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This repository contains the code of the deep MARL-based dynamic scheduling algorithms in job shop and flexible job shop

Python 56 49 Updated Jul 14, 2023
Python 258 71 Updated Feb 22, 2023

Semiconductor Fab Scheduling with Self-Supervised and Reinforcement Learning

Python 19 4 Updated Jun 9, 2023

An end to end reinforcement learning approach with a reinforcement learning environment modeled as a CP model

Python 27 6 Updated Nov 5, 2023

Share a benchmark that can easily apply reinforcement learning in Job-shop-scheduling

HTML 193 38 Updated May 16, 2022

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

Python 2,492 318 Updated May 10, 2025

Repository for the One class neural networks paper

Jupyter Notebook 1 Updated Apr 23, 2019

This repository is the official implementation of the paper “Flexible Job Shop Scheduling via Dual Attention Network Based Reinforcement Learning”. IEEE Transactions on Neural Networks and Learning…

Python 121 22 Updated Sep 12, 2023

The code and data will be published after accepting our paper

Python 86 26 Updated Sep 7, 2022

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Python 9,186 5,026 Updated Mar 31, 2024

Timeslot scheduling using DDQN

Jupyter Notebook 5 Updated Sep 21, 2022
Python 2 Updated Jul 22, 2022

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Jupyter Notebook 1,072 329 Updated May 19, 2021

Implementation of paper "Research on Adaptive Job Shop Scheduling Problems Based on Dueling Double DQN"

Python 53 10 Updated Oct 10, 2022

this repository is used to reappear thesis《Dynamic scheduling for flexible job shop with new job insertions by deep reinforcement learning》

Python 69 21 Updated Sep 22, 2021

IJPR paper: Deep Reinforcement Learning for dynamic scheduling of a flexible job shop

Python 84 19 Updated Mar 9, 2023

This is the official code of the publised paper 'A Multi-action Deep Reinforcement Learning Framework for Flexible Job-shop Scheduling Problem'

Python 304 65 Updated Mar 27, 2023

This is the implemention of JSSP with RL. The framework used for RL is actor critic and the dataset comes from Tianchi competition.

Python 97 23 Updated Apr 9, 2021

Official implementation of paper "Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning"

Python 330 106 Updated Aug 31, 2022

Reinforcement learning approach for job shop scheduling

Python 268 78 Updated Jan 4, 2024

🔎 Monitor deep learning model training and hardware usage from your mobile phone 📱

Python 2,161 141 Updated Apr 10, 2025

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), ga…

Python 60,708 6,135 Updated Aug 24, 2024

CCF推荐期刊/会议的历年论文数据库。

Python 95 6 Updated Apr 7, 2022

This repository collects some codes that encapsulates commonly used algorithms in the field of machine learning. Most of them are based on Numpy, Pandas or Torch. You can deepen your understanding …

Shell 525 126 Updated May 18, 2025

Deep Reinforcement Learning

3,892 626 Updated Dec 10, 2022

COR paper: A Deep Multi-Agent Reinforcement Learning Approach to Solve Dynamic Job Shop Scheduling Problem

Python 68 8 Updated Mar 18, 2025

A curated list of resources for genetic programming.

59 6 Updated Dec 12, 2024
Java 1 2 Updated Aug 5, 2017

using basic linear genetic programming (LGP) to design decision rules automatically for solving dynamic job shop scheduling problems

Java 5 Updated Feb 20, 2024
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