Paper 1: Advanced Anomaly Detection in Manufacturing System: An Optimized Multi-CNN Ensemble Learning Approach (Awaiting Decision)
Target: IEEE Transactions on Emerging Topics in Computational Intelligence
Paper 2: Federated Semi-Supervised Digital Twin for Enhanced Human-Machine Interaction in Industry 5.0 (Accepted)
Target: ICTC 2024
Paper 3: FMACNN: Federated Multi-Attention CNN Framework for Artificial Image Detection (Submitted)
Target: IEEE Transactions on Information Forensics and Security
Paper 4: MMNet: Multimodal Neural Network Framework for Emotion Recognition via EEG and Speech
Target: IEEE Transaction on Biomedical Engineering
Paper 5: DCFL-Chain: Digital-Twin-Based Collaborative FL-Integrated Energy Consumption Prediction for Smart Factory
Target: KICS Fall-2024 (Submitted)
- Working on paper 4 fixing minor issues based on the reviews from Professor.
- Submitting paper 4.
- Finishing 5.
- Working/Studying Diffusion Model for new paper.
- Implementing Stable Diffusion, DDPM, and Latent Diffusion Models for future research work.
- Fixing the issues in Paper 5 and resubmit.
Project 1: ITRC Digital Twin
Project 2: 어린이집 얼굴 identification, action recognition, and tracking.
Project 1:
- Review papers and presentations.
Project 2:
- Creating an action recognition dataset.
- Working on the face detection part.
- Preparing dataset for Face Recognition and Action Recognition.
Project 1:
- Review papers and presentations.
Project 2:
- Creating an action recognition dataset.
- Working on the face detection part.
- Extracting facial embeddings from detected faces for face recognition.
- Preparing dataset for Face Recognition and Action Recognition.
- Update project status on leader meeting.
- Learning Digital Twin, LLM, Generative AI, Transformers, Encoder-Decoder, Stable Diffusion, and Architectures with implementation.
- Submit one more Q1 International Journal this year.
- Attend international conferences and domestic conferences.