Study & Beyond
  • Home
  • Study Note
  • Paper Review
  • Research
  • Others
  • ORCID

Donghyun Ko
Ph.D. Student
Industrial & Systems Engineering
North Carolina State University

CV

ORCID

Contact

  • Phone: 919-454-2479
  • Email: dko3@ncsu.edu
  • Office: 4331 Fitts-Woolard Hall

About me

Hi, I am a Ph.D. student in Industrial & Systems Engineering at NC State University, working on risk-aware generative AI for industrial predictive analytics. My research focuses on combining diffusion-based Generative models, ML/DL, and optimization to improve additive manufacturing process optimization, RUL/TTF prediction, and decision-making under uncertainty of defense systems.

Interests

  • Generative AI
  • Machine / Deep Learning
  • Mathematical Optimization
  • Industrial system Prognostics
  • Anomaly etection & Monitoring
  • Additive Manufactuing

Education

  • Ph.D., Industrial & Systems Engineering — NC State (in progress)
  • M.S., Industrial Engineering — Texas A&M University
  • B.A., Economics — Korea Military Academy

Explore

This site is my personal archive, organized around methodology-focused study notes, paper reviews, research outcomes, and personal investing insights. It brings together how I learn, analyze, experiment, and reflect. Sections below provide more detailed guidance on each area.

Study Note

Notes on methodologies I’ve studied across ML/DL, generative AI, optimization, and statistics.

Research

A collection of my published papers and conference talks highlighting my research contributions in the socieity.

Paper Review

Summaries and reflections on research papers in my field, focusing on core ideas, methods, and insights.

Others

This is an extra archive to stack other funny things!

 

©2025 Donghyun Ko