Summary
Overview
Work History
Education
Skills
Affiliations
Software
Timeline
Generic

Min Woo Kim

Student

Summary

Dynamic undergraduate researcher at HPIC LAB, proficient in Python and C/C++. Developed a high-performing CNN-LSTM model for diagnosing motor faults, achieving exceptional performance metrics. Engaged in LLM compression research, fostering collaboration and supporting peers. Proven ability in scientific writing and data interpretation, with a strong focus on innovative problem-solving.

Detail-oriented researcher proficient in collecting, compiling and interpreting sensory research data. Hardworking and efficient individual skillful at developing questionnaires and conducting subject interviews. In-depth knowledge of DNN models and computer systems.

Overview

2
2
Languages

Work History

Undergraduate Student Researcher

HPIC LAB
12.2024 - Current

Research Experience

  • Collaborated with EECSL (a lab at Korea University) and other institutions to acquire data for model training .
  • Used Python and PyTorch to develop an Attention-Based Fusing CNN-LSTM Hybrid Model , achieving 99.5% accuracy and 97% F1-score in diagnosing 7 motor fault classes using two sensor modalities .
  • Interpreted and analyzed research data to draw conclusions on outcomes to further develop the research.
  • Reimplemented state-of-the-art (SOTA) models for performance comparison in controlled settings, validating improvements over existing approaches.
  • Currently writing a research paper based on this work.
  • Applied critical thinking skills to identify potential areas for further investigation within the research topic.
  • Engaged in research on Large Language Model (LLM) compression , extensively using C/C++ and leveraging SOTA research and tools .
  • Supported fellow researchers with technical assistance, fostering a collaborative work environment.
  • Presented research findings at university conferences, effectively communicating complex concepts to diverse audiences.

Education

Bachelor of Engineering - Electrical Engineering

Korea University
Seoul
04.2001 -

Skills

    Laboratory techniques

    Scientific writing

    Research design

    Qualitative research

    Experimental design

    Data interpretation

    Computer programming

    Undergraduate research

    Sample preparation

    Critical thinking

    Attention to detail

    Problem-solving aptitude

Affiliations

HPIC LAB


https://hpic.korea.ac.kr/

Software

Pytorch

C/C

Python

Timeline

Undergraduate Student Researcher

HPIC LAB
12.2024 - Current

Bachelor of Engineering - Electrical Engineering

Korea University
04.2001 -
Min Woo KimStudent