Research on the Data-Driven Fast Calculation Method of the Temperature Field Distribution of Valve-Side RIP Bushing Used in UHV DC Converter Transformer
IF 4.9 2区 工程技术Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
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引用次数: 0
Abstract
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.
High VoltageEnergy-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