Report

Judth989

December 16, 2024 - December 20, 2024

Papers

Name: Njoku, Judith Nkechinyere (20225053)

Date: 2024.12.16

Paper 1: Leveraging Digital Twin Technology for Battery Management: A Case Study review
Target: IEEE Access (Major Revision)

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 (Submitted)
Paper 4: HyBaTwin: Web-based Explainable Hybrid Digital Twin Platform for Electric Vehicle Battery Capacity Estimation
Target: JKICS Journal (Accepted - Revisions submitted)
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 (Completed and Published)
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 and Published)
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 (Under Review)
Paper 16: Forecasting Energy Consumption Across Korean Industrial Sectors: A Case Study Using Prophet
Target: KICS Fall 2024 (Completed)
Paper 17: The Internet of Digital Twins (IoDT): A Proposition for Seamless Connectivity in Intelligent Systems
Target: Undecided
Paper 18: BatteryMetrix: A Digital Twin Platform for Predictive, Explainable and Secure Battery Management Systems
Target: Doctoral Thesis - Writing Introduction and developing framework

80% Progress
Last Week's Progress

Paper 1 : Leveraging Digital Twin Technology for Battery Management: A Case Study review
Status: Completed Reviewer 1 comments. Finalizing Reviewer 2.
Paper 4: HyBaTwin: Web-based Explainable Hybrid Digital Twin Platform for Electric Vehicle Battery Capacity Estimation
Status: Completed paper revision and resubmitted
Paper 14: ThermaLSTM: A Robust Physics-Informed LSTM for Data-Driven Analysis of Thermal Dynamics in Lithium-Ion Batteries
Plan: Finalize results discussion
Paper 18: BatteryMetrix: A Digital Twin Platform for Predictive, Explainable and Secure Battery Management Systems
Status: THESIS - Research baseline studies and datasets

This Week Todo's

Paper 1 : Leveraging Digital Twin Technology for Battery Management: A Case Study review
Status: Complete revision and resubmit
Paper 14: ThermaLSTM: A Robust Physics-Informed LSTM for Data-Driven Analysis of Thermal Dynamics in Lithium-Ion Batteries
Plan: Finalize results discussion
Paper 17: The Internet of Digital Twins (IoDT): A Proposition for Seamless Connectivity in Intelligent Plan: Write framework for IoDT
Paper 18: THESIS - BatteryMetrix: A Digital Twin Platform for Predictive, Explainable and Secure Battery Management Systems
Plan: Complete introduction | Develop framework for Battery Metrix

Project Progress

Digital Twin for Bridge - PHASE 1
OVERALL STATUS
- Samcheonpo bridge modeling model completed
- Samho bridge modeling model completed
- Miru Bridge modeling completed
- Cheongdam bridge modeling completed
- WebGL Digital Twin completed
- Finalizing Unreal Engine Digital Twin

95% Progress
Last Week's Project

1)Decorate level and include realistic terrain, landscape and river.
2)Preparing project documentation

This Week's Project

1) Complete project documentation

Monthly Goals

1.Complete and submit two journal papers - Paper 7, Paper 17
2.Complete Digital Bridge Project implementation
3. Commence Phase 1 of thesis writing: Document content and results for Contribution 1.

Annual Goals

1.Master Digital Twin development tools.
2.Complete at least Three Journal Papers. - IEEE Access, Journal of Ret. & Con. Ser., JKICS
3.Attend at least three Domestic Conference - JCCI2024, KICS Summer 2024, KICS Fall 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
3.KICS Fall 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
4.JCCI 2023
5.KICS Summer 2023
6.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