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整合了家庭供暖信息的英国主要变电站数据集。

Datasets of Great Britain primary substations integrated with household heating information.

作者信息

Zhou Yihong, Essayeh Chaimaa, Morstyn Thomas

机构信息

School of Engineering, University of Edinburgh, Edinburgh EH9 3FB, UK.

Department of Engineering, Nottingham Trent University, Nottingham NG1 4FQ, UK.

出版信息

Data Brief. 2024 Apr 30;54:110483. doi: 10.1016/j.dib.2024.110483. eCollection 2024 Jun.

DOI:10.1016/j.dib.2024.110483
PMID:38725555
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11079470/
Abstract

The growing demand for electrified heating, electrified transportation, and power-intensive data centres challenge distribution networks. If electrification projects are carried out without considering electrical distribution infrastructure, there could be unexpected blackouts and financial losses. Datasets containing real-world distribution network information are required to address this. However, the existing dataset at NERC that covers the whole of Great Britain (GB) does not provide information about demand and capacity, which is insufficient for evaluating the connection feasibility. Although each distribution network operator (DNO) has detailed network information for their supply area, the information is scattered in separate files and different formats even within the same DNO, which limits usability. On the other hand, studying the coupling between energy systems and societal attributes such as household heating is important in promoting social welfare, which calls for more comprehensive datasets that integrate the social data and the energy network data. However, social datasets are usually provided on a regional basis, and the link to energy networks is not straightforward, which explains the lack of the comprehensive datasets. To fill these gaps, this paper introduces two datasets. The first is the main dataset for the GB distribution networks, collecting information on firm capacity, peak demands, locations, and parent transmission nodes (grid supply points, namely GSPs) for all primary substations (PSs). PSs are a crucial part of UK distribution networks and are at the lowest voltage level (11 kV) with publicly available data. Substation firm capacity and peak demand facilitate an understanding of the remaining room in the existing network. The parent GSP information helps link the released datasets to transmission networks. These datasets are collected, standardised, and merged from various files with different formats published by the six DNOs in GB, using a Python script and manual validation. The second dataset extends the main network dataset, linking each PS to the number of households that use different types of central heating recorded in census data (Census in year 2021 for England and Wales, and Census 2011 for Scotland as the up-to-date Census 2022 data is not fully released). The derivation of the second dataset is based on the locations of PSs collected in the main dataset with appropriate assumptions. The derivation process may be replicated to integrate other social datasets. The datasets have the following reuse potentials: 1) Given the PS demand, capacity, and locations in our datasets, users can estimate the connection feasibility and evaluate the optimal deployment locations for different energy technologies, including electric vehicles, heat pumps, and the growing data centres, under different scenarios and at a national scale. These evaluations are beneficial not only for academic research, but also for industrial planning and policy making. 2) Our extended dataset links household information to distribution networks. The integrated information facilitates cross-disciplinary research and analysis across social science, energy policy, and power systems. 3) The network demand and capacity information provided by the datasets can also help with realistic parameter settings to improve the accuracy of case studies in broader power system research.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a77/11079470/2f1136802f1a/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a77/11079470/32d08d138573/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a77/11079470/2f1136802f1a/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a77/11079470/32d08d138573/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a77/11079470/2f1136802f1a/gr2.jpg
摘要

对电加热、电动交通和高耗能数据中心不断增长的需求给配电网带来了挑战。如果在不考虑配电基础设施的情况下开展电气化项目,可能会出现意外停电和经济损失。因此需要包含真实世界配电网信息的数据集来解决这一问题。然而,美国电力可靠性协会(NERC)现有的涵盖整个大不列颠(GB)的数据集并未提供需求和容量信息,这对于评估连接可行性而言是不够的。尽管每个配电网络运营商(DNO)都有其供电区域的详细网络信息,但即使在同一DNO内部,这些信息也分散在不同格式的单独文件中,这限制了其可用性。另一方面,研究能源系统与社会属性(如家庭供暖)之间的耦合对于促进社会福利很重要,这需要更全面的数据集来整合社会数据和能源网络数据。然而,社会数据集通常是按区域提供的,与能源网络的关联并不直接,这就解释了为何缺乏全面的数据集。为了填补这些空白,本文引入了两个数据集。第一个是GB配电网的主要数据集,收集了所有一次变电站(PS)的固定容量、峰值需求、位置以及上级输电节点(电网供电点,即GSP)的信息。PS是英国配电网的关键部分,处于最低电压等级(11 kV)且数据可公开获取。变电站的固定容量和峰值需求有助于了解现有网络中的剩余空间。上级GSP信息有助于将发布的数据集与输电网络相连接。这些数据集是通过Python脚本和人工验证,从GB六个DNO发布的各种不同格式的文件中收集、标准化并合并而成的。第二个数据集扩展了主要网络数据集,将每个PS与人口普查数据(英格兰和威尔士为2021年人口普查,苏格兰为2011年人口普查,因为2022年最新人口普查数据尚未完全发布)中记录的使用不同类型集中供暖的家庭数量相链接。第二个数据集的推导基于主要数据集中收集的PS位置,并做了适当假设。该推导过程可以复制以整合其他社会数据集。这些数据集具有以下重用潜力:1)根据我们数据集中PS的需求、容量和位置,用户可以在不同场景下并在全国范围内估计连接可行性,并评估不同能源技术(包括电动汽车、热泵和不断发展的数据中心)的最佳部署位置。这些评估不仅有利于学术研究,也有利于产业规划和政策制定。2)我们扩展后的数据集将家庭信息与配电网相链接。整合后的信息便于跨社会科学、能源政策和电力系统进行跨学科研究与分析。3)数据集中提供的网络需求和容量信息还可以帮助进行实际参数设置,以提高更广泛电力系统研究中案例分析的准确性。

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