In this study, the authors introduce “SecureNetGAN,” a novel system designed to protect wireless sensor networks (WSNs) from cyber threats through the use of generative adversarial networks (GANs). WSNs are crucial in various applications, from environmental monitoring to securing borders, but they're often targeted by hackers due to their critical nature. The challenge is that traditional security systems can't always keep up with the constantly changing tactics of these attackers. That's where SecureNetGAN comes in. SecureNetGAN leverages the power of GANs, a type of artificial intelligence where two parts of the system, the generator and the discriminator, work against each other. The generator learns to create data that looks like network attacks, while the discriminator gets better at telling real attacks from fake ones.
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Wireless communication has become an indispensable part of modern life, fulfilling a myriad of needs across various sectors and enabling seamless connectivity in an increasingly interconnected world. From personal communication to industrial automation and beyond, the demand for wireless communication continues to grow, driven by the following essential needs. Firstly, wireless communication addresses the fundamental human need for connectivity and mobility. In today’s fast-paced world, individuals expect to stay connected regardless of their location. Whether it’s making phone calls, sending text messages, or accessing the internet, wireless communication provides the freedom to communicate on the go, enabling individuals to stay in touch with friends, family, and colleagues from virtually anywhere. Henceforth, wireless communication plays a critical role in bridging the digital divide by providing access to information and resources in remote or underserved areas. Through wireless technologies such as mobile networks and satellite communications, people in rural communities gain access to essential services like healthcare, education, and e-commerce, empowering them to participate more fully in the digital economy.
In addition to personal communication, wireless technology is indispensable in enabling the Internet of Things (IoT) revolution hang et.al(2021). By connecting sensors, devices, and machines wirelessly, IoT systems collect and transmit data in real-time, facilitating smart applications in sectors such as agriculture, healthcare, transportation, and smart cities. Wireless communication forms the backbone of IoT infrastructure, enabling the seamless exchange of information between interconnected devices and driving efficiency, productivity, and innovation.
Furthermore, wireless communication is essential for emergency response and public safety. During natural disasters or emergencies, traditional communication networks may become disrupted or overloaded. Wireless technologies such as cellular networks and satellite communications provide a lifeline for emergency responders and affected communities, enabling timely communication, coordination, and assistance during critical situations Mari et.al(2023). The wireless communication fuels economic growth and innovation by enabling businesses to operate more efficiently and reach new markets. From small businesses to large corporations, wireless technology facilitates communication, collaboration, and commerce, driving productivity and competitiveness in the global marketplace swaminathan et.al(2023).
In the need for wireless communication transcends boundaries and permeates every aspect of modern society. Whether it’s staying connected with loved ones, accessing essential services, powering IoT applications, ensuring public safety, or driving economic growth, wireless communication plays a vital role in fulfilling our basic needs and advancing human progress in the digital age. We known that Wireless Sensor Networks (WSNs) have emerged as a transformative technology, revolutionizing various sectors with their ability to monitor and gather data from the physical world Huang et.(2022). These networks consist of small, interconnected sensors capable of sensing and transmitting information wirelessly. Over the years, advancements in WSN technology have propelled innovation across numerous fields, including environmental monitoring, healthcare, agriculture, and industrial automation. The compact size and wireless connectivity of WSNs make them particularly suitable for applications where traditional wired systems are impractical or impossible to deploy xie et.al(2021). By strategically placing sensors in remote or hazardous environments, WSNs enable real-time monitoring and data collection, facilitating informed decision-making and enhancing efficiency.