摘要
由一名新闻记者兼机器人与机器学习的工作人员新闻编辑每日新闻-关于机器学习的详细数据已经呈现。根据NewsRx记者在马来西亚邦吉的新闻报道，研究称，"智能电网(SG)是一个先进的Cyber-P物理系统(CPS)，将电网基础设施与信息和通信技术(ICT)整合起来。这种整合能够实时监测、控制和优化电力需求和供应。"新闻记者从Keb Angsaan大学的研究中获得了一句话，“然而，对ICT基础设施的日益依赖使S G-CP更容易受到网络攻击。因此，从这些THR EAT中保护SG-CP对于其可靠运行至关重要。在最近的文献中，机器学习(ML)技术以及最近的，Deep Learning(DL)技术已经被一些研究用来实现针对SG-CPS中Cybera Tacks的网络安全对策。然而，这些最新技术的高性能受到某些挑战的限制，包括超参数优化、特征提取和选择、缺乏模型透明度、数据隐私性、数据隐私性等。本文回顾了在SG-CPS中使用ML和DL技术进行网络安全对抗的进展，分析了提高性能和实现实时性需要解决的制约因素，并讨论了各种类型的网络攻击、网络安全需求以及安全标准和协议，以期对SG-CPS中的网络安全背景有一个全面的了解。
Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News – Data detailed on Machine Learning have been presented. According to news reporting originating in Bangi, Malaysia, by NewsRx journalists, research stated, “The smart grid (SG) is an advanced cyber-p hysical system (CPS) that integrates power grid infrastructure with information and communication technologies (ICT). This integration enables real-time monitor ing, control, and optimization of electricity demand and supply.” The news reporters obtained a quote from the research from the University of Keb angsaan, “However, the increasing reliance on ICT infrastructures has made the S G-CPS more vulnerable to cyberattacks. Hence, securing the SG-CPS from these thr eats is crucial for its reliable operation. In recent literature, machine learni ng (ML) techniques and, more recently, deep learning (DL) techniques have been u sed by several studies to implement cybersecurity countermeasures against cybera ttacks in SG-CPS. Nevertheless, the achieving high performance of these state-of -the-art techniques is constrained by certain challenges, including hyperparamet er optimization, feature extraction and selection, lack of models’ transparency, data privacy, and lack of real-time attack data. This paper reviews the advance ment in using ML and DL techniques for cybersecurity countermeasures in SG-CPS. It analyzes the constraints that need to be addressed to improve performance and achieve real-time implementation. The various types of cyberattacks, cybersecur ity requirements, and security standards and protocols are also discussed to est ablish a comprehensive understanding of the cybersecurity context in SG-CPS.”
NETL
NSTL