Driving Innovation by Dynamic Optimization

Arindam Dey, PhD is an Associate Professor in the School of Computer Science at the Vellore Institute of Technology, Tamil Nadu, India, with more than 14 years of teaching and research experience. He has published more than 50 research articles in national and international peer-reviewed journals. His research focuses on fuzzy optimization and genetic algorithms. Sachi Nandan Mohanty, PhD is a Professor in the School of Computer Science and Engineering at the Vellore Institute of Technology, Tamil Nadu, India. He has authored and edited 42 books and published more than 120 articles in international journals of repute. His research interests include data mining, big data analysis, cognitive science, fuzzy decision-making, brain-computer interface, cognition, and computational intelligence. Ranjan Kumar, PhD is an Assistant Professor at MLSM College, Darbhanga, Bihar, India, with more than ten years of experience in research, teaching, and industry. He is a reputed academician with significant contributions as a reviewer, associate editor, book editor, and editorial board member for internationally acclaimed research journals. His research in mathematics focuses on fuzzy optimization. T. Rajasanthosh Kumar, PhD is an Associate Professor at Puducherry Technological University, Puducherry, India. He has published 35 articles in internationals journals and conferences and two textbooks and has 25 granted patents to his credit. His research focuses on mechanical design and manufacturing.

• Preface xxiiiPart 1: Transforming Data Science and Machine Learning through Dynamic Optimization 11 Customized K-Means Clustering-Based Color Image Segmentation 3Babitha Lokula, V. Uma Shankar, L. Sushanth Gagan and N. Sudarshan2 Optimizing Financial Forecasts and Integrating Utility Mining with Machine and Deep Learning for Stock Market Price Prediction 17Venkatram Vennam, Ch Ramesh Babu and Amjan Shaik3 Enhancing OCR Adaptability in Multimodal Environments: Challenges, Opportunities, and Insights 41Praveen Kumar Nelapati, Arindam Dey, Avi Das and Likitha Chowdary Botta4 Text Generation, Classification, and Optimization Using Tokenization in NLP 55Kuldeep Vayadande, Yogesh Bodhe, Ajit Patil, Amolkumar N. Jadhav, Devdatta K. Mokashi, Swapnil C. Mane, Dipali Ashutosh Alone and Praveenkumar Arjun Patel5 Optimizing Decision Trees: Exploring Pruning Techniques and the Impact of Ensemble Classifiers 77Suraj B. Madagaonkar, Ramyashree, Ishaan Singh, Aakarshee Jain, Harshitha G. M., Girija Attigeri and Ramya D. Shetty6 Optimized Neural Machine Translation: A Review of Automated French-Hindi and Hindi-French Translation Systems 93Chandan Vishwas7 Optimizing Assignment Solutions: Integrating R and Python for Enhanced Workforce Efficiency 113Bijin Sanny P.R., Ankit Dubey, Miriyala Navya Pratyusha, Arindam Dey and Ranjan Kumar8 Practical Optimization: Big M with Python and R 125Bijin Sanny P.R., Ankit Dubey, Miriyala Navya Pratyusha, Arindam Dey and Ranjan Kumar9 Leveraging R and Python for Advanced Graphical Optimization Solutions 139Bijin Sanny P. R., Ankit Dubey, Miriyala Navya Pratyusha, Arindam Dey and Ranjan Kumar10 Linear Optimization: Simplex Method in Python and R 151Bijin Sanny P. R., Ankit Dubey, Miriyala Navya Pratyusha, Arindam Dey and Ranjan KumarPart 2: Revolutionizing Healthcare with AI-Driven Optimization 16311 Efficient Transfer Learning Methods for MIA: An Optimization Perspective 165Ch. V. Bhargavi and K. Subhadra12 Optimized Deep Learning Approach for Alzheimer's Prediction Using CNN on MRI Images 189G. Deepika, M. Vazralu, Patil Meenakshi and D. Mounika13 Precision Care: Exposing Machine Learning-Based Optimization Methods in Epileptic Seizure Diseases 207Sunkara Mounika and Reeja S. R.14 Optimized Deep Learning Models to Identify Skin Malignancy through Skin Lesion Images 235Shaik Reshma and Reeja S.R.15 Hybrid Optimization Techniques for Ayurvedic Medicine Recommendation: Bridging Tradition and Technology 269Kuldeep Vayadande, Yogesh Bodhe, Ajit Patil, Amolkumar N. Jadhav, Devdatta K. Mokashi, Swapnil C. Mane, Radhika Mahesh Mane and Renuka Vinayak Jadhav16 Entropy Optimization in Casson Tri-Mixed Nanofluid Flow on a Curved Sheet Utilizing the Cattaneo-Christov Model: Biomedical Applications 297K. Sakkaravarthi, P. Bala Anki Reddy, N.N.V. Sakuntala and Vangapelli NagarajuPart 3: Engineering the Future: Optimization in Technology and Smart Systems 33117 Optimized Performance of Grid-Integrated Hybrid Energy Systems Using Fuzzy Logic-Based MPPT 333K. Vijaya Bhaskar Reddy, A. Murali, Srinivasa Rao Balasani, P. Venkata Kishore, Golla Naresh Kumar and D. Sri Varasidhi Vinay18 Dynamic Optimization of 6G Networks with AI-Driven SDN Approaches 355Rohit Kumar Das and Monali Bordoloi19 Efficient EV Journeys: Balancing Route Optimization and Power Management 371Simran Sahoo, Meenakshi Kandpal, Shivani Agarwal, Jyotirmayee Rautaray, Pranati Mishra and Manjit Patra20 Optimization Techniques in AI-Driven Cybersecurity: Enhancing IoT and Social Media Security Frameworks 395Kuldeep Vayadande, Yogesh Bodhe, Ajit Patil, Amolkumar N. Jadhav, Devdatta K. Mokashi, Swapnil C. Mane, Vijay Chougule and Rajkumar Kundlik Chougale21 Efficient Book Genre Classification Using NLP and Optimization 425Kuldeep Vayadande, Yogesh Bodhe, Ajit Patil, Amolkumar N. Jadhav, Devdatta K. Mokashi, Swapnil C. Mane, Praveenkumar Arjun Patel and Rajkumar Kundlik Chougale22 A Data-Driven and Optimized Approach to Umpiring: Integrating AI and Machine Learning for Better Decision-Making 447Aditya Guntupalli, Aravind Kumar Muddana, Karthika Thota, Kowshik Eswara Chaitanya Venigalla, Phani Kumar Turlapati, Siddhartha Paturi, Sravya Kusam and Mukkoti Maruthi Venkata Chalapathi23 Automated Aerodynamic Shape Optimization through GAN-Driven 3D Model Generation 463Matta Sai Kiran Goud, Anila Macharla, G. Kiran Kumar, Karthik Alluri and S. China RamuPart 4: Sustainable Growth: Dynamic Optimization in Agriculture, Environment, and Industry 48524 Study of Optimization Techniques in Agriculture 487Preethi Nanjundan, Indu P.V. and Lijo Thomas25 An Optimization-Based Prediction Model for Agricultural Soil Health Using Stacking Ensemble Approach 509Amjan Shaik, Vidya Rajasekaran, N. Arul and P. Deepan26 A Multi-Objective Optimization Model for Enhancing Agricultural Supply Chain Management Using Genetic Algorithms 525Vidya Rajasekaran, Amjan Shaik, Deepan P. and Arul Natarajan27 Waste Management Optimization in Smart Cities 543Dipayan Das, Kashi Nath Datta and Soumya Bhattacharyya28 A Recommendation-Based Integrated Framework for Waste Management Using a Machine Learning Approach 565N. Arul, Vidya Rajasekaran, Amjan Shaik and P. Deepan29 From Toxicity to Transformation: Dynamic Optimization in Modern Organizations 589Priyabrata Swain, Aradhna Malik and Aneerban Roy30 Enhancing Portfolio Risk Optimization in R: From Mean-Variance Models to Bio-Inspired Algorithms 613Kushagara Joshi, Srijan Batra, Sandeep Kumar Satapathy, Shruti Mishra, Afzal Hussain Shahid and Sachi Nandan MohantyReferences 628Index 629