Report

Zaiahmad

August 16, 2022 - August 22, 2022

Papers

Ahmad Zainudin

Title 1: Towards Low-Complexity Federated Learning-based Intrusion Detection and Classification in SDN-Enabled IIoT Networks (Processing)
Target: IEEE Journal

Title 2: FedDDoS: An Efficient Federated Learning-based DDoS Attacks Classification in SDN-Enabled IIoT Networks (Under Review)
Target: ICTC 2022

Title 3: Collaborative Learning for Cyber-Attack Classification in Maritime Transportation Systems (Under Review)
Target: ICMIC 2022

Title 4:Towards Lightweight Intrusion Identification in SDN-based Industrial Cyber-Physical Systems (Under Review)
Target: APCC 2022

Title 5: Privacy-Enhanced for Federated Learning-Based Intrusion Detection in Digital Twin-Enabled Industrial Cyber-Physical Systems (Summer Intensive) (Processing)
Target: IEEE Transactions on Industrial Informatics

Title 6: Federated Learning-based Intrusion Detection for Digital Twin-Enabled Industrial IoT Networks: A Technical Survey (Processing)
Target: IEEE Journal

70% Progress
Last Week's Progress

Title 1:
*Train SDN-based intrusion detection dataset
*Applying a feature selection technique
*Continue to train a low-complexity model and try some network structures to find the best performance
*Continue paper writing (Introduction, related works and proposed model) → this week focus updating related works
*Read paper reviews for related works supporting
*Still increase accuracy performance with more attack classes

Title 2:
*Under Review

Title 3:
*Under Review

Title 4:
*Under Review

Title 5:
*Continue learning regarding federated learning-based model workflow and try to implement it
*Continue learn about some federated learning frameworks
*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
*Continue read paper review regarding network virtualization in digital twin
*Paper writing (continue fixing introduction and related works part)

Title 6:
*Continue papers review
*Brainstorming about proposed system than existing papers review
*Starting for paper writing (Continue for fixing introduction and related works parts)
*Continue learn regarding PRISMA for paper review workflow

This Week Todo's

Title 1:
*Train SDN-based intrusion detection dataset
*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
*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 2:
*Under Review

Title 3:
*Under Review

Title 4:
*Under Review

Title 5:
*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
*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
*Continue read paper review regarding network virtualization in digital twin
*Continue paper writing

Title 6:
*Continue papers review
*Brainstorming about proposed system than existing papers review
*Continue paper writing
*Continue learn regarding paper review workflow

Project Progress

Manufacturing Execution System (EMS) and HAR for Interactive Avatar in Metaverse

5% Progress
Last Week's Project

MES project
# Paper review regarding MES
“Modeling and Analysis of Equipment Managers in Manufacturing Execution Systems for Semiconductor Packaging”
# Paper review regarding implementation of AI in raw material inventory management
“Raw material inventory optimization for MTO enterprises under price fluctuations”
# Continue learn project document

This Week's Project

MES project
# Data preprocessing
# Train a public dataset for prediction scenario

HAR for Interactive Avatar in Metaverse Project
# Paper review regarding motion capture and activity recognition for interactive avatar
# Prepare a project proposal (introduction and related works)

Monthly Goals

1. Working on summer intensive paper
2. Finishing summer intensive paper

Annual Goals

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} (Under Review)
{APCC 2022} (Under Review)
{ICTC 2022} (Under Review)

3. Attend one domestic conference
{2022 KICS Winter Conference} (Published)
{2022 KICS Summer Conference} (Published)