This project proposes a DRL-based fault-tolerant task offloading method for Mobile Edge-Cloud Computing. Using a DDPG algorithm, it minimizes latency and enhances reliability for delay-sensitive tasks in dynamic environments while adapting to resource fluctuations and failure rates.
☆22Apr 28, 2026Updated 3 months ago
Alternatives and similar repositories for FaultTolerantTaskOffloadingSimulation
Users that are interested in FaultTolerantTaskOffloadingSimulation are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆15Apr 20, 2026Updated 3 months ago
- An intelligent task offloading method based on multi-agent deep reinforcement learning in ultra-dense heterogeneous network with mobile e…☆55Apr 10, 2024Updated 2 years ago
- Deep Reinforcement Learning for Delay-Optimized Task Offloading in Vehicular Fog Computing☆26Jun 2, 2025Updated last year
- ☆12Jan 9, 2025Updated last year
- Official implementation of paper "Neural Combinatorial Optimization for Multiobjective Task Offloading in Mobile Edge Computing"☆20Aug 26, 2025Updated 11 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Deep Reinforcement Learning-based Dependent Task Offloading with Theory of Mind☆27Jan 6, 2025Updated last year
- Latency optimized and energy efficient task offloading in MEC system using Deep Q-Network algorithm.☆18Jun 2, 2024Updated 2 years ago
- simulation for task offloading in an MEC environment☆18Sep 28, 2024Updated last year
- Open source code for paper: Multi-Agent Deep Reinforcement Learning Based Multi-Task Partial Computation Offloading in Mobile Edge Comput…☆81Oct 14, 2025Updated 9 months ago
- Official implementation of the paper "MTL-Split: Multi-Task Learning for Edge Devices using Split Computing" accepted @ DAC 2024.☆11Dec 3, 2024Updated last year
- This study presents a task offloading algorithm that considers social relationships, task dependencies, energy consumption, and latency. …☆26Jul 10, 2024Updated 2 years ago
- KCES: A Workflow Containerization Scheduling Scheme Under Cloud-Edge Collaboration Framework☆16Aug 22, 2024Updated last year
- Try to replicate test with the paper "Adaptive Resource Allocation in Future Wireless Networks With Blockchain and Mobile Edge Computing"☆10Nov 1, 2023Updated 2 years ago
- A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning (DRL) for Mobile Edge Computing (MEC) | This algorit…☆289Apr 5, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- This project optimizes task offloading in autonomous vehicles (AVs)🚘 using Q-learning 🤖 and edge computing ☁️. By analyzing task priori…☆12Feb 27, 2025Updated last year
- ☆92Jun 6, 2024Updated 2 years ago
- The source code for the paper titled Combinatorial Client-Master Multiagent Deep Reinforcement Learning for Task Offloading in Mobile Edg…☆152Apr 8, 2026Updated 4 months ago
- PureEdgeSim Extension☆21Feb 3, 2022Updated 4 years ago
- The source code of algorithms in paper "Incentive-Driven Task Offloading and Collaborative Computing in Device-Assisted MEC Networks".☆15Dec 22, 2024Updated last year
- ☆19Mar 25, 2024Updated 2 years ago
- ☆81Jul 1, 2023Updated 3 years ago
- Research Paper Implementation "Handover-Enabled Dynamic Computation Offloading for Vehicular Edge Computing Networks" using DQN Reinforce…☆16May 9, 2025Updated last year
- ☆55Jun 24, 2024Updated 2 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- 车联网环境下的计算卸载方案,共包含4方实体:RSU、Smart Car、Service Organization、MEC Server☆14Jun 15, 2023Updated 3 years ago
- ☆24Oct 14, 2023Updated 2 years ago
- MEC task offloading(change ddpg into SAC)☆23Jun 20, 2022Updated 4 years ago
- This project applies Deep Reinforcement Learning (DRL) for task offloading in Vehicular Fog Computing (VFC), optimizing resource use amon…☆18Mar 12, 2025Updated last year
- Personalized Client-Edge-Cloud Hierarchical Federated Learning on Non-IID Data☆11Sep 7, 2023Updated 2 years ago
- Evaluation code of our paper in IEEE Transactions on Mobile Computing: ''Towards Decentralized Task Offloading and Resource Allocation in…☆156Jul 31, 2025Updated last year
- 2024.3.10 This project utilizes deep reinforcement learning methods for computation offloading and resource allocation in edge computing …☆26Mar 7, 2024Updated 2 years ago
- A framework for IoT devices to offload tasks to the cloud, resulting in efficient computation and decreased cloud costs.☆30Jun 21, 2022Updated 4 years ago
- RayCloudSim: A Simulator Written in Python for Cloud, Fog, or Edge Computing☆97Apr 13, 2026Updated 3 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Use multi-agent ReinForcement Learning on mobile crowd sensing.☆13Sep 30, 2021Updated 4 years ago
- Joint strategy design on edge computing offloading based on deep reinforcement learning☆123Jul 12, 2021Updated 5 years ago
- Cloud computing task scheduling algorithm for single and multi-objective optimization, using Cloudsim 5.0 simulation.☆14Apr 6, 2023Updated 3 years ago
- Q learning and DQN☆10Mar 14, 2022Updated 4 years ago
- This is the code for the paper published in IEEE Cloud Computing 2022☆12Jul 22, 2022Updated 4 years ago
- 基于边缘计算网络的卸载优化及资源优化☆120Feb 27, 2023Updated 3 years ago
- ☆33Mar 16, 2026Updated 4 months ago