School of Engineering, RMIT University, Melbourne, VIC 3001, Australia.
Sensors (Basel). 2023 Feb 13;23(4):2118. doi: 10.3390/s23042118.
This paper provides a comprehensive review of the applications of smart meters in the control and optimisation of power grids to support a smooth energy transition towards the renewable energy future. The smart grids become more complicated due to the presence of small-scale low inertia generators and the implementation of electric vehicles (EVs), which are mainly based on intermittent and variable renewable energy resources. Optimal and reliable operation of this environment using conventional model-based approaches is very difficult. Advancements in measurement and communication technologies have brought the opportunity of collecting temporal or real-time data from prosumers through Advanced Metering Infrastructure (AMI). Smart metering brings the potential of applying data-driven algorithms for different power system operations and planning services, such as infrastructure sizing and upgrade and generation forecasting. It can also be used for demand-side management, especially in the presence of new technologies such as EVs, 5G/6G networks and cloud computing. These algorithms face privacy-preserving and cybersecurity challenges that need to be well addressed. This article surveys the state-of-the-art of each of these topics, reviewing applications, challenges and opportunities of using smart meters to address them. It also stipulates the challenges that smart grids present to smart meters and the benefits that smart meters can bring to smart grids. Furthermore, the paper is concluded with some expected future directions and potential research questions for smart meters, smart grids and their interplay.
本文全面回顾了智能电表在电网控制和优化中的应用,以支持向可再生能源未来的平稳能源转型。由于存在小型低惯量发电机和电动汽车 (EV) 的实施,智能电网变得更加复杂,而电动汽车主要基于间歇性和可变的可再生能源。使用传统基于模型的方法来实现这种环境的最佳和可靠运行非常困难。测量和通信技术的进步为通过先进计量基础设施 (AMI) 从消费者那里收集时间或实时数据带来了机会。智能电表为不同的电力系统运行和规划服务(如基础设施规模和升级以及发电预测)应用数据驱动算法带来了潜力。它还可用于需求侧管理,特别是在存在新技术(如电动汽车、5G/6G 网络和云计算)的情况下。这些算法面临隐私保护和网络安全挑战,需要妥善解决。本文调查了这些主题的最新技术,回顾了使用智能电表来解决这些问题的应用、挑战和机会。它还规定了智能电网对智能电表的挑战以及智能电表可以为智能电网带来的好处。此外,本文还总结了智能电表、智能电网及其相互作用的一些预期未来方向和潜在研究问题。