特高压直流换流变压器阀侧RIP套管温度场分布数据驱动快速计算方法研究

IF 4.9 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
High Voltage Pub Date : 2025-10-09 DOI:10.1049/hve2.70109
Zehua Wu, Luming Xin, Jianwei Cheng, Baoying Wu, Zeng Qiang, Qingyu Wang, Linjie Zhao, Zhiye Du
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引用次数: 0

摘要

提高多物理场仿真的计算效率,构建实时在线仿真方法,是利用数字孪生实现电力设备实体与数据虚实融合的重要途径。本文将数据降维技术与代理模型相结合,提出了一种数据驱动的换流变压器阀侧树脂浸渍纸(RIP)衬套温度场快速计算方法。在应用有限元算法获取RIP衬套不同工况下的温度场分布作为输入数据集后,采用适当的正交分解(POD)算法对温度数据进行降阶处理,得到温度数据的低维投影。在此基础上,利用代理模型构建传感器监测数据与低维投影之间的映射关系,从而实现温度场分布的快速计算和重建。结果表明,该方法可以有效、快速地计算出RIP衬套的整体温度场分布。最大相对误差小于4.5%,平均相对误差小于0.25%。计算速度达到毫秒级,满足电力设备数字化的需要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on the Data-Driven Fast Calculation Method of the Temperature Field Distribution of Valve-Side RIP Bushing Used in UHV DC Converter Transformer
Improving the computational efficiency of multi-physics simulation and constructing a real-time online simulation method is an important way to realise the virtual–real fusion of entities and data of power equipment with digital twin. In this paper, a data-driven fast calculation method for the temperature field of resin impregnated paper (RIP) bushing used in converter transformer valve-side is proposed, which combines the data dimensionality reduction technology and the surrogate model. After applying the finite element algorithm to obtain the temperature field distribution of RIP bushing under different operation conditions as the input dataset, the proper orthogonal decomposition (POD) algorithm is adopted to reduce the order and obtain the low-dimensional projection of the temperature data. On this basis, the surrogate model is used to construct the mapping relationship between the sensor monitoring data and the low-dimensional projection, so that it can achieve the fast calculation and reconstruction of temperature field distribution. The results show that this method can effectively and quickly calculate the overall temperature field distribution of the RIP bushing. The maximum relative error and the average relative error are less than 4.5% and 0.25%, respectively. The calculation speed is at the millisecond level, meeting the needs of digitalisation of power equipment.
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来源期刊
High Voltage
High Voltage Energy-Energy Engineering and Power Technology
CiteScore
9.60
自引率
27.30%
发文量
97
审稿时长
21 weeks
期刊介绍: High Voltage aims to attract original research papers and review articles. The scope covers high-voltage power engineering and high voltage applications, including experimental, computational (including simulation and modelling) and theoretical studies, which include: Electrical Insulation ● Outdoor, indoor, solid, liquid and gas insulation ● Transient voltages and overvoltage protection ● Nano-dielectrics and new insulation materials ● Condition monitoring and maintenance Discharge and plasmas, pulsed power ● Electrical discharge, plasma generation and applications ● Interactions of plasma with surfaces ● Pulsed power science and technology High-field effects ● Computation, measurements of Intensive Electromagnetic Field ● Electromagnetic compatibility ● Biomedical effects ● Environmental effects and protection High Voltage Engineering ● Design problems, testing and measuring techniques ● Equipment development and asset management ● Smart Grid, live line working ● AC/DC power electronics ● UHV power transmission Special Issues. Call for papers: Interface Charging Phenomena for Dielectric Materials - https://digital-library.theiet.org/files/HVE_CFP_ICP.pdf Emerging Materials For High Voltage Applications - https://digital-library.theiet.org/files/HVE_CFP_EMHVA.pdf
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