Fundamentals of Artificial Intelligence in Power Transformers Smart Design

A. Stulov, A. Tikhonov, I. Snitko
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引用次数: 6

Abstract

Fundamentals of artificial intelligence in power transformers smart design such as a generative design methods and models, methods of creating digital twins of power transformers, parametric and structural optimization by means of genetic algorithm are described. Ramified equivalent circuit models are used for modeling steady state and transient physical processes in power transformers such as electromagnetic, heat transfer, short-circuit withstanding and light impulse impact. Subsystems based on open mathematical tools are developed. Electromagnetic field models for exacting calculations are used. Combinations of ramified equivalent circuit models and field models lead to decreasing of estimated time of calculations, analysis parameters of processes and synthesis of optimal power transformer construction.
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电力变压器智能设计中的人工智能基础
介绍了人工智能在电力变压器智能设计中的基本原理,如生成式设计方法和模型、电力变压器数字双胞胎的创建方法、利用遗传算法进行参数优化和结构优化。分支等效电路模型用于电力变压器稳态和暂态物理过程的建模,如电磁、传热、耐短路和光脉冲冲击等。开发了基于开放数学工具的子系统。电磁场模型用于精确的计算。将分支等效电路模型与现场模型相结合,减少了估计计算时间、过程分析参数和综合优化电力变压器结构。
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