Solving a Resource Planning Problem with Mathematical Programming and Column Generation

Author:Murphy  |  View: 23426  |  Time: 2025-03-22 21:21:40

Column generation for solving the graph coloring problem with Python and Gurobipy

Undoubtedly the best possible resource planner (Image created by DALLE-3)

I used to work in the oil and gas industry and one of the toughest problems we faced was resource planning and forecasting. My team and I constantly struggled with this aspect, often improvising and constantly putting out fires

Tags: Data Science Deep Dives Operations Management Operations Research Optimization

Comment

Recommend

  • ◦ Reinforcement Learning, Part 1: Introduction and Main Concepts
  • ◦ Constrained Optimization and the KKT Conditions
  • ◦ Deep Dive into LlamaIndex Workflow: Event-Driven LLM Architecture
  • ◦ The Math Behind K-Nearest Neighbors
  • ◦ Visualize Endangered Animal Populations with Python
  • ◦ Svelte & Data Visualisation
  • ◦ Google Foobar Challenge: Level 3
  • ◦ Climate Change in the Countryside
  • ◦ How Should You Test Your Machine Learning Project? A Beginner's Guide
  • ◦ Anomaly Detection using Sigma Rules (Part 1): Leveraging Spark SQL Streaming
  • ◦ Running Llama 2 on CPU Inference Locally for Document Q&A
  • ◦ April Edition: Can AI Be Governed?