Sustainable Developments in Computer Engineering, Green Technology and Smart Systems

Volume 2

Bhabani Prasanna Pattanaik, Dhirendra Kumar Shukla, Sambit Satpathy, Kamalakanta Muduli

• Publisher: CRC Press
• Year: 2026
• Print ISBN:
  9781041248323
• Edition: 1
• eBook ISBN:
  9781040863732
• Topic: Computer Science
• Subtopic: Computer Engineering
• Index: Computer Science

The International Conference on Sustainable Developments in Computer Engineering, Green Technology and Smart Systems (ICSDS 2025) brings together groundbreaking contemporary insights and intelligent technological solutions in the fields of computer engineering, green computing, smart systems, artificial intelligence, Internet of Things, data science, and cybersecurity.

The chapters in this volume provide an integrated analysis of energy-efficient, environmentally sustainable, and technologically resilient building systems. Combining foundational principles with applied methodologies, the book addresses contemporary challenges in intelligent automation, sustainable communication networks, secure digital infrastructures, and smart industrial applications.

By integrating interdisciplinary research with real-world applications, this publication serves as a valuable resource for researchers, practitioners, and policymakers committed to shaping sustainable technological ecosystems for the future.

Table of contents

• Cover
• Half Title
• Series Page
• Title Page
• Copyright Page
• Contents
• Preface
• Acknowledgements
• About the Editors
• Scientific Committee
• National Advisory Committee
• Organizing Committee
• Machine Learning Empowered Stock Market Strategies: A Research Question-Driven Literature Survey
• Empirical Analysis of Machine Learning Techniques for Water Quality Prediction
• Predictive Maintenance of Aircraft Engines Using Machine Learning Approaches
• Analysis of a Machine Learning-Based algorithm in the early detection of Parkinson's disease using Random Forest
• Classification of Shrimp Diseases with Hybrid Extraction of CNN-VGG Function Using XG Boost
• Ecological Sustainability for Monitoring Terrestrial Biodiversity with Artificial Intelligence
• Federated GenAI Architecture for Privacy-Preserving Risk Scoring in Financial Institutions
• A Hybrid CNN–LSTM Deep Learning Model for Accurate Crop Leaf Disease Classification in Complex Imaging Environments
• Design of a DC Drive along with Grid Synchronization aspects of DC Motor fed Alternator
• A Hybrid Edge-Native Architecture for Autonomous eCommerce Agents
• ProPlanet: An Intelligent Gamified Sustainability Platform for Behavioral Transformation and Environmental Impact Quantification
• Classification and Comparison of Retinal Eye Disease Detection from OCT Images
• AI-Powered Healthcare Consultation and Doctor Matching System
• AI-Driven Optimization of Hybrid Renewable Energy Systems: Techniques, Challenges and Future Research Directions
• Serverless, AI-Driven Framework for Next-Generation Learning Management Systems: A Comprehensive Review and Future Research Directions
• Face Recognition-Based Portable Attendance System with Liveness Detection
• Hindi Named Entity Recognition, Translation and Correction using Sequence to Sequence Model
• Early Diagnosis of Autism Spectrum Disorder in Toddlers Through Machine Learning Methods
• Performance Analysis of FTO/ZnO/RbGeI3/RbGeBr3/NiO Perovskite Solar Cell Achieving 27.98% PCE
• A Unified Security and Recovery-Aware Scheduling Architecture for Reliable IoT–Edge–Cloud Computing
• Intelligent Systems for Predictive Healthcare: Analysis and Forecasting of Diseases
• Leveraging AI for Precise Cost Estimation for Software Projects
• Entangled Assets: A Framework for Privacy-Preserving Fraud Detection via Quantum Federated Learning
• Secure Device Authentication and Access Control Mechanisms in Modern IoT Ecosystems
• Efficient Breast Cancer Subtype Classification Using Multimodal-to-Unimodal Knowledge Distillation
• An Integrated YOLOv8-SEG and EfficientNet-B0 Framework for Tomato Leaf Disease Detection
• BitChat-Powered Zero-Trust Governance Framework for AI-Native Multi-Cloud Infrastructure: A Decentralized Protocol for Real-Time Compliance and Telemetry Exchange
• Bridging Flexibility and Immutability: Context-Aware Ledger Systems for Dynamic Healthcare Information Protection
• Crystal Edge Graph Attention-Driven Content-Based Movie Recommendation System
• Intelligent Job Matching System: A Hybrid Approach Combining Machine Learning and Semantic Analysis for Enhanced Career Portal Efficiency
• GeoPulse (Detection of Soil Quality)
• Scenario-Based Generation and Reduction for Renewable Energy Uncertainty in Sustainable Microgrids
• Serverless ML Pipelines: Deploying AI models in serverless cloud environments
• Optimizing Self-Driving Car Performance Through Modern Computer Vision and Sensor Fusion
• Empirical Analysis of Machine Learning Techniques for Predicting Water Quality
• Research Assistant using LangChain
• Analysis of Cybersecurity Threats and Security Modeling Approaches
• A Deep Learning Framework for Automated Liver Segmentation for Surgical Planning: A Case Study on Misleading Metrics
• Task Conflict, Team Competencies and Workforce Agility in Green Electric Vehicle Technology Adoption
• A Unified Approach to State Space-Based Modelling and Control of Zeta Converter using Dolphin Creative Thinking–Based on Optimization Algorithm
• Decentralized Federated AI Model Training for Skin Disease Diagnosis
• A Deep Reinforcement Learning framework for Home Energy Management Systems
• Development of Autonomous Driving Agent System Using Intelligent Reinforcement Learning Model
• Blockchain-Based Secure Electronic Voting Systems: A Comprehensive Review and Future Research Directions
• Transforming Early Cardiovascular Risk Evaluation Through AI-Driven Modeling
• Skin Disease Classification Using Hybrid Machine Learning Techniques
• BlockAuth - A Blockchain-Based Decentralized Identity Management System for Secure Access Control in IoT Networks
• PM2.5 Air Quality Forecasting with Hybrid Quantum-Firefly Optimization using Machine Learning
• Probabilities of Reliability Modelling of Generative AI Systems for Machine Learning Operations Pipeline
• Federated Proximal Guided DRL framework for Early-Stage Alzheimer's Detection
• Application of Seagull Swarm Optimization for Water Quality Prediction
• Text to Video Conversion of PIB Releases using AI/ML
• Lightweight Payload Encoding Method for OCPP in EV Charging Infrastructure
• Assessing the Efficacy of Classical and Hybrid Quantum Machine Learning Algorithms for Land Use and Land Cover Classification over West Bengal Region using Satellite Data
• Real-Time Facial Expression Identification for Depression Detection using Fuzzy Logic
• Design and Development of a Multilingual Mobile Accessibility Application for Hearing and Speech Impaired Users in India
• Blockchain for Educational Certificates: A Review of Trends, Technologies, and Research Challenges
• A Review of Diffusion Models for Image Inpainting
• Explainable Deep Learning Framework for Early Crop Disease Severity Estimation from Leaf Images
• Sustainable Developments in MPA Design for 2.4/5/6 GHz Wi-Fi Applications
• Interpretable Text Clustering: Methods and Case Study Analysis
• Scheme Seva: An AI-Powered Government Scheme Management Platform
• CARBONET: An IoT-Enabled Smart Indoor Air Quality Management System with Multi-Factor Comfort Index and Emergency Ventilation Alerts
• IoT-Based Smart Agriculture System for Plant Disease Detection
• Sustainable Generative AI Acceleration Using FPGA-Based Autoencoder Architecture
• A Review of Deep Learning for Diabetic Retinopathy Grading and Progression
• Real-Time Disaster Resource Allocation Using Multi-Agent Reinforcement Learning and Graph Neural Networks on Crisis Communication Data
• AI-Driven Unsupervised Embedding-Based Analysis of Social Media Data for Disaster Response
• Enhancing Learning Efficiency using GPT-Based AI Platforms
• Anonymous and Linkable Privacy Preserving Machine Learning for Medical Inference using Paillier Encryption and Linkable Ring Signatures
• A Deep Learning-Based Multimodal Cyberbullying Detection Framework Using DistilBERT ResNet50 and Cross-Modal Attention
• Reinforcement Learning-Based Adaptive Control for Self-Driving Cars in Urban Traffic
• A Machine Learning Framework for Automated Identification of Plant Leaf Diseases Using CNN
• Thyroid Disease Classification using Random Forest with Explainable AI Integration
• Earthquake Alert Prediction Using Machine Learning
• Agriculture Crop Prediction Using Artificial Neural Network and Multivariate Regression
• A Comparative Analysis of LLM-Generated vs. Human-Written Resumes in Automated Hiring Pipelines
• Using Zero-Knowledge Proofs Integrated with Homomorphic Encryption for Enhanced Clinical Trial Cohorts based on Blockchain-Secured Patient Data
• Emerging Machine Learning Applications in Canine Disease Prediction: A Comprehensive Survey
• Modelling and Analysis of Renewable Energy Integration and Electric Vehicle Impact on Microgrid Performance: A PSO-Based MPPT and ANFIS-Controlled Battery Approach
• Design and Implementation of mm-Wave MIMO Antenna for AR and VR Applications
• TSM-Based Hybrid Accident Detection and Yolov9 Alerting Using IoT Sensors Deep Learning Models
• Quantum-Resistant Blockchain Framework
• Prototype Framework of Cyber-Physical Model to Provide Smart Street Lighting System Ensuring Energy Management and Human-Centric Adaptable Lighting Environment
• Bias Detection and Fairness Optimization in Large Language Models
• Performance Analysis of an InceptionV3 Deep Learning Model for Rice-Leaf Disease Recognition
• AI-Powered Interactive Learning Management System for Primary Education Environments
• CUWO-NLWVT: Classification of Underwater Objects using Novel Light Weight Vision Transformer
• Smart Parking System: An IoT-Based Automated Parking and Monitoring Solution
• Artificial Neural Network Modelling for Environmentally Sustainable Speed Control in Automobile
• A Multi-Layer Perceptron-Based Framework for Enhanced Handwritten Digit Recognition
• Sentiment Analysis Using Lexical Analysis and Machine Learning-Based Approaches
• AI-Based Smart Mirror Using Arduino and Machine Learning
• Review of Securing the Patients Data Over Cloud
• A Novel Design Towards Customizable and Adaptable VR-Based 3D Modelling Software
• A Systematic Review of Deep Learning-Based Methods for Image Retrieval
• An IoT and GPS-Integrated Smart Parking System for Sustainable Urban Mobility
• Anomaly Detection and Root Cause Analysis in Cloud-Native Microservices Using Large Language Models and Bayesian Networks
• Grad-CAM Interpreted MRI-Based Classification of Alzheimer's Disease using Deep Transfer Learning
• Adaptive Learning Systems Driven by Deep Learning-Enabled EEG Cognitive State and Stroke Assessment Application
• EMG-Based Triggering of a Rapid-Actuation Protective Shield with GSM-Enabled Emergency Alerts
• A Secure and Scalable Blockchain-Based Model for Electronic Medical Records (EMRs) and Healthcare
• SecurePay: A Real-Time UPI Fraud Detection System Using Artficial Neural Network
• Feature Importance Analysis of an IoT-Based Smart Soil Monitoring System for Precision Agriculture
• An Enhanced Lightweight Encryption Method with Data Authentication in Internet of Things (IoT)
• Explainable Deep Learning for Sustainable Development in Retail Forecasting: A Computational Evaluation on the Champagne Sales Dataset
• An Image-Based Machine Learning Approach for Sugarcane Leaf Diseases Identification and Classification
• Review on Automated Weed Detection in Agriculture Using Artificial Intelligence
• A Decentralized Architecture for Supply Chain Visibility: Integrating Blockchain, Smart Contracts and IoT
• Smart Irrigation System for Precision Farming
• Deep Learning Driven Modeling for Classification of Alzheimer's Disease and Dementia Using Brain EEG Signals: A Comprehensive Review
• Malicious URL Detection Using Machine Learning Techniques
• A YOLO-Based Deep Learning System for Automated Road Traffic Violation Detection and Enforcement
• AI-Based Traffic Light Management System
• On the Effect of a Bio-Friendly Cutting Fluid During Turning of Aluminium Base Composite with Coated Insert
• CodeLearn: Adaptive Learning Path System for Enhancing Programming Skills
• A New Approach for Calculating Waiting Time of Round Robin Scheduling
• Solar Powered Electric Vehicle with V2V Wireless Charging
• Evaluating Machine Learning Techniques for Accurate Heart Disease Diagnosis and Risk Assessment
• Comparison Between Different Predictions Using Machine Learning Algorithm in Breast Cancer
• Quantum Computing-Based Architecture to Deploy Microservices over VANET for Critical Services
• Quantum-Inspired Framework for Connected Vehicular Communication to Deploy Emergency Services
• An Integrated Approach for Phishing Detection Using XGBoost and Random Forest
• A Hybrid CNN–GRU Model Used for IoT-Enabled Blood Glucose Forecasting Monitoring System
• A Comprehensive Survey and Critique of Video Analysis with Multimodal Large Language Models: Challenges, Opportunities and Future Directions
• A Healthcare-Oriented Normalized Encryption Model
• Development of a Pulley-Based Motorized Upper-Limb Exoskeleton Controlled via Android for Rehabilitation Therapy
• Comparative Study of Surface Texturing Patterns for Enhanced Hydrodynamic Thrust Bearing Performance
• Doctor-in-the-Loop Radiology Assistant with Deep Learning
• Probabilistic Monte Carlo DCF Valuation Using LSTM Forecasting and Quantile Regression Terminal Multiples
• A Cost-Effective Plant Health Monitoring System for Gardeners and Small-Scale Farmers
• A Lightweight and Illumination-Adaptive Deep Learning Model to Enhance the Situation Awareness in Challenging Defence Environments
• G, IoT and Edge AI for Smart Cities: Architecture, Applications, Challenges and Future Directions - A Review
• Ocular Toxoplasmosis Classification Using Minimal Preprocessing and Class-Weighted CNNs
• AI-Based Medical Plant Detection and 3D Reconstruction
• AI-Powered Symptom-Based Disease Prediction and Personalised Health Recommendation
• AI-Based Acoustic Rail Defect Detection System
• Blockchain-Federated Deep Neural Network for Privacy-Preserving Healthcare Anomaly Detection
• A Compact IoT-Based Tracking and SOS Alert System with Audio Surveillance
• An Adaptive AI Platform for Personalized Financial Risk Management
• Optimizing CRDI Engine Performance and Emissions Using Oxygenated and Hydrogen Dual Fuels
• Detecting AI-Generated Deepfake Text with a Hybrid Convolutional Recurrent Attention Model
• Discussion of a Hybrid CNN–Transformer Models for Advanced Breast Cancer Detection
• Machine Learning–Driven Power Optimization Techniques for Integrated Circuits
• Fox Nut (Makhana) Cultivation in Bihar: A Field-Based Assessment of Practices, Constraints and Technological Opportunities
• A Review on Impact of GST Reforms on Rooftop Solar Adoption in India: A Pathway Towards Sustainable Energy Transition
• MedConEdge: A Blockchain-Assisted Trust-Driven Task Offloading Framework for Secure and Efficient Healthcare IoMT Using Edge–Fog Computing
• AI-Driven Inclusive Digital Infrastructure: A Unified Cognitive Load Framework for Accessible Smart Education in Sustainable Cities
• A Mobile-Based Application for GST Complaint Management
• An Intelligent Cognitive Framework for Phishing and Social Engineering Defense
• Enhanced ATM Security Using Proximity Detection and RFID Authentication
• The Role of AI for Renewable Energy Optimization and Smart Resource Management Toward Global Sustainability
• A Comparative Review of Graph-Theoretic Encryption Schemes for Lightweight IoT Authentication
• A Comprehensive Review on Financial Large Language Models: Data-Centric Approaches and Applications of FinGPT Framework
• Optimized Analysis of Research Abstracts through Predictive Modelling and Multi-Label Natural Language Processing
• Entropy Regularized Smart Routing Algorithm for Energy-Constrained Wireless Sensor Networks in Agriculture
• Explainable AI for Healthcare Insurance Fraud Detection
• Smart Next-Gen Approach in Precision Agriculture Using XGBoost-Based Federated Learning for Crop Prediction
• TextCNN–BiGRU with Trainable Random Embeddings for IMDB Movie Review Sentiment Classification
• Optimized Bias and Toxic Content Identification Through TF-IDF Modelling and API-Assisted Evaluation
• A Secure Method for Information Hiding in RGB Image using LSB Embedding Based on Spiral Scanning and Randomly Selected Pixel Bits
• A Research Analysis on Machine Learning Algorithms for Intrusion Detection
• Sahara: Enhancing Emergency Management with Mobile Ad-Hoc Networks
• Using Apriori Algorithm to Analyze Symptoms of COVID-19
• Deep Learning Models for Indian Sign Language Recognition
• Edge-Optimized TinyML Framework for Post-Harvest Apple Grading and Quality Assessment
• Enhancement of Mechanical and Thermal Characteristics of Benzoylated Vetiver Fiber/Epoxy Composites
• Reinforcement Learning for Personalized Candidate Assessment Paths
• An Intelligent Hybrid Framework for AI-Based Resume Evaluation and Feedback
• HASS-AE: Hybrid Adaptive Spectral–Spatial Autoencoder For Unmixing Aware HSI Compression with Abundance Aware Latent Encoding
• CNN–Autocorrelation Fusion for Intelligent Spectrum Sensing in Cognitive Radio
• Author Index