Artificial Intelligence (AI) is playing a more and more important role in power system analysis and control. It is foreseeable that the accuracy and efficiency of future power system dynamic analysis will be greatly improved by the interaction of the deduction-based simulator and the induction-based AI. While some commercial software already supports AI applications to a certain extent, the way in which power system transient simulators interact with AI remains unclear. In this paper, a general design of an AI-oriented power system dynamic simulator is proposed based on the illustration of the interaction mechanism between dynamic simulations and AI. With the support of a flexible application programming interface, the simulator has rapid simulation speed, intrusive parameter accessibility, non-intrusive function usability, and neural network supportability. A prototype of this design is implemented and made public based on our previously realized simulator. Tests of this AI-oriented simulator are carried out under four scenarios, which proves that the design and implementation of the simulator are reasonable, AI-friendly, and highly efficient.
翻译:人工智能(AI)在动力系统分析和控制方面正在发挥越来越重要的作用,可以预见的是,通过基于扣减模拟器和基于感应的AI的相互作用,未来动力系统的动态分析的准确性和效率将大大提高。虽然有些商业软件已经在某种程度上支持了AI的应用,但动力系统中转模拟器与AI互动的方式仍然不明确。本文根据动态模拟和AI之间的互动机制的插图,提出了一个面向AI的动力系统动态模拟器的一般设计。在灵活的应用编程界面的支持下,模拟器具有快速模拟速度、侵扰性参数可访问性、非侵入性功能可用性以及神经网络支持性。这一设计的一个原型以我们以前实现的模拟器为基础实施并公诸于众。这一面向AI的模拟器在四种情景下进行了测试,证明模拟器的设计和实施是合理、方便和高效的。