Seokgi Lee

Dr. Seokgi Lee - profile photo

Dr. Seokgi Lee

Assistant Professor

Rayen School of Engineering

Moser Hall 2465

phone: (330) 941-7116

slee10@ysu.edu

seoklee.weebly.com

Bio

Dr. Seokgi Lee received his Ph.D. in Industrial and Manufacturing Engineering from the Pennsylvania State University, University Part, PA, USA. He also received the B.S. and M.S. degrees in Industrial Engineering from Hanyang University, Seoul, South Korea. Dr. Lee is a former Assistant Professor in Industrial Engineering at the University of Miami, USA. Currently He is an Assistant Professor in Industrial and Systems Engineering at the Youngstown State University.

Research Interests

Dr. Seokgi Lee's research interests include distributed control systems using feedback control theory, predictive analytics and artificial neural network for service engineering processes such as supply chain management, transportation, and healthcare systems.

Teaching Interests

Dr. Seokgi Lee's teaching interests include operations research, production and inventory control, design of manufacturing systems, engineering statistics, and simulation systems.

  • 2013

    Ph D, Industrial and Manufacturing Engineering

    Pennsylvania State University

    Dissertation/Thesis Title — "Supply Chain Servo Control: Models and Algorithms"

  • 2001

    MS, Industrial Engineering

    Hanyang University

    Dissertation/Thesis Title — "The Weight Initialization of Self-Organizing Neural Networks Using Convex Hull for the Euclidean Traveling Salesman Problem"

  • 1999

    BS, Industrial Engineering

    Hanyang University

  • 2023

    Youngstown State University

    Research Professorship

  • 2022

    Youngstown State University

    Research Professorship

  • 2021

    University of Miami

    Provost research award

    Provost Research Award for the research project titled “Detecting hidden characteristics of patients administered or prescribed opioids in emergency departments"

  • 2018

    Society of Manufacturing Engineers (SME)

    SME Journal Award - Outstanding reviewer award

  • 2018

    Yonsei University, South Korea

    Scholarship for international collaborative research

    Scholarship for conducting research on multi-product dynamic flexible production scheduling algorithm with deep reinforcement learning.

  • 2017

    Yonsei University, South Korea

    Yonsei Institute of Sports Science and Exercise Medicine

  • 2014

    Pennsylvania State University

    Post-Doctoral Fellowship

  • 2013

    Johns Hopkins University

    Post-Doctoral Fellowship

  • 2017 -

    Yonsei University, South Korea

    Visiting Fellow

  • 2017 -

    Johns Hopkins University

    Associate

  • 2014 - 2021

    University of Miami

    Assistant Professor

  • 2014 - 2014

    Pennsylvania State University

    Post-doctoral researcher

  • 2013 - 2013

    Johns Hopkins University

    Post-doctoral Researcher

  • 2011 - 2013

    Pennsylvania State University

    Instructor

  • 2008 - 2010

    Pennsylvania State University

    Research Assistant

  • 2006 - 2007

    Gyeonggi Research Institute, South Korea

    Research Assistant

  • 2004 - 2005

    LG CNS Co., Ltd., South Korea

    Project Manager, System Consultant

  • 2001 - 2003

    ERHouse Co., Ltd., South Korea

    Computer Programmer, System Consultant

  • 2024 - present

    Director

  • 2024 - present

    Director

  • 2024

    "Crowdsourcing integration on the last mile delivery platform considering floating population data"

    J. Kim, S. Kweon, S. Hwang, S. Lee

    Expert Systems with Applications, Elsevier, volume 248

  • 2024

    "Impact of Bone Density and Integrated Screw Configuration on Standalone Anterior Lumbar Interbody Construct Strength"

    D. Ross, J. Manuel, A. Zhang, M. Mody, S. Lee, M. Root, T. Carroll, C. Mbagwu, G. Solitro

    North American Spine Society Journal (NASSJ), ELSEVIER

  • 2024

    "Effects of A2 pulley venting on bowstringing and tendon slack: a biomechanical investigation"

    S. Tyler, S. Vanhoof-Villalba, S. Lee, T. Saxena, W. Adcock, K. Bilderback, R. Barton, G. Solitro

    HAND, SAGE Publications

  • 2023

    "The production scheduling problem employing non-identical parallel machines with due dates considering carbon emissions and multiple types of energy sources"

    Y. Bok, N. Lee, S. Jo, S. Lee, S. Kweon, H. Na

    Expert Systems with Applications, Elsevier, volume 238

  • 2023

    "Insulin Dynamics across the Glucose Tolerance Spectrum in Youth with Obesity"

    W. Cho, F. Bacha, H. Tfayli, S. Lee, S. Michaliszyn, J. Kim, S. Arslanian

    DIABETES, volume 72
  • 2022

    "Racial disparities in opioid administration and prescribing in the emergency department for pain"

    H. Kang, P. Zhang, S. Lee, S. Shen, E. Dunham

    AMERICAN JOURNAL OF EMERGENCY MEDICINE, volume 55, p. 167-173

  • 2022

    "Hepatic Insulin Resistance Index (HIR-I) in Youth-Does Race/Ethnicity Matter?"

    W. Cho, F. Bacha, H. Tfayli, S. Lee, S. Michaliszyn, J. Kim, S. Arslanian

    DIABETES, volume 71
  • 2022

    "Demurrage pattern analysis using logical analysis of data: A case study of the Ulsan Port Authority"

    S. Kweon, S. Hwang, S. Lee, M. Jo

    EXPERT SYSTEMS WITH APPLICATIONS, volume 206

  • 2022

    "An electric forklift routing problem with battery charging and energy penalty constraints"

    S. Lee, H. Jeon, M. Issabakhsh, A. Ebrahimi

    JOURNAL OF INTELLIGENT MANUFACTURING, volume 33, issue 6, p. 1761-1777

  • 2022

    "A Hierarchical Deep Reinforcement Learning Approach for Outpatient Primary Care Scheduling"

    M. Issabakhsh, S. Lee

    IEEE/Winter Simulation Conference
  • 2021

    "Scheduling patient appointment in an infusion center: a mixed integer robust optimization approach"

    M. Issabakhsh, S. Lee, H. Kang

    HEALTH CARE MANAGEMENT SCIENCE, volume 24, issue 1, p. 117-139

  • 2021

    "An integrated inventory and distribution problem for alternative fuel: a matheuristic approach"

    S. Hwang, S. Lee, S. Kweon

    EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, volume 15, issue 5, p. 711-744

  • 2020

    "Relationships Among Bone Morphological Parameters and Mechanical Properties of Cadaveric Human Vertebral Cancellous Bone"

    A. Al-Barghouthi, S. Lee, G. Solitro, L. Latta, F. Travascio

    JBMR PLUS, volume 4, issue 5

  • 2020

    "Multi-agent system and reinforcement learning approach for distributed intelligence in a flexible smart manufacturing system"

    Y. Kim, S. Lee, J. Son, H. Bae, B. Chung

    JOURNAL OF MANUFACTURING SYSTEMS, volume 57, p. 440-450

  • 2020

    "Minimizing total energy cost and tardiness penalty for a scheduling-layout problem in a flexible job shop system: A comparison of four metaheuristic algorithms"

    A. Ebrahimi, H. Jeon, S. Lee, C. Wang

    COMPUTERS & INDUSTRIAL ENGINEERING, volume 141

  • 2020

    "Idle time and capacity control for a single machine scheduling problem with dynamic electricity pricing"

    S. Lee, M. Issabakhsh, H. Jeon, S. Hwang, . Do Chung, Byung

    OPERATIONS MANAGEMENT RESEARCH, volume 13, issue 3-4, p. 197-217

  • 2019

    "Learning-based logistics planning and scheduling for crowdsourced parcel delivery"

    Y. Kang, S. Lee, B. Chung

    COMPUTERS & INDUSTRIAL ENGINEERING, volume 132, p. 271-279

  • 2019

    "Estimating manufacturing electricity costs by simulating dependence between production parameters"

    H. Jeon, S. Lee, C. Wang

    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, volume 55, p. 129-140

  • 2017

    "Power demand risk models on milling machines"

    H. Jeon, S. Lee, A. Kargarian, Y. Kang

    JOURNAL OF CLEANER PRODUCTION, volume 165, p. 1215-1228

  • 2017

    "A dynamic control approach for energy-efficient production scheduling on a single machine under time-varying electricity pricing"

    S. Lee, . Do Chung, Byung, H. Jeon, J. Chang

    JOURNAL OF CLEANER PRODUCTION, volume 165, p. 552-563

  • 2016

    "Smart logistics: distributed control of green crowdsourced parcel services"

    S. Lee, Y. Kang, V. Prabhu

    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, volume 54, issue 23, p. 6956-6968

  • 2016

    "Predictive analytics for delivering prevention services"

    S. Lee, Y. Kang, N. Ialongo, V. Prabhu

    EXPERT SYSTEMS WITH APPLICATIONS, volume 55, p. 469-479

  • 2016

    "Just-in-time delivery for green fleets: A feedback control approach"

    S. Lee, V. Prabhu

    TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, volume 46, p. 229-245

  • 2015

    "Energy-aware feedback control for production scheduling and capacity control"

    S. Lee, V. Prabhu

    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, volume 53, issue 23, p. 7158-7170

  • 2015

    "A Dynamic Algorithm for Distributed Feedback Control for Manufacturing Production, Capacity, and Maintenance"

    S. Lee, V. Prabhu

    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, volume 12, issue 2, p. 628-641

  • 2014

    "Energy-Aware Models for Warehousing Operations"

    V. Anand, S. Lee, V. Prabhu

    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: INNOVATIVE AND KNOWLEDGE-BASED PRODUCTION MANAGEMENT IN A GLOBAL-LOCAL WORLD, APMS 2014, PT II, volume 439, p. 390-397
  • 2014

    "Distributed Feedback Control for Production, Inventory, and CO2 Emissions in an Assemble-To-Order System"

    S. Lee, V. Prabhu

    SERVICE ORIENTATION IN HOLONIC AND MULTI-AGENT MANUFACTURING AND ROBOTICS, volume 544, p. 15-29
  • 2013

    "CONTINUOUS VARIABLE CONTROL APPROACH FOR HOME CARE CREW SCHEDULING"

    S. Lee, Y. Kang, V. Prabhu

    2013 WINTER SIMULATION CONFERENCE (WSC), p. 2262-2273
  • 2011

    "Real-time Feedback Control for Production, Maintenance, and Capacity"

    S. Lee, V. Prabhu

    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND SYSTEMS MANAGEMENT (IESM'2011): INNOVATIVE APPROACHES AND TECHNOLOGIES FOR NETWORKED MANUFACTURING ENTERPRISES MANAGEMENT, p. 1464-1473
  • 2010

    "SIMULATION-BASED CONTROL FOR GREEN TRANSPORTATION WITH HIGH DELIVERY SERVICE"

    S. Lee, V. Prabhu

    PROCEEDINGS OF THE 2010 WINTER SIMULATION CONFERENCE, p. 2046-2056

  • 2017 - present

    Editorial Review Board Member
    Society of Manufacturing Engineers (SME)

  • 2008 - present

    Reviewer, Journal Article
    Taylor and Francis

  • 2008 - present

    Reviewer, Journal Article
    Springer

  • 2008 - present

    Reviewer, Journal Article
    Elsevier

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Dr. Seokgi Lee received his Ph.D. in Industrial and Manufacturing Engineering from the Pennsylvania State University, University Part, PA, USA. He also received the B.S. and M.S. degrees in Industrial Engineering from Hanyang University, Seoul, South Korea. Dr. Lee is a former Assistant Professor in Industrial Engineering at the University of Miami, USA. Currently He is an Assistant Professor in Industrial and Systems Engineering at the Youngstown State University. His research interests include distributed control systems using feedback control theory, predictive analytics and artificial neural network for service engineering processes such as supply chain management, transportation, and healthcare systems.

  • Research Focus

    Energy-aware Manufacturing & Transportation Systems, Predictive Analytics for Prevention Service, Simulation-optimization for Transportation and Healthcare Systems

  • Expertise

    Methodologies: simulation-based optimization, machine learning, feedback control theory, distributed system control, matheuristics, meta-heuristics

    Applications: learning-based logistics and transportation management, energy-aware supply chain control, outpatient scheduling and drug inventory control, predictive analytics for prevention services, sharing economy in material-handling and transportation systems

  • List of courses

    Youngstown State University, Youngstown, OH

    • ISEN 6935 Decision Analysis for Engineering (graduate)
    • ISEN 3716 System Analysis and Design (undergraduate)
    • ISEN 3716 Engineering Statistics (undergraduate)
    • ISEN 5801 Operations Research 1 (undergraduate)

    University of Miami, Coral Gables, FL

    • IEN 765 Advanced Production Systems (graduate)
    • IEN 465 Production and Inventory Control (undergraduate)
    • IEN 441 Deterministic Models in Operations Research (undergraduate)

    The Pennsylvania State University, University Park, PA

    • IE 330 Information Technology for Industrial Engineering (undergraduate)
  • Service to the Institution
    • Committee of New Faculty Search in ISEN, Youngstown State University, 2021 to present
    • Committee of the College of Engineering College Council, University of Miami, 2020 to 2021
    • Committee chair of PhD recruitment in IEN, University of Miami, 2020 to 2021
    • Committee of PhD Qualifying Exam in IEN, University of Miami, 2019 to 2021
    • IEN Seminar Search Committee of the Department of Industrial Engineering, University of Miami, 2018 to 2021
    • Session Organizer for the College of Engineering Research Day, University of Miami, 2019