Advances in Data Science and Computing Technology : Methodology and Applications

著者名：Ghosal, Suman (EDT)/Choudhury, Amitava (EDT)/Saxena, Vikram Kumar (EDT)/Biswas, Arindam (EDT)/Chatterjee, Prasenjit (EDT)

Apple Academic Press（2022/11/24発売）

• 言語：ENG
• ISBN：9781774639986
• eISBN：9781000565430

Description

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.

Table of Contents

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