Papers

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: Robust Federated Learning based Network Intrusion Detection in Industrial IoT Networks (Processing)
Target: IEEE Journal

Title 4: Federated Learning-Based Network Intrusion Detection: A Secure Communication Technique Survey(Processing)
Target: IEEE Journal

Title 5: Privacy‐Preserving Federated Learning-based DDoS Classification for IIoT Networks (Processing)
Target: KICS Summer 2022

Title 6: FedDDoS: A Federated Learning with Secure Aggregation Scheme for DDoS Classification in SDN-based IIoT Networks(Processing)
Target: ICTC 2022

Title 7:A Real-Time Sensor-based Emergency System in Smart Space Using Multimodal DNN Approach (Processing)
(IoT Project)
Target: IEEE Journal

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

Last Week's Progress

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
*Continue read some related works
*Learning public dataset for intrusion detection in federated learning-based scenario

Title 4:
Paper Review:
*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:
*Completing simulation works to achieve a good results
*Finishing paper writing
*Submit KICS paper

Title 6:
*Working on simulation works
*Survey related works
*Starting paper writing (introduction and related works)

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

Title 8:
*Continue paper writing for updated version
*Update introduction, related works, and system model

This Week Todo's

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

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:
*Completing simulation works to achieve a good results
*Finishing paper writing
*Revise the paper writing based on Professor’s comments
*Submit KICS paper

Title 6:
*Working on simulation works and evaluate the system model with some metrics performance
*Survey related works
*Continue paper writing : Proposed system and Performance evaluation

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

Title 8:
*Continue paper writing for updated version
*Update introduction, related works, and system model

Project Progress

Human Activity Recognition using Integrated Thermal Array, UWB, Vibration sensor for Smart Home Application

Last Week's Project

# 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
# Train integrated dataset with improved model and implement on the jetson nano for real-time system
#Improve deep learning model to address overfitting problems with parallel processing scenario
# Preparing PPT and final report for meeting with company

This Week's Project

# Measure the new prototype (range of the thermal sensor)
# 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
# Train integrated dataset with improved model and implement on the jetson nano for real-time system (4 model)
#Improve deep learning model to address overfitting problems with parallel processing scenario
# Preparing PPT and final report for meeting with company
# Preparing demo prototype to the company

Monthly Goals

1. Finishing project papers
2. Preparing domestic (KICS Summer) and international conference (ICTC) paper and IEEE Journal paper
3. Finishing IoT project works with members

Annual Goals

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)