作業研究競賽題目

Please cite this webpage if you use the material/method in this blog. Thank you. (如果您使用本部落格中的資料/方法，請註明此來源網頁。謝謝。)

• Some papers/information for idea generation or implementation
• 什麼是「疲勞航班」和可能解方
• 自強號跑輸復興號
• 孔令傑 (臺大資管)，「電梯怎麼還不來？」關於電梯派車演算法與控制系統的研究經驗與心得感想，工業工程雜誌，2026-01-10
• Case Articles and Cases Published in INFORMS Transactions on Education
• INFORMS Journal on Applied Analytics
• cloud computing: scheduling, metaheuristic scheduling (A review)
• Customer Choice Models vs. Machine Learning
• Game by optimization: 
• Dimitris Bertsimas, Alex Paskov (2024) An Exact Solution to Wordle. Operations Research 73(3):1384-1394.
•  Simran Lakhani, Mustafa Vora, Ashutosh Mahajan (2023) Puzzle—An OR Approach for WORdle. INFORMS Transactions on Education 24(1):103-104.
• Many more applications in the journal INFORMS Transactions on Education
• Google Scholar: game integer programming
• Wei-Chang Yeh (兼任講座): binary-addition tree algorithm (BAT), simplified swarm optimization (SSO), introduction and code
• Kaibo Liang, Jianglong Yang, Man Shan, Lingjie Kong, and Huwei Liu, A customizable optimization model for green e-commerce packing considering multiple orders and diverse box types, Journal of Cleaner Production, Volume 444, 10 March 2024, 141249 

• MIP, NP-hard, hybrid GA
• X. Li and L. Gao, An effective hybrid genetic algorithm and tabu search for flexible job shop scheduling problem, International Journal of Production Economics, 2016. 
• https://github.com/guillaumebour/flexible-job-shop
• Reproduction and improvement (if possible)
• Daniel Merchán, Jatin Arora, Julian Pachon, Karthik Konduri, Matthias Winkenbach, Steven Parks, Joseph Noszek (2022) 2021 Amazon Last Mile Routing Research Challenge: Data Set. Transportation Science 58(1):8-11.
• T. H. Nogueira, C. R. V. Carvalho, and M. G. Ravetti, Analysis of mixed integer programming formulations for single machine scheduling problems with sequence dependent setup times and release dates, Quart. J. Oper. Res., Mar. 2014.
• S. Sethuraman, A. Bansal, S. Mardan, M.G. C. Resende, T.L. Jacobs (2024) Amazon Locker Capacity Management. INFORMS Journal on Applied Analytics 54(6):455-470.
• Silva, C. H., Mendes, S. F. S., Garcés Negrete, L. P., López-Lezama, J. M., & Muñoz-Galeano, N. (2025). Optimizing Photovoltaic Generation Placement and Sizing Using Evolutionary Strategies Under Spatial Constraints. Energies, 18(8), 2091. https://doi.org/10.3390/en18082091
• 更多參考資料和論文：作業研究 (上)，作業研究 (下)
• Google scholars:
• operations research social goods
• Newer research with codes 
• End-to-End Predict-then-Optimize Library for Linear and Integer Programming
• Learning-to-Optimize for Mixed-Integer Non-Linear Programming
• Sunil Chopra, Supply Chain Management: Strategy, Planning, and Operation, 7th Edition. (book at CYCU library 教師指定參考書)
• Use Google search 
• ga github optimization python, and you will find a lot. 
• You could replace ga with the other metaheuristics, e.g.,  Fifty years of metaheuristics.
• markdown pricing github: ch10 Markdown slide 1 - 7 (for background knowledge)
• packing box github 
• 小問題時，最佳化和經驗法則都會得到最佳解，用來調經驗法則參數。
• 大問題時，最佳化需要的求解時間太久，不符合實際需求。經驗法則可以在短時間內，得到次佳解。
• 數學理論解，例如對偶，可以得到一個上下限。
• Guides for students in Business Analytics Laboratory (商業分析實驗室學生指引): Find nice resources with Python codes and review ...

• Mip Master
• 作業研究 標籤，Franz Edelman Award
• Key to winning a competition (besides your main results, comments by the judges): 
• Application domain or scenarios
• Background knowledge and feasibility
• Constraint or limitation of your approach