Name: Njoku, Judith Nkechinyere (20225053)
Date: 2024.11.04
Paper 1: Leveraging Digital Twin Technology for Battery Management: A Case Study review
Target: IEEE Access (Under review)
Paper 2: Predicting Battery States using Explainable Data-driven Digital Twins
Target: IEEE Access (Completed and Published)
Paper 3: A Comparative Study of Electrochemical Models for Battery Digital Twins in BMS Applications
Target: Journal of Energy storage (Finalizing for Submission)
Paper 4: HyBaTwin: Web-based Explainable Hybrid Digital Twin Platform for Electric Vehicle Battery Capacity Estimation
Target: JKICS Journal (Under Review)
Paper 5: Evaluating Explainable Regression Techniques for Service Advisor Performance Analysis in Automotive Dealerships.
Target: Journal of Retailing and Consumer Services (Completed and Published).
Paper 6: SHAP-based Explainable Model-in-the-Loop for Digital Twins In Battery Management Systems.
Target: JCCI 2024 (Completed and Published).
Paper 7: LLMS for Enhancing Battery Digital Twins
Target: Improve paper and submit to IEEE Systems Journal
Paper 8: TwinMil: Semantic Segmentation-based Digital Twin Framework for Military Surveillance
Target: ICMIC 2024 (Presented and Completed)
Paper 9: Towards Trustworthy Battery Management: A Digital Twin Approach Leveraging XAI and Blockchain.
Target: ICAIIC (Submitted)
Paper 10: BAT-GPT: Large Language Models for Interactive Digital Twin-based BMS
Target: KICS Summer 2024 (Completed and Published)
Paper 11:- Evaluating Wireless Communication Protocols for EV Digital Twin Battery Data Exchange
Target - WCNC (Submitted)
Paper 12 :- EL-Alert: An Explainable Lightweight AST Model for Military Situational Awareness and Surveillance
Target - ICTC 2024 (Completed)
Paper 13 :- ThermoNeXt: A ConvNeXt-Based Framework for Thermal Anomaly Detection in Electric Vehicle Battery Systems
Target - Wiley Internet Technology Letters
Paper 14: ThermaLSTM: A Robust Physics-Informed LSTM for Data-Driven Analysis of Thermal Dynamics in Lithium-Ion Batteries
Target: IEEE Systems Journal
Paper 15: Explainable Autoencoder-Based Wireless Communication System for Battery Digital Twins
Target: ICC 2025 (Submitted)
Paper 16: Forecasting Energy Consumption Across Korean Industrial Sectors: A Case Study Using Prophet
Target: KICS Fall 2024 (Submitted)
Paper 17: The Internet of Digital Twins (IoDT): A Proposition for Seamless Connectivity in Intelligent Systems
Target: Undecided
Paper 18: Doctoral Thesis
Paper 1: Leveraging Digital Twin Technology for Battery Management: A Case Study review
Status: Completed and submitted to IEEE Access.
Paper 3: A Comparative Study of Electrochemical Models for Battery Digital Twins in BMS Applications
Status: Finalizing for submission to Journal of Energy Storage
Paper 4: HyBaTwin: Web-based Explainable Hybrid Digital Twin Platform for Electric Vehicle Battery Capacity Estimation
Status: Completed and Submitted to Journal of KICS (JKICS)
Paper 16: Forecasting Energy Consumption Across Korean Industrial Sectors: A Case Study Using Prophet
Status: Updated Acknowledgement and resubmitted
Paper 17: The Internet of Digital Twins (IoDT): A Proposition for Seamless Connectivity in Intelligent Systems
Status: Developed paper outline and researched preliminary qualitative references.
Paper 18: Completed thesis proposal and submitted to Professor Kim for approval.
Paper 3: A Comparative Study of Electrochemical Models for Battery Digital Twins in BMS Applications
Task: Complete results discussion | Finalize paper for submission | Submit to Professor for approval
Paper 13 :- ThermoNeXt: A ConvNeXt-Based Framework for Thermal Anomaly Detection in Electric Vehicle Battery Systems
Plan: Synthetic data generation already completed, Organize and ensure proper labeling of dataset
Paper 14: ThermaLSTM: A Robust Physics-Informed LSTM for Data-Driven Analysis of Thermal Dynamics in Lithium-Ion Batteries
Plan: Complete paper methodology, Rerun simulations and document more results.
Paper 17: The Internet of Digital Twins (IoDT): A Proposition for Seamless Connectivity in Intelligent Plan: Start writing paper introduction/Background/Related works
Digital Twin for Bridge - PHASE 1
OVERALL STATUS
- Samcheonpo bridge model completed
- Updating WebGL Digital Twin
- Finalizing Unreal Engine Digital Twin
- Developing Miru Bridge model
- Developing Samho bridge model
- Awaiting CAD files for Panguil bridge
1)Implement dynamic spawning of sensors in digital bridge from internally defined coordinates
2)Enable simultaneous spawning of sensor and reading of sensor data in Unreal Engine
3)Implement Pop-up menus
1)Implement dynamic spawning of sensors in digital bridge from json file on FastAPI server.
2)Implement functions for displaying internal and hidden sensors on the digital bridge.
3)Organize Blueprints
1.Complete and submit three journal papers
2.Complete Digital Bridge Project implementation
3. Commence Phase 1 of thesis writing: Document content and results for Contribution 1.
1.Master Digital Twin development tools.
2.Complete at least Three Journal Papers. - IEEE Access, Journal of Ret. & Con. Ser.
3.Attend at least three Domestic Conference - JCCI2024, KICS Summer 2024
4.Attend at least two International Conferences - ICMIC 2024, ICTC 2024
5.Build a 3D based Digital twin application for autonomous vehicles.
2024 Goals Achieved
Domestic Conference
1.JCCI 2024
2.KICS Summer 2024
International Journal
1.Journal of Retailing and Consumer Services (Vol 80, September 2024)
2. IEEE Access (Vol 12, 83480-83501)
International Conference
1.ICMIC 2024
2.ICTC 2024
2023 Goals Achieved
Domestic Conference
3.JCCI 2023
4.KICS Summer 2023
5.KICS Fall 2023
International Conference
3.ICUFN 2023
4.ICMIC 2023
5.ICTC 2023
International Journal
1.MDPI Electronics Journal (Volume 12, Issue 24, December 2023)
2022 Goals Achieved
Domestic Conference
1.KICS Winter 2022
2.KICS Summer 2022
3.KICS Fall 2022
International Journal
1.IET Intelligent Transportation Systems Journal (Volume 17, Issue 1, January 2023)
International Conference
1)ICTC 2022
2)APCC 2022