Ahmad Zainudin
Title 1: An Efficient Hybrid-DNN for DDoS Detection and Classification in Software-Defined IIoT Networks (Under Review) – Winter Intensive
Submitted: IEEE Internet of Things Journal
Title 2: Towards Low-Complexity CNN for DDoS Classification in Software-Defined IIoT Networks (Processing)
Target: IEEE Journal
Title 3: Secure and Robust Federated Learning based Network Intrusion Detection in Industrial IoT Networks (Processing)
Target: IEEE Journal
Title 4: Federated Learning-Based Network Intrusion Detection in IIoT: A Secure Communication Technique Survey(Processing)
Target: IEEE Journal
Title 5: Privacy‐Preserving Federated Learning-based DDoS Classification for IIoT Networks(Submitted)
Target: KICS Summer 2022
Title 6: FedDDoS: A Secure and Reliable Federated Learning-based DDoS Attacks Classification in IIoT(Processing)
Target: ICTC 2022
Title 7: An Intelligent Edge for Real-Time Sensor-Based Human Activity and Breathing Monitoring for Emergency System in Smart Space Using Multimodal DNN Approach (Processing)
(IoT Project)
Target: ICT Express
Title 8: A Federated Learning-based Low-Complexity CNN for Activity Recognition Using Infrared Thermal Sensor in Edge Computing Environment(Processing)
(IoT Project)
Target: ICT Express
Title 1:
*Under review
*Check periodically
Title 2:
*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)
Title 3:
*Brainstorming about system model and dataset pre-processing for federated learning scenario
*Learning regarding federated learning-based model workflow and try to implement it
*Learn about some federated learning frameworks
*Continue read some related works
*Learning public dataset for intrusion detection in federated learning-based scenario
*Dataset preprocessing for federated learning-based security public dataset
Title 4:
Read existing paper review with same area (continue):
*Evaluating Federated Learning for Intrusion Detection in Internet of Things: Review and Challenge
*Federated Deep Learning for Cyber Security in the Internet of Things: Concepts, Applications, and Experimental Analysis
Title 5:
*Waiting for review comments
Title 6:
*Continue for simulation works and evaluate the system model with some metrics performance
*Continue for survey related works
*Continue paper writing : Proposed system and Performance evaluation
*Fixing paper writing
Title 7:
*Update integrated sensor dataset
*Improve multimodal deep learning model and evaluate the performance using parallel processing scenario
*Continue updating introduction and related works
*Write proposed system part
Title 8:
*Continue paper writing for updated version
*Update introduction, related works, and system model
Title 1:
*Under review
*Check periodically
Title 2:
*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)
*Still increase accuracy performance with more attack classes
Title 3:
*Brainstorming about system model and dataset pre-processing for federated learning scenario
*Learning regarding federated learning-based model workflow and try to implement it
*Learn about some federated learning frameworks
*Continue read some related works
*Learning public dataset for intrusion detection in federated learning-based scenario
*Dataset preprocessing for federated learning-based security public dataset
Title 4:
Paper Review (continue):
*Evaluating Federated Learning for Intrusion Detection in Internet of Things: Review and Challenge
*Federated Deep Learning for Cyber Security in the Internet of Things: Concepts, Applications, and Experimental Analysis
Title 5:
*Waiting for review comments
*Prepare for attending: registration
Title 6:
*Continue for simulation works and evaluate the system model with some metrics performance
*Continue read some related works
*Continue paper writing : Proposed system and Performance evaluation
*Fixing paper writing
Title 7:
*Update integrated sensor dataset
*Improve multimodal deep learning model and evaluate the performance using parallel processing scenario
*Continue updating introduction and related works
*Write proposed system part
Title 8:
*Continue paper writing for updated version
*Working on for performance evaluation in real-time system scenario
*Update introduction, related works, and system model
Human Activity Recognition using Integrated Thermal Array, UWB, Vibration sensor for Smart Home Application
# Receive new prototype from company and check it
# Continue paper writing with project members
# Continue make a technical report and manual book with project member to the company
# Continue writing research note for reporting
# Continue combining labeling new integrated sensor dataset and update integrated sensor dataset for multimodal deep learning scenario
# Continue train integrated dataset with improved model and implement on the jetson nano for real-time system (4 model)
#Improve deep learning model with more dataset samples and testing in real-time system
# Preparing PPT and final report for meeting with company
# Preparing demo prototype to the company
# Receive new prototype from company and check it
# Continue paper writing with project members
# Continue make a technical report and manual book with project member to the company
# Continue writing research note for reporting
# Conduct dataset collection for class with low accuracy
# Continue train integrated dataset with improved model and implement on the jetson nano for real-time system (4 model)
# Improve deep learning model with more dataset samples and testing in real-time system
# Preparing PPT and final report for meeting with company
# Preparing demo prototype to the company
1. Finishing project papers
2. Preparing International conference (ICTC) paper and IEEE Journal paper
3. Finishing IoT project works with members
1. Submit at least two SCI or SCIE journals
{IEEE IoT Journal}(Under Review)
2. Attend one international conference
3. Attend one domestic conference
{2022 KICS Winter Conference} (Published)
{2022 KICS Summer Conference} (Submitted)