Advances in IoT and Security with Computational Intelligence: Proceedings of ICAISA 2023, Volume 2 (Lecture Notes in Networks and Systems, 756)

Preface
Contents
Editors and Contributors
Comparative Study of Metaheuristic Algorithms for Scheduling in Cloud Computing Based on QoS Parameters
	1 Introduction
		1.1 Contributions
	2 Review Literature
	3 Scheduling Approaches
		3.1 Heuristic Approaches
		3.2 Metaheuristic Approaches
	4 Problem Description and QoS Parameters
	5 Comparative Analysis of PSO, GA, and ACO
	6 Conclusion and Future Work
	References
Impact of Spatial Distribution of Repeated Samples on the Geometry of Hyperplanes
	1 Introduction
	2 Review of SVM Classifiers
		2.1 Support Vector Machine (SVM)
	3 Experimental Setup, Results, and Analysis
		3.1 Dataset Used
		3.2 Algorithm
		3.3 Case 1 and Case 3: Repeating the Left-Side Support Vectors Belonging to the Positive and Negative Classes
		3.4 Case 2 and Case 4: Repeating the Right-Side Support Vectors Belonging to the Positive and Negative Classes
	4 Conclusion and Future Directions
	References
IoT-Based Smart Farming for Sustainable Agriculture
	1 Introduction
	2 Methodology
		2.1 IoT in Indian Agriculture and Its Applications
		2.2 Agridat Package in RStudio
	3 Results
	4 Discussion
	5 Conclusion
	References
ELM-Based Liver Disease Prediction Model
	1 Introduction
	2 Extreme Learning Machine
	3 Dataset
	4 Proposed Methodology
	5 Result and Discussion
		5.1 Performance Analysis of ELM Using 80:20 Training–Testing Ratio
		5.2 Performance Analysis of ELM Using 70:30 Training–Testing Ratio
		5.3 Comparison with Other Published Works Done in the Same Domain
	6 Conclusion
	References
Intercompatibility of IoT Devices Using Matter: Next-Generation IoT Connectivity Protocol
	1 Introduction
		1.1 Current Alternatives
	2 Need for Matter
		2.1 Smart Home Ecosystems
		2.2 Consumer and Manufacturer Standpoint
		2.3 Security
	3 What is Matter
		3.1 Architecture
		3.2 Security
	4 Thread for Matter
	5 Outcome
		5.1 Moving Forward
	References
Role of Node Centrality for Information Dissemination in Delhi Metro Network
	1 Introduction
		1.1 Our Contributions
	2 Characteristics of the Network
		2.1 Structural Properties
		2.2 Centrality Metrics
	3 Methodology
		3.1 Construction of Delhi Metro Network
		3.2 Information Diffusion Model
	4 Results
		4.1 Identifying Prominent Metro Stations
		4.2 Role of the Central Most Station on Information Dissemination
		4.3 Identifying Efficient Centrality Measure by Regression Analysis
		4.4 Connectivity Analysis
	5 Conclusion
	References
Biometric Iris Recognition System’s Software and Hardware Implementation Using LabVIEW Tool
	1 Introduction
	2 Methodology
	3 Drawbacks of the Research Works Done by Earlier Researchers
	4 Image Analysis and the Image Recognition Algorithmic Steps
	5 Recognition of Iris Procedures Utilizing Sing DIP Summaries
	6 Overview of the LabVIEW Concepts
	7 Proposed Contributions
	8 Conclusions
	References
A Unique Method of Detection of Edges and Circles of Multiple Objects in Imaging Scenarios Using Line Descriptor Concepts
	1 Introduction
	2 Block-Diagrams/Flow-Charts
	3 Chain Coding Process
	4 Approaches
	5 Introductory Remarks
	6 Line Descriptors
	7 Program/Algorithm Developed
	8 Conclusion
	References
Robotic Vision: Simultaneous Localization And Mapping (SLAM) and Object Recognition
	1 Introduction
	2 Literature Survey
	3 LiDAR SLAM
	4 YOLO_v4
	5 Hardware Used
	6 Results
	7 Conclusion
	References
Optimum Value of Cyclic Prefix (CP) to Reduce Bit Error Rate (BER) in OFDM
	1 Introduction
	2 Related Work
	3 Proposed Methodology
	4 Simulation Flowchart
	5 Results and Conclusion
		5.1 BPSK (Binary Phase Shift Keying)
		5.2 QPSK (Quadrature Phase Shift Keying)
		5.3 16-QAM (16-Quadrature Amplitude Multiplexing)
		5.4 32-QAM (32-Quadrature Amplitude Multiplexing)
	References
Optimum Sizing of Solar/Wind/Battery Storage in Hybrid Energy System Using Improved Particle Swarm Optimization and Firefly Algorithm
	1 Introduction
	2 System Configuration, Mathematical Modeling of Components of Hybrid Renewable Energy System, Objective Function and Constraints
		2.1 Mathematical Modeling of Components of Hybrid Energy System: [15, 17]
		2.2 Objective Function and Constraints
	3 Size Optimization Algorithms
		3.1 Improved Particle Swarm Optimization (IPSO) [15, 17, 18]
		3.2 Firefly Algorithm (FA): [11, 12, 16]:
		3.3 Procedure for Implementing IPSO [18] and FA
		3.4 Comparison of Optimization Methods IPSO and FA
	4 Results and Discussions
	5 Conclusions
	References
Fuzzy Based MPPT Control of Multiport Boost Converter for Solar Based Electric Vehicle
	1 Introduction
	2 Proposed System
	3 Solar PV
		3.1 Solar PV Array
		3.2 Fuzzy-Based MPPT Control
	4 Non-isolated Multiport Boost Converter
		4.1 Double Output Mode
	5 Proposed Controller
	6 Results
	7 Conclusion
	References
Image Classification Model Based on Machine Learning Using GAN and CNN Algorithm
	1 Introduction
		1.1 Face Detection
		1.2 Developing Face Recognition Software
	2 Literature Review
	3 Experimental Investigation
		3.1 Description of Modules
		3.2 Response and Conversation
	4 Result Analysis
	5 Data Visualization Techniques
	6 Conclusion
	References
Role of Natural Language Processing for Text Mining of Education Policy in Rajasthan
	1 Introduction
		1.1 Interpretation with ML for NLP
		1.2 About Education Policy 2020
	2 Methodology
		2.1 Code and Executed Screenshots of Python for NLP
	3 Results
	4 Conclusion
	References
Multilingual and Cross Lingual Audio Emotion Analysis Using RNN
	1 Introduction
	2 Related Work
	3 Methods and Materials
		3.1 Database
		3.2 Data Augmentation Technique
		3.3 Feature Extraction
		3.4 Convolution Neural Network
		3.5 LSTM Model
	4 Proposed Model Framework
	5 Experimental Results and Discussion-
		5.1 Some Potential Comparison Studies Based on Mono-lingual Database
		5.2 Multilingual Database Analysis
		5.3 Cross-Lingual Database Analysis
	6 Conclusions
	References
Multi-modality Brain Tumor Segmentation of MRI Images Using ResUnet with Attention Mechanism
	1 Introduction
	2 Literature Review
	3 Proposed Methodology
		3.1 Preprocessing and Data Augmentation
		3.2 ResUnet with Attention Mechanism
	4 Results and Discussion
		4.1 Dataset (BraTs 2020)
		4.2 Experimental Setup
		4.3 Performance Metrics
		4.4 Results and Discussion
	5 Conclusion and Future Scope
	References
CPF Analysis for Identification of Voltage Collapse Point and Voltage Stability of an IEEE-5 Bus System Using STATCOM
	1 Introduction
	2 System Structure
	3 Simulation Results and Discussion
	4 Conclusion
	References
Analysis of Various Blockchain-Based Solutions for Electronic Health Record System
	1 Introduction
	2 Blockchain Technology/Fundamentals
	3 Blockchain Development Tools
	4 Blockchain for EHR
	5 Comparative Analysis of Existing Blockchain-Based Solutions
	6 Conclusion
	References
Coordinated Network of Sensors Over 5G for High-Resolution Protection of City Assets During Earthquakes
	1 Introduction
		1.1 Current Technology for Earthquake Early Warning
		1.2 Proposed Dense Network of Sensors for Individual Asset Damage Assessment
	2 Mini-Seismic Stations
	3 Sensors Coordination
		3.1 Asynchronous Sensor Coordination Algorithm
		3.2 Latency Measurements
	4 Performance-Based Damage Assessment
	5 Infrastructures Interdependencies Integration (I2SIM)
	6 Conclusion
	References
Detection of COVID-19 Using Medical Image Processing
	1 Introduction
	2 Contribution of Medical Image Processing in COVID-19
	3 Medical Image Processing with Deep Learning in COVID-19
	4 Conclusions
	References
Text Encryption Using ECC and Chaotic Map
	1 Introduction
	2 Preliminaries
		2.1 Mathematical Computation with Elliptic Curve Over a Finite Field
		2.2 Chaotic System
	3 Data Grouping
	4 Proposed Methodology
		4.1 Encryption Algorithm
		4.2 Decryption Algorithm
	5 Experimental Simulation
	6 Experimental Analysis
		6.1 Key Space
		6.2 Key Sensitivity
		6.3 Histogram Analysis
		6.4 Ciphertext Only Attack
		6.5 Known Plaintext Attack
		6.6 Performance Comparison
	7 Conclusion
	References
Plant Leaf Disease Detection and Classification: A Survey
	1 Introduction
		1.1 Motivation
	2 Related Work
		2.1 Disease Detection and Classification
		2.2 Compartaive Analysis
	3 Findings
	4 Conclusion
	References
Performance Evaluation of K-SVCR in Multi-class Scenario
	1 Introduction
	2 Literature Review
	3 K-Support Vector Classification Regression
	4 Experimental Design
	5 Conclusion and Future Scope
	References
An Ensemble Method for Categorizing Cardiovascular Disease
	1 Introduction
	2 Literature Survey
	3 Methodology
		3.1 Dataset
		3.2 Data Preprocessing
		3.3 Feature Engineering
	4 Model Training and Disease Classification
	5 Model Performance Evaluation
	6 Discussion and Conclusion
	References
Intrusion Detection System for Internet of Medical Things
	1 Introduction
	2 IoMT
		2.1 Components of IoMT
		2.2 3-Layer Architecture
		2.3 Intrusion Detection in IoMT
	3 Integrative Technologies in IoMT
		3.1 Blockchain Technology
		3.2 Physically Unclonable Function (PUF) Devices
		3.3 SDN in IoMT
		3.4 5G Technology
	4 Open Challenges in IoMT
		4.1 Infallible Secured Systems
		4.2 Efficient Devices and Algorithms
		4.3 Heterogenous IoMT Environment
		4.4 Scalability
		4.5 Low Detection and High False Alarm Rates
		4.6 Lesser Availability of Datasets
		4.7 Zero-Day Attacks
		4.8 Issues with Emerging Technologies
	5 Conclusion
	References
Veracity Assessment of Big Data
	1 Introduction
		1.1 Veracity of Big Data
	2 Literature Review
	3 Research Gaps and Challenges
	4 Tentative Solutions
	5 Future Research Direction
	6 Conclusion
	References
The Role of Image Encryption and Decryption in Secure Communication: A Survey
	1 Introduction
	2 Literature Survey
		2.1 AES-Based Encryption Schemes
		2.2 DES-Based Encryption Scheme
		2.3 Chaos-Based Encryption Schemes
		2.4 Hybrid-Based Encryption Schemes
		2.5 ECC-Based Encryption Schemes
		2.6 RSA-Based Encryption Schemes
	3 Comparative Analysis
	4 Conclusion
	References
Reconstructing Masked Face Using GAN Technique
	1 Introduction
	2 Related Work
	3 Proposed Method
		3.1 Image-to-Image Translation Using Conditional GAN
	4 Experimentation
		4.1 Construction of Masked Face Dataset
		4.2 Architecture Implementation
	5 Result and Discussion
		5.1 Qualitative Comparison
		5.2 Quantitative Comparison
	6 Conclusion
	References
Brain Cancer Detection Using Deep Learning (Special Session “Digital Transformation Era: Role of Artificial Intelligence, IOT and Blockchain”)
	1 Introduction
	2 Related Work
	3 Methodology Used
	4 Data Description
	5 Algorithm for 3D U-Net Division
	6 Conclusion
	References
Traffic Accident Modeling and Prediction Algorithm Using Convolutional Recurrent Neural Networks
	1 Introduction
	2 Background Works
	3 Methodology
		3.1 Model: Traffic Accident Prediction
		3.2 Convolutional Recurrent Neural Networks (CRNNs) for Traffic Accident Prediction Algorithm
	4 Performance Analysis
	5 Conclusions
	References
Cyberbullying Severe Classification Using Deep Learning Approach
	1 Introduction
	2 Related work
	3 Methodology
		3.1 Data Collection
		3.2 Text Preprocessing
		3.3 Sentiment Analysis
		3.4 Data Annotation
		3.5 Classification Algorithm
	4 Proposed Model for Cyberbullying Severe Classification
		4.1 CSC Model Working Steps
		4.2 Model Training Algorithms
		4.3 Evaluation Metrics
	5 Results and Discussion
	6 Conclusion
	References
The Six Sigma Methodology Implementation in Agile Domain
	1 Introduction
	2 Literature Review
	3 Proposed Solution
	4 Methodology
		4.1 Define Phase
		4.2 Measure Phase
		4.3 Analyze Phase
		4.4 Improve Phase
		4.5 Control Phase
	5 Conclusion
	References
Toward a Generic Multi-modal Medical Data Representation Model
	1 Introduction
	2 Background
	3 Proposed Representation Model
	4 Experimental Work
	5 Conclusions and Further Plan
	References
Universal Object Detection Under Unconstrained Environments
	1 Introduction
	2 Background
	3 Denoising Diffusion Models
	4 Experimental Work
	5 Conclusions and Further Plan
	References
Internet of Things-Based 3-Lead ECG Signal Acquisition System
	1 Introduction
	2 Theoretical Framework
	3 Materials and Methods
		3.1 Hardware Design
		3.2 Software
		3.3 Testing System
	4 Results and Discussion
	5 Conclusion and Future Work
	References
Index