论文标题

使用优化方法基于开放数据和开源软件的大规模发行网格模型的自动生成

Automated generation of large-scale distribution grid models based on open data and open source software using an optimization approach

论文作者

Çakmak, Hüseyin K., Janecke, Luc, Hagenmeyer, Veit

论文摘要

可再生能源在分配网格水平上的份额不断提高,以及新兴的生产者的积极作用,导致了更高的分配网格利用率,同时又增加了能源产生和消耗的不可预测性。鉴于电压稳定性和线路(超过)负载,这给电网操作员带来了主要问题。因此,鉴于预期的社会强度电气化,详细且全面的仿真模型对于计划未来的分配网格扩展至关重要。在这种情况下,本文的贡献是一种新的,更精致的方法,用于自动创建仅基于公开可用的GIS和统计数据的大规模详细分发网格模型。利用开放式街道地图中的街道布局作为潜在的电缆路线,由从同一数据源中提取的住宅单元创建和补充图表。调整了该图结构,以通过在次要变电站上提供的数据来解决最低成本流线性优化问题的变化来匹配电气低压网格拓扑。在最后一步中,生成的网格表示形式被转移到带有光伏系统的Digsilent PowerFactory模型中。呈现的工作流程使用开源软件,并且具有完全自动化和可扩展性,可为给定的20kV变电站位置生成现成的分发网格模拟模型,以及有关住宅单元属性的其他数据,以改善结果。针对选定的郊区住宅区域提供了开发方法在网格利用方面的性能,其中包括八种场景的功率流仿真,包括当前的住宅PV安装以及未来的PV扩展。此外,显示了生成的模型对准动力模拟的适用性。

The increasing share of renewable energy sources on distribution grid level as well as the emerging active role of prosumers lead to both higher distribution grid utilization, and at the same time greater unpredictability of energy generation and consumption. This poses major problems for grid operators in view of, e.g., voltage stability and line (over)loading. Thus, detailed and comprehensive simulation models are essential for planning future distribution grid expansion in view of the expected strong electrification of society. In this context, the contribution of the present paper is a new, more refined method for automated creation of large-scale detailed distribution grid models based solely on publicly available GIS and statistical data. Utilizing the street layouts in Open Street Maps as potential cable routes, a graph representation is created and complemented by residential units that are extracted from the same data source. This graph structure is adjusted to match electrical low-voltage grid topology by solving a variation of the minimum cost flow linear optimization problem with provided data on secondary substations. In a final step, the generated grid representation is transferred to a DIgSILENT PowerFactory model with photovoltaic systems. The presented workflow uses open source software and is fully automated and scalable that allows the generation of ready-to-use distribution grid simulation models for given 20kV substation locations and additional data on residential unit properties for improved results. The performance of the developed method with respect to grid utilization is presented for a selected suburban residential area with power flow simulations for eight scenarios including current residential PV installation and a future scenario with full PV expansion. Furthermore, the suitability of the generated models for quasi-dynamic simulations is shown.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源