sirajum Monira, Vishal Biswas, and Satyam Jha
14. Agro-Nutrition Alert (ANA)
Rajneesh Kumar, Priya Anand, Debaparna Sengupta, and Monalisa Datta
Part V: Optimization Technique Using MATLAB Platform
15. Selection of Optimal Mother Wavelet for Fault Analysis in Induction Motor Using Stator Current Waveform
Arunava Kabiraj Thakur, Palash Kumar Kundu, and Arabinda Das
16. High Efficiency High Gain SEPIC-Buck Boost Converter Based BLDC Motor Drive for Solar PV Array Fed Water Pumping
K. M. Ashitha and D. Thomas
17. A Classy Fuzzy MPPT Controller for Standalone PV System
Rahul Kumar Singh, Rahul Kumar Prasad, Rahul Singh, et al.
18. Active and Reactive Power Control in Variable Wind Turbine Using Simultaneous Working of STATCOM and Pitch Control
Arrik Khanna, Pushpanjali Singh Bisht, and Vikram Kumar Saxena
Part VI: Technique for Improving Information and Network Security
19. Information Security Using Key Management
Sanjib Halder, Bijoy Kumar Mandal, and Arindam Biswas
20. Strength-Based Novel Technique for Malicious Nodes Isolation
Prachi Chauhan and Alok Negi
21. Securing the Information Using Combined Method
Bijoy Kumar Mandal, Saptarshi Roychowdhury, Payel Majumder, and Anwesa Das
22. Implementation of DNA Cryptography in IoT Using Chinese Remainder Theorem, Arithmetic Encoding, and Asymmetric Key Cryptography
Ananya Satpati (Das), Soumya Paul, and Payel Majumder
23. Robust Technique to Overcome Thwarting Communication Under Narrowband Jamming in Extremely Low Frequency of CDMA-DSSS System on Coding- Based MATLAB Platform
Tanajit Manna, Rahit Basak, Mainak Das, and Alok Kole
Part VII: Miscellaneous Topics in Computing
24. The Utility of Regional Language Facility in Accounting Software for Retail Market of West Bengal
Madhu Agarwal Agnihotri and Arkajyoti Pandit
25. Comparative Analysis of Storey Drift of a G+9 RC-Structured Building Due to Seismic Loads in Various Seismic Regions
Budhaditya Dutta, Aditya Narayan Chakraborty, Ayushi Shah, et al.
26. A Proposal for Disinfection of Contaminated Subject Area Through Light
Anubrata Mondal and Kamalika Ghosh
Biography
Suman Ghosal, Arindam Biswas
