Report

Judth989

September 30, 2024 - October 4, 2024

Papers

Name: Njoku, Judith Nkechinyere (20225053)

Date: 2024.09.30

Paper 1: Leveraging Digital Twin Technology for Battery Management: A Case Study review
Target: Engineering Applications of AI (Under review)

Paper 2: Predicting Battery States using Explainable Data-driven Digital Twins
Target: IEEE Access (Completed and Published)
Paper 3: BatteryMetrix: Hybrid AI and Physics-based Digital Twin for EV Batteries with Trustworthy and Interactive Visualization
Target: IEEE Intelligent Systems - Summer Intensive
Paper 4: HyBaTwin: Web-based Explainable Hybrid Digital Twin Platform for Electric Vehicle Battery Capacity Estimation
Target: JKICS Journal (Preparation)
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: Implementing Cryptography and Blockchain in Battery Management for Securing Digital Twin Data.
Target: JKICS Journal (Revising)
Paper 7: SHAP-based Explainable Model-in-the-Loop for Digital Twins In Battery Management Systems.
Target: JCCI 2024 (Completed and Published).
Paper 8: LLMS for Enhancing Battery Digital Twins
Target: Improve paper and submit to IEEE Systems Journal
Paper 9: TwinMil: Semantic Segmentation-based Digital Twin Framework for Military Surveillance
Target: ICMIC 2024 (Presented and completed)
Paper 10: Towards Trustworthy Battery Management: A Digital Twin Approach Leveraging XAI and Blockchain.
Target: ICAIIC (Submitted)
Paper 11: BAT-GPT: Large Language Models for Interactive Digital Twin-based BMS
Target: KICS Summer 2024 (Completed and Published)
Paper 12:- Evaluating Wireless Communication Protocols for EV Digital Twin Battery Data Exchange
Target - WCNC (Submitted)
Paper 13 :- EL-Alert: An Explainable Lightweight AST Model for Military Situational Awareness and Surveillance
Target - ICTC 2024 (Accepted)
Paper 14 :- Battery on Thermal run away
Target - Wiley Internet Technology Letters
Paper 15: ThermaPINN: Robust Physics-Informed Neural Network for Data-Driven Analysis of Thermal Dynamics in Lithium-Ion Batteries

40% Progress
Last Week's Progress

Paper 1: Completed and submitted Major revision
Paper 2: Completed.
Paper 3: Finalized.
Paper 4: Modifying paper to journal template
Paper 5: Completed
Paper 6: No plans - Chuseok
Paper 7: Completed
Paper 8: No plans
Paper 9: Completed
Paper 10: Submitted to ICAIIC
Paper 11: Completed
Paper 12: Submitted paper to WCNC
Paper 13: Conference registration
Paper 14:Background research and problem formulation
Paper 15: - Developing AI models for predicting battery temperature - Data preprocessing, develop baseline models

This Week Todo's

Paper 1: Revise paper and resubmit by September 28th
Paper 2: Completed.
Paper 3: Finalized
Paper 4: Modifying paper to journal template
Paper 5: Completed
Paper 6: Revising for submission to JKICS
Paper 7: Completed
Paper 8: No plans
Paper 9: Completed
Paper 10: Under review with ICAIIC
Paper 11: Completed
Paper 12: Paper under review with WCNC
Paper 13: Prepare for conference attendance
Paper 14: Generate dataset, train models and start writing
Paper 15: - Develop proposed algorithm

Project Progress

Digital Twin for Bridge - PHASE 1

45% Progress
Last Week's Project

1.Implementing bridge zoom in, rotation and focus in Unreal Engine
2.Implement sensor selection and hover.
3.Implemented sensor click and information display

This Week's Project

1. Finetune zooming in on sensor
2. Develop functionality for bridge selection, addition and deletion.

Monthly Goals

1.Study UnrealEngine BluePrints (Advanced)
2. Complete Battery digital twin platform
3.Study AWS for data management
4.Study Battery Thermal run away

Annual Goals

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
5.Build a 3D based Digital twin application for autonomous vehicles.

Goals Achieved

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
International Conference
1.ICMIC 2024

2023 Goals Achieved
Domestic Conference
3.JCCI 2023
4.KICS Summer 2023
5.KICS Fall 2023

International Conference
2.ICUFN 2023
3.ICMIC 2023
4.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