Tie Qiu

(Author)

Robustness Optimization for Iot Topology (2022)Hardcover - 2022, 12 June 2022

Robustness Optimization for Iot Topology (2022)
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Print Length
207 pages
Language
English
Publisher
Springer
Date Published
12 Jun 2022
ISBN-10
981169608X
ISBN-13
9789811696084

Description

Chapter 1 Introduction

1.1 Context and motivation

1.2 Characteristics of IoT topology

1.3 Attack modes against network topology

1.4 Book organization

Chapter 2 Preliminaries of robustness optimization

2.1 Metrics of topology robustness

2.2 Related work

2.3 Existing challanges

Chapter 3 Robustness optimization based on self-organization

3.1 Path planning based on the greedy principle

3.2 Construction of highly robust topology

3.3 Robust time synchronization scheme

Chapter 4 Evolution-based robustness optimization

4.1 Robustness optimization scheme with multi-population co-evolution

4.2 An adaptive robustness evolution algorithm with self-competition

Chapter 5 Robustness optimization based on swarm intelligence

5.1 Topology optimization strategy with ant colony algorithm

5.2 Topology optimization strategy with particle swarm algorithm

Chapter 6 Robustness optimization based on multi-objective cooperation

6.1 Multi-objective optimization based on layered-cooperation

Chapter 7 Robustness optimization based on self-learning

7.1 Malicious node identification scheme based on gaussian mixture model

7.2 Highly robust topology learning model based on neural network

7.3 Highly robust topology generation strategy based on time series convolutional network

Chapter 8 Robustness optimization based on node self-learning

8.1 Node self-learning mechanism based on reinforcement learning

Chapter 9 Future research directions

9.1 Homogeneous networks

9.2 Heterogeneous networks

9.3 Smart IoT

Product Details

Authors:
Tie QiuNing ChenSongwei Zhang
Book Edition:
2022
Book Format:
Hardcover
Country of Origin:
NL
Date Published:
12 June 2022
Dimensions:
23.39 x 15.6 x 1.42 cm
ISBN-10:
981169608X
ISBN-13:
9789811696084
Language:
English
Location:
Singapore
Pages:
207
Publisher:
Weight:
498.95 gm

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