vikas9087 / MachineLearning-OperationsResearch-SupplyChainOptimization
This work explains how OR and ML in tandem can help us making a cost efficient decisions. I have used a Supply Chain Network Design use case to explain benefits of ML+OR together.
☆23Updated 4 years ago
Alternatives and similar repositories for MachineLearning-OperationsResearch-SupplyChainOptimization:
Users that are interested in MachineLearning-OperationsResearch-SupplyChainOptimization are comparing it to the libraries listed below
- Algorithms Library for Supply Chain Inventory Optimization☆16Updated 6 years ago
- A low capacity and high capacity plant across 5 countries are considered and a linear programming model is built to determine the total l…☆19Updated 3 years ago
- Deterministic and Stochastic Dynamic Programs for optimization of Supply Chain☆18Updated 2 years ago
- Reinforcement Learning for Supply Chain Optimization☆14Updated 5 years ago
- The aim of the project is leverage linear programming in supply chain optimization problem☆16Updated 4 years ago
- Optimal facility location (Set Cover problem); setup costs and changeover times (traveling salesman problem) ; production and transportat…☆20Updated 6 years ago
- inventory simulation modules for single-echelon supply chain☆13Updated 6 years ago
- Robust Supply Chain Network with Monte Carlo Simulation☆29Updated last month
- Integration of DNN framework with Stochastic Multi-echelon Inventory Optimization (SMEIO)☆7Updated 3 years ago
- A framework for building and training a reinforcement learning agent to run a mini supply chain☆15Updated last year
- Using advanced MIP decomposition techniques like Column Generation, Benders' Decomposition, Lagrangian Relaxation to solve CVRP and UFL w…☆48Updated 5 years ago
- Implementation of inventory control policy parameters computation algorithms☆18Updated 3 years ago
- ☆9Updated 3 years ago
- This repository contains the code associated with the paper "Stochastic Optimization for Material Requirements Planning" currently under …☆18Updated 4 years ago
- Tutorial on building a discrete-event simulation model using Python and Simpy and conducting a statistical analysis of the simulation out…☆17Updated 2 years ago
- Fast Inventory simulation and optimization☆9Updated 3 weeks ago
- Solves vehicle routing problem with Linear Programming using pulp package, which yields the optimal solution.☆53Updated 3 years ago
- Tabu Search heuristic for Travelling Salesperson Problems with Profits☆11Updated 6 years ago
- The research work on Vehicle Routing Problem (VRP) solving via Artifical Bee colony algorithm☆19Updated 4 years ago
- Supply chain optimization and analytics in python. Examples and practice problems discussed in MIT Micromasters in Supply chain managemen…☆18Updated 5 years ago
- This project use genetic algorithm to solve the facility location problem in matlab.☆22Updated 7 years ago
- Pickup-and-Delivery Problems (PDPs) constitute an important family of routing problems in which goods or passengers have to be transporte…☆27Updated 5 years ago
- Evolutionary Algorithm (EA) for the Multi-Objective Multi-Commodity Two-Echelon Vehicle Routing Problem (M2-2E-VRP) with Heterogeneous Fl…☆22Updated 7 years ago
- Sales forecasting for the supply chain industry.☆11Updated 3 years ago
- Generate Supply Chain Network with NetworkX package and simulate by using SimPy☆18Updated 3 years ago
- Reinforcement Learning for Optimal inventory policy☆26Updated 3 years ago
- Facility Location and routing problems: Survey, Models and Algorithm☆30Updated 3 years ago
- An accelerated Bender's decomposition approach to solve a two-stage stochastic model of a formulate a capacitated facility location probl…☆11Updated 4 years ago
- Pickup Delivery Problem & Vehicle Routing Problem with google tools☆9Updated 5 years ago