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Deep Learning Safeguard: Exploring GANs for Robust Security in Open Environments

Deep Learning Safeguard: Exploring GANs for Robust Security in Open Environments

B. Venkatesan (Paavai Engineering College, India), Khaja Mannanuddin (SR University, India), Senthilnathan Chidambaranathan (Virtusa Corporation, USA), Balajee Jeyakumar (Mother Theresa Institute of Engineering and Technology, Palamaner, India), Bhargav Ram Rayapati (CMR College of Engineering and Technology, India), and K. Baskar (Kongunadu College of Engineering and Technology, India)
Copyright: © 2024 |Pages: 14
DOI: 10.4018/979-8-3693-3597-0.ch009
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Abstract

The proposed system not only capitalizes on DCGANs' ability to generate realistic synthetic data but also employs their hierarchical feature learning to enhance the detection of subtle security anomalies. Through extensive experimentation and implementation, this research showcases the efficacy of the proposed system in addressing the complexities and uncertainties prevalent in open environments. The model excels in augmenting security systems by generating diverse and realistic data, thereby improving the robustness of threat detection mechanisms. GuardianDCGAN's application extends beyond traditional security paradigms, offering a dynamic and adaptable safeguarding mechanism capable of adapting to emerging threats. The integration of DCGANs in the proposed system signifies a significant step forward in security technology, promising to revolutionize safeguarding practices in open environments by providing a proactive and intelligent defense mechanism grounded.
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Introduction

In today's world, digital form of data transmission has become essential for communication, sharing information, and conducting various activities online. Unlike traditional methods of data transfer, such as physical mail or fax, digital transmission involves converting information into binary code (0s and 1s) and sending it electronically through various channels like the internet, email, or wireless networks. This modern approach offers numerous advantages that have revolutionized the way we exchange information. Digital data transmission enables near-instantaneous communication, allowing people to connect with each other across the globe in a matter of seconds. Whether it's sending an email to a friend on the other side of the world or video conferencing with colleagues in different time zones, digital transmission makes distance virtually irrelevant, fostering global connectivity and collaboration Geetha et.al(2023).

Moreover, digital transmission facilitates the rapid exchange of large volumes of data with minimal effort. Gone are the days of mailing bulky documents or waiting for hours to download files. With digital methods, files can be transferred quickly and efficiently, saving time and resources. Furthermore, digital transmission enhances reliability and accuracy by reducing the risk of errors and loss of information. Unlike physical documents that can be damaged, misplaced, or tampered with, digital data can be stored securely and replicated easily, ensuring data integrity and accessibility Sathya et.al (2023).

Additionally, the versatility of digital transmission allows for seamless integration with various devices and platforms. Whether accessing information on a smartphone, tablet, or computer, digital data can be conveniently accessed and shared across different devices, enabling greater flexibility and convenience for users Baskar et.al(2021). In essence, the transition to digital form of data transmission has revolutionized the way we communicate, collaborate, and conduct business in the modern world. Its advantages in terms of speed, efficiency, reliability, and versatility have made it an indispensable tool for individuals and organizations alike, shaping the way we interact and exchange information in the digital age.

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