🚇 Operations Research with ML (OR+ML) Wing


Traditional optimization techniques in Industrial and Production Engineering (IPE) provide a robust foundation for solving complex problems and challenges of modern supply chains and manufacturing systems. By integrating machine learning (ML) with optimization, we can unlock new possibilities for enhancing efficiency, decision-making, and process improvement across various domains. CIOL focuses on this intersection, leveraging the strengths of both fields for groundbreaking research.
Our goal :

Wing Members



A M M Mukaddes

Dr. Abul Mukid Md. Mukaddes

Professor of IPE, SUST

Mahathir Mohammad Bappy

Mahathir Mohammad Bappy

Assistant Professor, LSU

Md Asif Bin Syed

Md Asif Bin Syed

SCM Analyst, The Home Depot

MD Shafikul Islam

MD Shafikul Islam

PhD Student, MIE, LSU

Mahfuz Ahmed Anik

Mahfuz Ahmed Anik

IPE, SUST

Abdur Rahman

Abdur Rahman

IPE, SUST

Arnab Laskar

Arnab Laskar

IPE, SUST

Sahedul Mustaquim

Sahedul Mustaquim

IPE, SUST

Publications


  1. Neural Control System for Continuous Glucose Monitoring and Maintenance
    Azmine Toushik Wasi
    ICLR'24 Tiny Papers â–ª Accepted â–ª CO â–ª Medical AI
    [OpenReview] â–ª [arXiv]

  2. SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks
    Azmine Toushik Wasi, MD Shafikul Islam Sohan, Adipto Raihan Akib
    AAAI'24 Graphs and more Complex structures for Learning and Reasoning Workshop (Full Paper) â–ª Accepted â–ª GNN â–ª Supply Chains â–ª Datasets and Benchmarks
    [Paper Site] â–ª [arXiv] â–ª [GitHub] â–ª [Kaggle]

  3. Optimizing Inventory Routing: A Decision-Focused Learning Approach using Neural Networks
    MD Shafikul Islam Sohan, Azmine Toushik Wasi
    NeurIPS'23 New in ML Workshop (Extended Abstracts) â–ª Accepted â–ª CO â–ª OR-ML â–ª Supply Chains
    [Paper Site] â–ª [arXiv] â–ª [OpenReview]

  4. Graph Neural Networks in Supply Chain Optimization: Concepts, Perspectives, Dataset and Benchmarks
    Azmine Toushik Wasi, MD Shafikul Islam, Adipto Raihan Akib, and Mahathir Mohammad Bappy
    In Review â–ª GNN â–ª Supply Chain

  5. Presecriptive Analytics: A Review in the Landscape of Machine Learning
    In Progress â–ª AML â–ª SCM