Applications of 5G and Beyond in Smart Cities

4 Energy-Efficient Reinforcement Learning in Wireless Sensor Networks Using 5G for Smart Cities

M. S. Pramod, Arun Balodi, Aditya Pratik, G. Satya Sankalp, B. Varshita, and R. Amrit

DOI: 10.1201/9781003227861-4

CONTENTS

4.1 Introduction

4.1.1 Problem Statement

4.1.2 Objectives

4.2 Literature Review

4.2.1 Wireless Sensor Network

4.2.2 Artificial Intelligence

4.2.3 Deep Reinforcement Learning

4.2.4 Energy Efficiency in WSN

4.2.5 Reinforcement Learning

4.2.6 5G (5th Generation)

4.2.7 Smart Cities

4.3 Methodology

4.3.1 Clustering

4.3.2 Grouping of Nodes

4.3.3 Q-Learning

4.3.4 Reinforcement Learning

4.3.5 K-Means Clustering

4.4 Design Aspects

4.4.1 Design Considerations

4.4.1.1 Fault Tolerance

4.4.1.2 Lifetime

4.4.1.3 Scalability

4.4.1.4 Data ...