Report

Pbcustodio

April 10, 2023 - April 16, 2023

Papers

Title 1: Smart Net-Metering Prediction Utilizing Attention-Based Long Short-Term Memory
Target: IEEE Journal on Smart Grid / Status: Processing

Title 2: Machine Learning-based Digital Twin of a Battery Management System in Unreal Engine
Target: KICS Summer 2023 / Status: Processing (co-work with Judith and Robin)

Title 3: Survey on Enhanced Faulty Node Detection on Distributed Networks with Blockchain
Target: Research Area (Thesis) / Status: Surveying Papers

20% Progress
Last Week's Progress

Title 1: (a) Continue Results Implementation and Integration to Paper

Title 2: (a) Input SOC result of model into UE
(b) Data input into UE Blueprints

Title 3: (a) Survey Papers


Mentoring session with Mentor
=======================
- Mentoring on Research Paper
- Preparation for KICS Conference Paper

This Week Todo's

Title 1: (a) Continue Results Implementation and Integration to Paper

Title 2: (a) Implementation on Unreal Engine

Title 3: (a) Read: Malicious Node Detection Using Machine Learning and Distributed Data Storage Using Blockchain in WSNs
(b) Read: Blockchain-Based Federated Learning for Device Failure Detection in Industrial IoT


Mentoring session with Mentor
=======================
- Mentoring on Research Paper
- Preparation for KICS Conference Paper

Project Progress

Metaverse and Digital Twin Assisted Battery Pack Management

50% Progress
Last Week's Project

1. Unreal Engine Implementation of ML Technique (ONNX / PyTorch)
2. Downgrade UE from 5 to 4
3. Input SOC result of model into UE
4. Data input into UE Blueprints

This Week's Project

1. Convert Python Code of GRU-RNN model to UE-capable executable code
2. Manual input of data (V / I / T) for SOC prediction

Monthly Goals

1. Review Paper on EDAS for NSL Works
2. Finish Implementation Title 1
3. Continue Digital Twin Implementation

Annual Goals

1. To attend at least 3 conferences (1 International, 2 domestic)
2. To submit at least 4 articles (0/4)
3. To publish at least 2 articles (0/2)