1.Enhancing IIoT Security Using Hybrid CNN-BiLSTM Models with Blockchain Integration
Status: Submitted to ICCAIC.
2. A Novel Web-Based FL Platform for Smart Grid Contract Optimization
Status: Experiments ongoing, with approximately 70% progress toward journal submission.
3. Robust Intrusion Detection in Edge IoT Using Blockchain and Trimmed Mean Aggregation
Status: Initial framework completed; simulations of Byzantine attacks are underway to validate robustness.
1. A Novel Web-Based FL Platform for Smart Grid Contract Optimization
Progress: Outsourced new datasets for experimentation.
2. Robust Intrusion Detection in Edge IoT Using Blockchain and Trimmed Mean Aggregation
Progress: Established the initial framework and started simulations of Byzantine attacks to test resilience.
1. A Novel Web-Based FL Platform for Smart Grid Contract Optimization
Task: Conduct experiments on the newly acquired datasets.
2. Robust Intrusion Detection in Edge IoT Using Blockchain and Trimmed Mean Aggregation
Task: Continue Byzantine attack simulations, focusing on assessing the effectiveness of trimmed mean aggregation in maintaining model integrity.
1. Digital Twin
Overall Progress: 25% complete.
2. Purepet
Overall Progress: 80% complete.
1. Digital Twin
Efforts: Designed a section of the bridge.
2. Purepet
Efforts: Installing "Thymeleaf"
1. Digital Twin
Goal: Continue designing sections of the bridge model.
2. Purepet
Goal: Integrate additional features within the web application to enhance functionality.
Make the federated learning (FL) web application more robust by improving functionality and security.
Tasks:
- Refine the user interface for better client management and real-time progress tracking.
- Enhance client-server communication by implementing secure authentication, better error handling, and logging.
- Improve system scalability and performance to handle more clients efficiently, including testing for workload management.
- Integrate security measures like encryption and potentially blockchain for secure model weight updates.
1. Submit at least two articles to scientific journals.
2. Attend one NSL-approved domestic conference.
3. Attend one NSL-approved international conference.