frenkowski / SCIMAI-Gym
A Python library for addressing the Supply Chain Inventory Management problem through Deep Reinforcement Learning algorithms.
☆72Updated 8 months ago
Related projects: ⓘ
- Reinforcement Learning for Optimal inventory policy☆23Updated 2 years ago
- Official codes for "Multi-Agent Deep Reinforcement Learning for Multi-Echelon Inventory Management: Reducing Costs and Alleviating Bullwh…☆21Updated last year
- ☆17Updated 2 years ago
- ☆15Updated 10 months ago
- A framework for building and training a reinforcement learning agent to run a mini supply chain☆15Updated last year
- Reinforcement Learning for Solving the Vehicle Routing Problem☆62Updated 3 years ago
- This repo implements our paper, "Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer", which has be…☆89Updated 3 months ago
- Implementation of inventory control policy parameters computation algorithms☆16Updated 2 years ago
- TF2 implementation of "Attention, Learn to Solve Routing Problems!" (arXiv:1803.08475) article.☆37Updated 4 years ago
- The code for the SRDQN algorithm to train an agent for the beer game problem☆77Updated last year
- Supply chain management☆12Updated 2 years ago
- ☆37Updated 2 years ago
- This repo implements our paper, "Efficient Neural Neighborhood Search for Pickup and Delivery Problems", which has been accepted as short…☆52Updated last year
- ☆44Updated last year
- Multi-Depot Vehicle Routing Problem solver using Deep RL, GA and Google OR-Tools☆55Updated 3 years ago
- This repo implements our paper, "Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem"☆124Updated last year
- Integration of DNN framework with Stochastic Multi-echelon Inventory Optimization (SMEIO)☆8Updated 3 years ago
- Solving a Capacitated Vehicle Routing Problem with time windows constraints (CVRPTW) with Mixed Integer Linear Programming (MILP) in pyt…☆77Updated 3 years ago
- This is the official code for the published paper 'Solve routing problems with a residual edge-graph attention neural network'☆173Updated last year
- An improvement-based Deep Reinforcement Learning Algorithm presented in paper https://arxiv.org/abs/1912.05784v2 for solving the TSP prob…☆87Updated last year
- Dynamic Attention Model for Vehicle Routing Problem (arXiv:2002.03282)☆110Updated last year
- Code release for AAAI 2020 paper "Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems"☆35Updated 2 months ago
- Code for ICLR2022 Paper: Pareto Set Learning for Neural Multi-objective Combinatorial Optimization☆51Updated 2 years ago
- Meta-Learning-based Deep Reinforcement Learning for Multiobjective Optimization Problems☆25Updated 3 months ago
- Large Neighborhood Search based on Neural Construction Heuristics☆31Updated 2 years ago
- "Attention, Learn to Solve Routing Problems!"[Kool+, 2019], Capacitated Vehicle Routing Problem solver☆168Updated 3 years ago
- A Reinforcement Learning Approach to the Orienteering Problem with Time Windows☆22Updated 2 years ago
- DPDP☆91Updated last year
- Reinforcement Learning for Supply Chain Optimization☆13Updated 4 years ago
- Learning 2-opt Heuristics for the TSP via Deep Reinforcement Learning☆45Updated 3 years ago