Ahmad Zainudin
Title 1: FedDDoS: An Efficient Federated Learning-based DDoS Attacks Classification in SDN-Enabled IIoT Networks (Under Review)
Target: ICTC 2022
Title 2: Collaborative Learning for Cyber-Attack Detection in Maritime Transportation Systems (Under Review)
Target: ICMIC 2022
Title 3:Towards Lightweight Intrusion Identification in SDN-based Industrial Cyber-Physical Systems (Under Review)
Target: APCC 2022
Title 4: Privacy-Enhanced for Federated Learning-Based Intrusion Detection in Digital Twin-Enabled Industrial Cyber-Physical Systems (Processing)
Target: IEEE Transactions on Industrial Informatics
Title 5: Towards Low-Complexity Federated Learning-based Intrusion Detection and Classification in SDN-Enabled IIoT Networks (Processing)
Target: IEEE Journal
Title 6: Intrusion Detection Systems for Digital Twin-Enabled Industrial IoT Networks: A Comprehensive Technical Survey (Processing)
Target: IEEE Journal
Title 1:
*Accepted
Title 2:
*Accepted
Title 3:
*Accepted
Title 4:
*Continue learning regarding federated learning-based model workflow and try to implement it
*Continue learn about some federated learning frameworks
*Try to modify a aggregation algorithm to support secure aggregation mechanism
*Read some related works
*Continue learning public dataset for intrusion detection in federated learning-based scenario (IoT-based and cyber-security dataset)
*Dataset preprocessing for federated learning-based security public dataset and applying feature selection techniques
*Learning regarding implementation of digital twin, and digital platform (unreal engine)
*Continue read paper review regarding network virtualization in digital twin
*Conduct a digital twin environment using SDN platform
*Continue paper writing
Title 5:
*Train using SDN-based and IIoT federated-related cyber-security dataset for intrusion detection and classification
*Applying a filter-based feature selection technique (PCC, Chi-square)
*Continue to train a low-complexity model and try some network structures to find the best performance with different communication rounds
*Continue evaluate the model performance
*Continue paper writing (Introduction, related works and proposed model)
*Continue read paper reviews for related works supporting
*Still increase accuracy performance with more attack classes
Title 6:
*Continue papers review
*Brainstorming about proposed system than existing papers review
*Continue paper writing
*Continue learn regarding paper review workflow
Title 1:
*Accepted
*Preparing a presentation file
Title 2:
*Accepted
*Preparing a presentation file
Title 3:
*Accepted
*Preparing a presentation file
Title 4:
*Continue read paper review regarding network virtualization in digital twin
*Conduct a digital twin environment using SDN platform
*Continue paper writing
Title 5:
*Fixing the internal review comments
*Finishing some simulation works to add performance evaluation part
Title 6:
*Continue papers review
*Brainstorming about proposed system than existing papers review
*Continue paper writing
*Continue learn regarding paper review workflow
Manufacturing Execution System (EMS) and HAR for Interactive Avatar in Metaverse
MES project
# Data preprocessing
# Train a public dataset for prediction scenario using ML and RNN
# Train dataset using multi-stacked LSTM, Bi-LSTM and GRU
# Improve learning performance (MAE, MSE, RMSE, and MAPE) for prediction cases
HAR for Interactive Avatar in Metaverse Project
# Paper review regarding motion capture and activity recognition for interactive avatar
# Finishing project proposal writing
# Discuss with Lab members regarding possibility of gathering source as the input in metaverse platform (unreal engine) for interactive avatar
MES project
# Continue train a public dataset for prediction scenario using ML and RNN
# Continue train dataset using multi-stack LSTM, multi-stack Bi-LSTM and multi-stack GRU
# Continue improve learning performance (MAE, MSE, RMSE, and MAPE) for prediction cases and fixing some simulation problems
HAR for Interactive Avatar in Metaverse Project
# Finishing project proposal writing and update the proposal based on Professor’s comments
# Try to integrate HAR framework with unreal engine metaverse platform
# Continue paper writing
1. Working on summer intensive paper
2. Finishing summer intensive paper
2022 Goals:
1. Submit at least two SCI or SCIE journals
{IEEE IoT Journal} (Published, August 8th, 2022)
2. Attend one international conference
{ICMIC 2022} (Accepted)
{APCC 2022} (Accepted)
{ICTC 2022} (Accepted)
3. Attend one domestic conference
{2022 KICS Winter Conference} (Published)
{2022 KICS Summer Conference} (Published)