Streamlining Network Security: A Convolutional Neural Network-Based System for Real-Time SIP Signal Analysis and Attack Detection

Kapitel in diesem Buch

1. Frontmatter I
2. Contents V
3. Theme 1: Algorithm Optimization
4. Theme 1: Algorithm Optimization 1
5. Adaptive AI Models for Energy Optimization Through User Behavior Analysis 5
6. Mathematical Modeling-Based Optimization for Regulating Overcrowding in Unreserved Rail Coaches Using Capacity-Constrained Ticketing Algorithms 13
7. AI for Financial Risk Management: Combining CatBoost and Genetic Algorithms for Portfolio Optimization 23
8. Optimizing Transportation Systems in Smart Cities with Support Vector Machines (SVMs) and Particle Swarm Optimization 35
9. Predictive Maintenance in Smart Systems with Temporal Convolutional Networks (TCN) and Autoencoders 49
10. Cascade Forward Backpropagation Neural Networks for Precise Surface Roughness Prediction in Monel 400 Machining 63
11. Corn Seed Sorting for Production Maintenance Using Metaheruistic Optimized Neural Networks 73
12. Sorting Corn Seeds Using Metaheruistic Optimal Neural Networks for Production Maintenance 85
13. Advanced Optimization of Load Balancing in Distributed Cloud Systems Using Star Cocoloring Techniques 95
14. MFO_LK_MLP: Moth Flame Optimized Lattice Kohonen Multiple Layer Perceptron Neural Network-Based Cell Imbalance Prediction Among Autonomous Vehicles for Effective Battery Management 103
15. Mathematical Modeling and Optimization of AI-Driven Hostel Allocation Systems for Smart Accommodation Management 117
16. Optimized Online Service Booking Portal Enhanced with Artificial Intelligence and Mathematical Modeling 131
17. A Quantitative Modeling Approach to AI-Integrated Smart Trip Planning with Real-Time Route Optimization and Cost Minimization 145
18. Mathematical Modeling and AI-Driven Optimization of Blood Bank Management Systems Using Real-Time Analytics and Predictive Matching 157
19. A Mathematical Approach Polygonal Models and Their Applications in Image Processing 169
20. Deep Learning-Based Real-Time Energy Distribution Optimization for Hybrid Energy Storage Systems in Electric Vehicles 183
21. Enhancing Early Prediction of Gestational Diabetes Mellitus Using Advanced Machine Learning and Feature Optimization Techniques 195
22. Optimizing Pre-owned Car Valuation with SVR, XGBoost, KNN, and ANN Models 209
23. Data Science Applications Using Extreme Gradient Boosting (XGBoost) and Random Forest for Predictive Analytics in Financial Sectors 223
24. Developing Continuous Integration/Continuous Deployment for Microservices Architecture Using DevOps 235
25. Real-Time Inventory Management System for Retail Chains: A Data-Driven Approach 247
26. Automated Software Deployment System with Integrated Testing Pipelines 261
27. A Novel DevOps Monitoring and Incident Response System: Methodology and Performance Evaluation 275
28. AI-Enabled Data-Driven Decision Support Systems for Corporate Management 289
29. Deep Learning Applications in Predictive Analytics for Business Management 303
30. Machine Learning in Smart Cities: Leveraging Particle Swarm Optimization (PSO) and Decision Trees for Urban Development Planning 317
31. Smart Systems Powered by K-Nearest Neighbors (KNN) and Bidirectional LSTMs for Real-Time Data Processing 329
32. AI-Powered Disaster Management in Smart Cities Using YOLOv5 and Ant Colony Optimization (ACO) 341
33. Theme 2: Blockchain
34. Theme 2: Blockchain 353
35. Blockchain-Driven Data Mining in Federated Learning Environments Enhancing Privacy and Security 357
36. Leveraging Blockchain for Secure and Transparent Federated Learning in Data Mining Applications 371
37. A Decentralized Approach to Data Mining: Integrating Blockchain with Federated Learning 385
38. Optimizing Data Mining Processes with Blockchain-Enabled Federated Learning 399
39. Federated Learning and Blockchain: Synergizing Privacy-Preserving Data Mining Techniques 413
40. Decentralized Identity Security System Using Blockchain 427
41. Theme 3: Cryptography
42. Theme 3: Cryptography 437
43. Digital Rights Management System with RC4-2S Encryption Technique 441
44. Adaptive Correlative Approach for Enhanced Biometric Security Using EEG Signal Interface 453
45. Theme 4: Cybersecurity
46. Theme 4: Cybersecurity 465
47. Firewall-Z: Leveraging AI Mathematical Modeling for Real-Time Threat Detection 469
48. Intelligent Cyber Threat Detection Using Deep Neural Networks with PSO Optimization 479
49. A Mathematical Modeling Approach to AI-Driven Threat Detection Using Cloud-Based Honeypots 493
50. Next-Generation Network Data Security: Advanced Threat Detection, Encryption Techniques, and AI-Driven Cyber Defense Mechanisms for Safeguarding Digital Infrastructures 507
51. An Intelligent Deep Learning-Based Adaptive Framework for Multilayered Intrusion Detection and Threat Mitigation in Modern Information Security Architectures 523
52. Application-Driven Criminal Investigation Uncovering Reports and Discoveries 535
53. Streamlining Network Security: A Convolutional Neural Network-Based System for Real-Time SIP Signal Analysis and Attack Detection 545
54. Privacy-Preserving Federated Deep Learning for Emotion and Engagement Analytics in Smart Classrooms 557
55. Fortifying Cyber-Physical Systems: Current Trends and Future Directions in Security Algorithms 569
56. Data Anonymization Using Pseudonym System to Preserve Data Privacy 581
57. Advance Real-Time System for Criminal Identification Using Facial Recognition 593
58. Crime Scene Anomaly Prediction Using Generative Adversarial Networks 603