Report

Hope1

September 9, 2024 - September 13, 2024

Papers

Paper 1: Evaluation of Machine Learning Algorithms for Intrusion Detection in Internet of Vehicles
Target: KICS SUMMER 2024 - ACCEPTED
Paper 2: Blockchain-Enhanced Feature-Engineered Data Falsification Detection in 6G IoV Networks
Target: IEEE IoT Special Issue on Security and Privacy of Intelligent Vehicles
Paper 3: Resource-Aware Adaptive Federated Learning for Enhanced DDoS Detection in Vehicular Ad Hoc Networks (ICTC 2024)
Paper 4: Explainability AI for Intrusion Detection in Internet of Vehicles (Tentative)
Paper 5: Homomorphic Encryption-based Secure Misbehaviour Detection in Real-Time Vehicular Networks (Tentative)

30% Progress
Last Week's Progress

Paper 2: Submitted for review
Paper 3: Submitted for review
Paper 4: XAI in IoV literature review
Studying different XAI techniques
Additional model training and applying XAI
Paper 5: Literature study on the implementation of homomorphic encryption in the Internet of Vehicles
Model Training and homomorphic encryption implementation

This Week Todo's

Paper 4: Continue model training and optimization, applying XAI using SHAP and LIME for different IoV datasets
Continue paper writing
Paper 5: Continue literature study on the implementation of homomorphic encryption in the Internet of Vehicles
Continue model training

Project Progress

PurePet: Web application UI design
Poind: Data augmentation for steel image dataset.

41% Progress
Last Week's Project

PurePet: Redesigned web pages and adding new functions; User joining a new group, Edit Pet Profile
Poind: Data augmentation using DDPMs

This Week's Project

PurePet: Redesign vet and admin dashboards and add more functions
Poind: Study stable diffusion

Monthly Goals

1. Study homomorphic encryption
2. Finalize web application design
3. Study diffusion techniques for data augmentation

Annual Goals

1. Submit at least 2 journals.
2. Submit and attend at least one NSL approved domestic conference. (Achieved – KICS SUMMER 2024)
3. Submit and attend one NSL approved international conference.