FractalNet-based key generation for authentication in Voice over IP using Blockchain

IF 5.9 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Ain Shams Engineering Journal Pub Date : 2025-03-01 Epub Date: 2025-02-05 DOI:10.1016/j.asej.2025.103286
Vajjala Sreenivasulu, Chinthaginjala Ravikumar
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Abstract

Voice over Internet Protocol (VoIP) has seen significant growth since the proliferation of the Internet, primarily due to its low-cost structure and simplicity in deployment. However, VoIP systems face critical security challenges, including threats to integrity, authenticity, and confidentiality. Addressing these concerns necessitates the development of a secure and efficient key agreement and authentication framework. Thus, this paper proposes a new deep learning technique called FractalNet-based key generation (FractalNet-keyGen) for authentication in VoIP using Blockchain. The implementation of the proposed methodology is as follows: Here, several entities, such as VoIP users, admin, smart contract, as well as minor nodes are considered. Moreover, the steps that are considered include Blockchain association, Registration, Initialization, Authentication, Key generation, as well as Verification. Besides, the established FractalNet-keyGen approach attained improved performance with values of validation time, memory usage, response time, key complexity, packet loss ratio, latency, and jitter of 20.37 sec, 15.35 MB, 2.06 sec, 0.942, 1.85%, 0.302s, and 0.275s.
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基于fractalnet的b区块链语音IP鉴权密钥生成
自互联网普及以来,互联网协议语音(VoIP)有了显著的增长,主要是由于其低成本结构和部署简单。然而,VoIP系统面临着严峻的安全挑战,包括完整性、真实性和保密性方面的威胁。要解决这些问题,就必须开发安全有效的密钥协议和身份验证框架。因此,本文提出了一种新的深度学习技术,称为基于fractalnet的密钥生成(FractalNet-keyGen),用于使用区块链的VoIP身份验证。所提出的方法的实现如下:在这里,考虑了几个实体,如VoIP用户、管理员、智能合约以及小节点。此外,考虑的步骤包括区块链关联、注册、初始化、身份验证、密钥生成以及验证。此外,所建立的FractalNet-keyGen方法的验证时间、内存使用、响应时间、密钥复杂度、丢包率、延迟和抖动值分别为20.37秒、15.35 MB、2.06秒、0.942秒、1.85%、0.302秒和0.275秒,性能有所提高。
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来源期刊
Ain Shams Engineering Journal
Ain Shams Engineering Journal Engineering-General Engineering
CiteScore
10.80
自引率
13.30%
发文量
441
审稿时长
49 weeks
期刊介绍: in Shams Engineering Journal is an international journal devoted to publication of peer reviewed original high-quality research papers and review papers in both traditional topics and those of emerging science and technology. Areas of both theoretical and fundamental interest as well as those concerning industrial applications, emerging instrumental techniques and those which have some practical application to an aspect of human endeavor, such as the preservation of the environment, health, waste disposal are welcome. The overall focus is on original and rigorous scientific research results which have generic significance. Ain Shams Engineering Journal focuses upon aspects of mechanical engineering, electrical engineering, civil engineering, chemical engineering, petroleum engineering, environmental engineering, architectural and urban planning engineering. Papers in which knowledge from other disciplines is integrated with engineering are especially welcome like nanotechnology, material sciences, and computational methods as well as applied basic sciences: engineering mathematics, physics and chemistry.
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