Curriculum Vitae

Myeong-Ha Hwang    

   Senior Researcher at Korea Electric Power Corporation (KEPCO)

   A member of Digital Solution Laboratory at KEPCO Research Institute (KEPRI) 

   Research Topics: Explainable AI(XAI), Large Language Model(LLM), Knowledge Graph(KG), Text Mining, Natural Language Processing(NLP)

Education

• Ph.D Candidate, Bio and Brain Engineering, KAIST, Daejeon, Korea, 2022 [KAIST Site]

  • Subject of Research: Development of Drug Side Effect Prediction Method based on Knowledge Graph Database

  • Adviser: Professor Gwan-Su Yi at KAIST [Laboratory Site]

  • Area of Study: Explainable AI(XAI), Large Language Model(LLM), Knowledge Graph(KG), Natural Language Processing(NLP)

• M.E. Information & Communication Network Technology, UST-ETRI, Daejeon, Korea, 2018 (Summa Cum Laude) [UST Site] [ETRI Site]

  • Thesis: A Study on Development of Trend Analysis System for International Standards based on Text Mining [Journal Site]

  • Adviser: Professor Kangchan Lee at ETRI

  • Area of Study: Natural Language Processing(NLP), Machine Learning, Web Platform

• B.S. Information & Communication Engineering, Chungnam National University, Daejeon, Korea, 2015 [CNU Site]

  • Adviser: Professor Changsoo Eun at CNU

  • Area of Study: Database, Web Platform

Publications

• Myeong-Ha Hwang and Gwan-Su Yi*. Synbi-Side: Drug Side Effect Prediction Model based on Interpretable Knowledge Graph, IEEE Journal of Biomedical and Health Informatics. Vol 00. No 00. pp 00-00. 2025 (SCIE, I.F = 7.7, JCR = Q1) [TBD]

• Myeong-Ha Hwang, Daeho Lee, Sechan Lee, Hyojin Son, Haangik Park and Gwan-Su Yi*. DrugMecha: A Knowledge Graph Database of Drug Mechanisms via Text Mining, IEEE Journal of Biomedical and Health Informatics. Vol 00. No 00. pp 00-00. 2025 (SCIE, I.F = 7.7, JCR = Q1) [TBD]

• Myeong-Ha Hwang, Woosung Choi* and Sumyeong Ahn*. EnerReport: A Multi-Agent based Report Generation Framework for Emerging Energy Technologies , Applied Energy. Vol 00. No 00. pp 00-00. 2025 (SCIE, I.F = 4.7, JCR = Q1) [TBD]

• Myeong-Ha Hwang, Kyungmin Kim, Hyeongu Kim, Yoojin Kwon and Sungho Lee*. DER-SecAgent: A Multi-Agent based Cybersecurity Framework for Distributed Energy Resources, Applied Energy. Vol 00. No 00. pp 00-00. 2025 (SCIE, I.F = 3.8, JCR = Q1) [TBD]

• Myeong-Ha Hwang, Yoojin Kwon, Jeonghyun Joo, Hee-Woon Kang, Hyejeong Jin and Hyunwoo Lee*. AI-IDS-Analyzer: A Systematic Comparative Analysis Framework for AI-Based Intrusion Detection System, Journal of Network and Computer Applications. Vol 00. No 00. pp 00-00. 2025 (SCIE, I.F = 7.7, JCR = Q1) [TBD]

• Myeong-Ha Hwang, Jikang Shin and Junseong Bang*. Speech-RPA: A Framework for Robotic Process Automation Control with Speech Prompt Classification based on Large Language Model, Computer Speech & Language. Vol 00. No 00. pp 00-00. 2025 (SCOPUS, I.F = 3.1, JCR = Q1) [Under Review]

• Haangik Park, Yejin Kim, Hwiin Jo, Myeong-Ha Hwang, Hyojin Son, Sechan Lee and Gwan-Su Yi*. Robust prognostic biomarkers and a risk prediction model specific to EGFR-mutated lung adenocarcinoma patients via multicohort meta-analysis, Heliyon. Vol 11. Issue 6. 2025 (SCOPUS, I.F = 3.4, JCR = Q1) [Journal Site].

• Hyojin Son, Sechan Lee, Jaeuk Kim, Haangik Park, Myeong-Ha Hwang and Gwan-Su Yi*. BASE: A Web Service for Providing Compound-Protein Binding Affinity Prediction Datasets with Reduced Similarity Bias, BMC Bioinformatics. Vol 25. No 1. pp 1-26. 2024 (SCIE, I.F = 2.9, JCR = Q1) [Journal Site].

• Junseong Bang and Myeong-Ha Hwang. Trends in Emotion Understanding Technology for Conversational Chatbots, Korean Institute of Information Scientists and Engineers. Vol 42. No 1. pp 34-41. 2024 [Journal Site].

• Kyung-Min Im, Dong-hwan Kim, Seongung Jo, Heung-Seon Oh*, Myeong-Ha Hwang. TAGS: Text Augmentation with Generation and Selection, KIPS Transactions on Software and Data Engineering. Vol 12. No 10. pp 455-460. 2023 (KCI) [Journal Site]

• Gwangseon Jang, Yoonjeong Kim and Myeong-Ha Hwang*(Corrensponding Author). SMART-ID: Semantic Matching based on Applying BERT for R&D Institution Identification, The Transactions of the Korean Institute of Electrical Engineers. Vol 72. No 9. pp 1097-1106. 2023 (SCOPUS & KCI) [Journal Site]

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo, Jeong-Seon Im, Hee Cho and Chun-Kwon Lee*. Ensemble-NQG-T5: Ensemble Neural Question Generation Model based on Text-To-Text Transfer Transformer, Applied Sciences. Vol 13. No 2. pp 903. 2023 (SCIE, I.F = 2.838, JCR = Q2) [Journal Site]

• Jikang Shin, Sungho Lee, Hojin Seo, Jeong-Seon Im, Hee Cho and Myeong-Ha Hwang*(Corresponding Author). EnterRPA: Open-Source Robotic Process Automation for Enterprise, The Transactions of the Korean Institute of Electrical Engineers. Vol 72. No 3. pp 419-427. 2023 (SCOPUS & KCI) [Journal Site]

• Nam-Joon Jung, Myeong-Ha Hwang, Dong-Hyuk Lee and Un-Kyung Song. A study on Learning Methods for Power Transmission Facilities based on Deep Learning using Multi Segmentation and Tagging, The Transactions of the Korean Institute of Electrical Engineers. Vol 71. No 2. pp 436-442. 2022 (SCOPUS & KCI) [Journal Site]

• Gwangseon Jang and Myeong-Ha Hwang*(Corrensponding Author). Automated Machine Learning Pipeline System Based on Beam Search for Electric Power Industry, The Transactions of the Korean Institute of Electrical Engineers. Vol 70. No 12. pp 1914-1923. 2021 (SCOPUS & KCI) [Journal Site]

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo, Jeong-Seon Im and Hee Cho. KoRASA: Pipeline Optimization for Open Source Korean Natural Language Understanding Framework Based on Deep Learning, Mobile Information Systems. Vol 2021. No 9. pp 1-9. 2021 (SCIE, I.F = 1.863, JCR = Q2) [Journal Site]

• Myeong-Ha Hwang, In-Tae Lee, Chang-Hun Chae and Nam-Joon Jung. Gen2Vec: Deep Learning based Distributed Representation Framework of Words and Documents for Diagnostic Services of Power Generation Facility, The Transactions of the Korean Insititute of Electrical Engineers. Vol 69. No 12. pp 1808-1815. 2020 (SCOPUS & KCI) [Journal Site]

• Myeong-Ha Hwang, In-Tae Lee and Kwan-Hee Yun. K-EDES: Earthquake Damage Estimation Web-System for Electrical Substations in South Korea, The Transactions of the Korean Insititute of Electrical Engineers. Vol 69. No 11. pp 1717-1723. 2020 (SCOPUS & KCI) [Journal Site]

• Nam-Joon Jung, Chang-Hun Chae, Myeong-Ha Hwang and In-Tae Lee. A study on creation a learning dataset for the development of an unmanned power facility monitoring system based on deep learning, The Transactions of the Korean Insititute of Electrical Engineers. Vol 69. No 7. pp 1053-1060. 2020 (SCOPUS & KCI) [Journal Site]

• Myeong-Ha Hwang, Ui-Kyun Na, Seungjun Lee, ByungJoo Cho, Yeri Kim, DongHyuk Lee and JiKang Shin*. MIORPA: Middleware System for Open-Source Robotic Process Automation, Journal of Computing Science and Engineering. Vol 14. No 1. pp 19-25. 2020 (SCOPUS) [Journal Site]

• Myeong-Ha Hwang, Suwook Ha, Minkyo In, and Kangchan Lee*. Related Document Extraction based on Topic Modeling using Cloud System, International Journal of Grid and Distributed Computing. Vol 11. No 5. pp 91-100. 2018 (ESCI) [Journal Site]

• Myeong-Ha Hwang, Suwook Ha, Minkyo In, and Kangchan Lee*. A Method of Trend Analysis using Latent Dirichlet Allocation. International Journal of Control and Automation. Vol 11. No 5. pp 173-182. 2018 (SCOPUS) [Journal Site]

• Myeongha Hwang, Suwook Ha, Minkyo In and Kangchan Lee*. Security Trend Analysis using Cloud System based on Text Mining. Journal of Security Engineering. Vol 14. No 5. pp 345-352. 2017 (KCI) [Journal Site]

Conferences

• Jeonghyun Joo, Nogil Myoung, Heewoon Kang, Myeong-Ha Hwang and Yoojin Kwon*. Deep Packet Inspection(DPI) for DER Operations Situational Awareness, International Conference on Advanced Power System Automation and Protection (APAP). 2025

• Hyungyu Jang, Myeong-Ha Hwang, Jeonghyun Joo, YooJin Kwon and Hyunwoo Lee*. Design of a Self-Evolving Electricity Demand Forecasting Platform Intergrated with BEMS Based On Multi-Layer Federated Learning AI, Korea Computer Congress (KCC). 2025

• Yeongwook Seo, Myeong-Ha Hwang, Jeonghyun Joo, YooJin Kwon, Heewoon Kang and Hyunwoo Lee*. Performance Analysis of ARM Confidential Computing Architecture, CISC-S. 2025

• Byungrok Kim, Myeong-Ha Hwang, Jeonghyun Joo, YooJin Kwon and Hyunwoo Lee*. CubeDimAE: Automatic Autoencoder Generation based on Dimension Estimation by Tessellation, IEEE International Conference on Big Data and Smart Computing (IEEE BigComp). 2025 [Journal Site]

• Seohyeon Park, Myeong-Ha Hwang, YooJin Kwon and Hyunwoo Lee*. ApriSig: Data-based Automated Signature Generation Framework Leveraging A-priori Algorithm for Intrusion Detection, CISC-W. 2024

• Hee Cho, Myeongsu Kim, Choong-Hyo Kim, Minhae Jang, Jaejoo Song and Myeong-Ha Hwang. Method for identifying object automatically using topology, The 54th KIEE Summer Conference. 2023 [Journal Site]

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo, Jeong-Seon Im and Hee Cho. ChatRPA: Open Source based Conversational Chatbot System for Robotic Process Automation, International Conference on Electric-Vehicle, Smart Grid and Information Technology(ICESI) 2022. P04-2. pp 1-5. 2022 [Journal Site]

• Hee Cho, Myeong-Ha Hwang, Jikang Shin, Hojin Seo, Jeong-Seon Im. Development of keyword-based chatbot system to improve work efficiency, The 53th KIEE Summer Conference. 2022 [Journal Site]

• Yu Hyeon Geon, Jeong Hee Chul, Myeong-Ha Hwang and JiKang Shin. RASA and gRPC for integration with chatbot and RPA systems, Proceedings of Symposium of the Korean Institute of Communications and Information Sciences. 2021 [Journal Site]

• Myeong-Ha Hwang, In-Tae Lee, Chang-Hun Chae and Nam-Joon Jung. GenBot: Chatbot for Operating Power Plant based on Expert Knowledge, The Conference of the Korean Institute of Electrical Engineers. 2020

• Myeongha Hwang, Minkyo In, Suwook Ha and Kangchan Lee*. TASIS:Trend Analysis System for International Standards, ITU Kaleidoscope Academic Conference 2017 (Nanjing, China). pp 171-178. 2017 (IEEE Xplore) [Journal Site]

Patents

• Myeong-Ha Hwang, Yoojin Kwon, Jeonghyun Joo and Hee-Woon Kang. Apparatus and Method for Connecting Multi-AI Agents to Automate Security Process, KEPCO, 10-2025-0047295. 2025.

• Jikang Shin and Myeong-Ha Hwang. Method for Automating Business Process Creation, KEPCO, 10-2025-0004766. 2025.

• Myeong-Ha Hwang and Jikang Shin. Method for Generating Robotic Process Automation Code, KEPCO, 10-2024-0148220. 2024.

• Myeong-Ha Hwang, Jikang Shin and Jong-Min Ko. Speech Recognition Linked Robotic Process Automation Apparatus based on Large Scale Language Model and Method, KEPCO, 10-2023-0135035. 2023.

• Jeong-seon Im, Myeong-Ha Hwang, Jikang Shin, Hojin Seo and Hee Cho. System and Method for extracting information based on few-shot learning, KEPCO, 10-2022-0126100. 2022.

• Hojin Seo, Myeong-Ha Hwang, Jikang Shin, Jeong-seon Im and Hee Cho. An approximate answer extraction System and Method based on unstructured data for natural language processing, KEPCO, 10-2022-0103298. 2022.

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo, Jeong-seon Im and Hee Cho. System and Method for generating automatically question based on neural network, KEPCO, 10-2022-0075512. 2022.

• Jeong-seon Im, Myeong-Ha Hwang, Jikang Shin, Hojin Seo and Hee Cho. System and Method for enhancing performance of named entity recognition model using data augment, KEPCO, 10-2022-0001342. 2022.

• Jikang Shin, Myeong-Ha Hwang, Hojin Seo, Jeong-seon Im and Hee Cho. System and Method for scheduling distribution exception of automated business program, KEPCO, 10-2021-0107209. 2021.

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo and Jeong-seon Im. System and Method for generating multi-language question automatically, KEPCO, 10-2021-0089235. 2021.

• Jeong-seon Im, Myeong-Ha Hwang, Jikang Shin and Hojin Seo. System and Method for recognizing optical character related to power based on deep learning, KEPCO, 10-2021-0087094. 2021.

• Myeong-Ha Hwang, In-Tae Lee, Chang-Hun Chae and Nam-Joon Jung. System and Method for processing natural language based on deep learning for information service of generation operation, KEPCO, 10-2021-0072602. 2021.

• Myeong-Ha Hwang, Jikang Shin, Hojin Seo and Jeong-seon Im. Apparatus for optimizing open source korean language understanding pipeline based on artificial neural networks, KEPCO, 10-2021-0045806. 2021.

• Chang-Hun Chae, Nam-Joon Jung, In-Tae Lee and Myeong-Ha Hwang. Apparatus for constructing learning data for machine learning of power facilities and method, KEPCO, 10-2020-0161144. 2020.

• Myeong-Ha Hwang, Seungjun Lee and JiKang Shin. Integrated Middleware Apparatus for Robotic Process Automation, KEPCO, 10-2020-0081945. 2020.

Projects

• Development of the information model management and certification system, Korea Electric Power Corporation (KEPCO), 2024.03~2024.12 (Total: 2023.03~2026.02)

• Development of Grid DER end-to-end security, Korea Electric Power Corporation (KEPCO), 2024.01~2024.12 (Total: 2022.09~2024.12)

• Feasibility Study of Applying Conversational AI Technology in the Research Field, Korea Electric Power Corporation (KEPCO), 2023.09~2024.11 (Total: 2023.09~2024.11)

• Development of commercialization technology for a research administration work simplification robotic process automation system, Korea Electric Power Corporation (KEPCO), 2023.06-2024.07 (Total: 2023.06-2024.07)

• Development of the Digital Platform Consistency Automation and AI Engine Technology for Electrical Power Industry, Korea Electric Power Corporation (KEPCO), 2023.01-2023.10 (Total: 2020.11-2023.10)

• Development of Pre-trained Language Model based QA Dataset Generative Model, Korea Electric Power Corporation (KEPCO), 2022.06-2023.05 (Total: 2022.06-2023.05)

• A development of the intelligent robotic process automation platform technology, Korea Electric Power Corporation (KEPCO), 2021.01-2022.12

• Development of Remote Operation Support System for Power Plant, Korea Electric Power Corporation (KEPCO), 2020.01-2020.12 (Total: 2017.04-2023.03)

• Development of Rapid Earthquake Safety Evaluation and Simulation Technology for the Electric Power Systems, Korea Electric Power Corporation (KEPCO), 2020.02-2020.08  (Total: 2017.12-2020.08)

• A development of the open source based robotic process automation engine technology for repetitive task efficiency, Korea Electric Power Corporation (KEPCO), 2019.10-2020.09 

Work Experience

• Full-Time Researcher, Digital Solution Laboratory & R&D Strategy Office, Korea Electric Power Research Institute (KEPRI), Daejeon, Korea, 2019-Now

• Full-Time Researcher, Synergistic Bioinformatics(SynBi) Laboratory, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea, 2018-2019

• Full-Time Researcher, Future Strategy Institute, Electronics and Telecommunications Research Institute (ETRI), Daejeon, Korea, 2016-2018

• Full-Time Internship, IT Part, Hyundai Motors Group, Asan, Korea, 2015

• Full-Time Research Assistant, Information Research Section, Korea Institute of Science and Technology Information (KISTI), Daejeon, Korea, 2014

• Full-Time Research Assistant, Human Engineering Research Section, Korea Atomic Energy Research Institute (KAERI), Daejeon, Korea, 2013

Awards

• Grand Prize (Ministry of Science and ICT), CDE DX Awards 2023, Ministry of Science and ICT & Society for Computational Design and Engineering, Korea, 2024.01.31

• Grand Prize (Research & Development), Periodic Rewards 2023, Korea Electric Power Research Institute (KEPRI), Korea, 2023.12.07

• Grand Prize (2nd / 180 Team), Artificial Intelligence (AI) Hackathon for Network Intelligence  2022, Electronics and Telecommunications Research Institute (ETRI) & Korea Telecom (KT), Korea, 2022.06.14

• Excellence Prize (Summa Cum Laude), Commencement of University of Science and Technology (UST) 2018, Electronics and Telecommunications Research Institute (ETRI), Korea, 2018.02.22

• Young Author Recognition, ITU-Kaleidoscope Academic Conference 2017, International Telecommunication Union (ITU), China, 2017.11.28

• Excellence Prize, Entrepreneurship Idea Contest 2017, Korea Credit Guarantee Fund (KODIT), Korea, 2017.06.12

• Encouragement Prize, Ubiquitous Health Service Idea Contest 2016, Korea U-Health Association, Korea, 2016.12.16

• Encouragement Prize, Convergence Research Idea Contest 2016, Convergence Research Policy Center in Korea Institute of Science and Technology (KIST), Korea, 2016.12.08

• Encouragement Prize, Wireless Radio Idea Contest 2016, Korea Radio Promotion Association in Korea Advanced Institute of Science and Technology (KAIST), Korea, 2016.11.25

• Encouragement Prize, Business Idea Contest 2016, Ministry of Trade, Korea, 2016.10.18

Professional Activities

• Electric Power Research Institute (EPRI), Collaborative Researcher, United States (U.S.), 2024.01-Now

• Korea Institute of Human Resources Development in Science and Technology (KIRD), 'AI Work Innovation Master', Group Leader, 2025.04-2025.08

• National Security Research Institute (NSR), Special Lecturer, 2025.06

• Chungnam National University (CNU), Mentor, 2025.05

• Konyang University, Special Lecturer, 2024.05

• Korea Institute of Science and Technology Information (KISTI), Special Lecturer, 2023.12

• Chungnam National University (CNU), Special Evaluator, 2023.11

• Korea Institute of Geoscience and Mineral Resources (KIGAM), Special Lecturer, 2023.03

• Korea Institute of Science and Technology Information (KISTI), Special Lecturer, 2023.02

• Korea Technology Transfer Agents Association (KTTAA), Special Lecturer, 2022.12

• Korea Technology Transfer Agents Association (KTTAA), Special Lecturer, 2022.11

• College of Medicine, Chungnam National University (CNU), Special Consultant, 2022.04-2022.05

• Buyeo Information High School, Special Lecturer, 2022.11

• The Transactions of the Korean Institute of Electrical Engineers, Reviewer, 2021

Extracurricular Activities

• Samsung Mentoring, Young Samsung, Korea, 2014 

• Undergraduate Student Supporters, Young Samsung, Korea, 2013.09-2014.02

• Sommelier, VIPS, CJ FoodVile, Korea, 2013-2014

Teaching Assistant

• Biomedical Statistics & Statistical Learning, BiS335, Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Fall, 2018

Contact

• Google Scholar

• GitHub

• LinkedIn

• ResearchGate

• E-mail: raphael9290@gmail.com