Enhanced Security in Smart City GAN-Based Intrusion Detection Systems in WSNs

Enhanced Security in Smart City GAN-Based Intrusion Detection Systems in WSNs

Manikanta Sirigineedi, Alok Manke, Shanti Verma, K. Baskar
Copyright: © 2024 |Pages: 15
DOI: 10.4018/979-8-3693-3597-0.ch012
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Abstract

As intelligent urban centers continue to evolve, the reliance on wireless type sensory networks (WSNs) for data samples collections and message interaction will become paramount. However, the increasingly complexity of the networks may demand robust security measures to safeguarding against potential intrusions. In response, this chapter introduces IntelligentGuard, a novelistic intrusion identification system leverages generative based adversarial networks (GANs) for enhancement in security in WSNs within intelligent urban centers. IntelligentGuard will employs machine learning-driven techniques, including supervises learning algorithms such as support vector supportive machines (SVMs) and decision-based trees, to discern normal network behavior from anomalous patterns, thus fortifying the WSN against various intrusion scenarios. The proposed system's GAN-based architecture not only enhances identification accuracy but also adapts dynamically to evolving threat landscapes.
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Introduction

In today's world, cities are getting smarter. They are using technology to make life easier for people who live there. These intelligent urban centers are like giant computers, with everything connected together. Imagine streetlights that turn on when it gets dark, or trash cans that send a signal when they're full and need to be emptied kalyanaraman et.al (2023). That's the kind of smart technology that's being used in cities all around the world. Intelligent urban centers have lots of features that help make life better for everyone. For example, they use sensors to monitor things like traffic flow and air quality. This helps city planners make better decisions about where to build roads and parks, and how to keep the air clean.

Another feature of intelligent urban centers is smart transportation. This means using things like self-driving cars and electric buses to get around. These vehicles can be controlled by computers, which makes them safer and more efficient than traditional cars Sirigineedi et.al (2022). Intelligent urban centers also have smart buildings. These buildings use technology to save energy and make life more comfortable for the people who live and work in them. For example, they might have sensors that adjust the atmospheric temperature and lighting based on how many people are inside.

Overall, intelligent urban centers are all about using technology to make life better for everyone. They're more efficient, more sustainable, and more enjoyable places to live. And as technology continues to improve, intelligent urban centers will only get smarter.

Role of wireless type message interaction

In today's world, cities are getting smarter. They are using technology to make life easier for people who live there. These intelligent urban centers are like giant computers, with everything connected together. Imagine streetlights that turn on when it gets dark, or trash cans that send a signal when they're full and need to be emptied. That's the kind of smart technology that's being used in cities all around the world. Intelligent urban centers have lots of features that help make life better for everyone. For example, they use sensors to monitor things like traffic flow and air quality Kalyanaraman et.al (2024). This helps city planners make better decisions about where to build roads and parks, and how to keep the air clean. Another feature of intelligent urban centers is smart transportation. This means using things like self-driving cars and electric buses to get around. These vehicles can be controlled by computers, which makes them safer and more efficient than traditional cars and buses.

Intelligent urban centers also have smart buildings. These buildings use technology to save energy and make life more comfortable for the people who live and work in them. For example, they might have sensors that adjust the atmospheric temperature and lighting based on how many people are inside. Overall, intelligent urban centers are all about using technology to make life better for everyone. They're more efficient, more sustainable, and more enjoyable places to live. And as technology continues to improve, intelligent urban centers will only get smarter Sirigineedi et.al(2023).

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