# Enhancing WiFi Multiple Access Performance with Federated Deep Reinforcement Learning

###### tags: `Paper`

## Abstract
- (CSMA/CA) 是 IEEE 802.11 的主幹 MAC 協議網絡

## Introduction

## System Model
1. Markov Decision Process and Monte Carlo Reward Estimation Method

2. Reinforcement Learning

3. Semi-gradient Algorithm in Deep Learning

4. Federated Learning and FRMA

## Performance Evaluation : Simulations
CPU : (Intel Core i9-9700k)
GPU : (NVIDIA GeForce GTX 2080Ti)
1. Performance review of IEEE 802.11 CSMA/CA

2. Simulation Setup

3. Results

## Conclusion
1. Distributed DRL
2. Each station is installed with a QNN and trained by its local information