受波兰电力证券交易所量子方法启发的建模和仿真

J. Tchórzewski, Dariusz Ruciński
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引用次数: 2

摘要

本文介绍了在MATLAB和Simulink环境下,利用量子计算机科学的启发方法对波兰电力证券交易所系统的神经模型参数进行改进的研究结果。最后给出了教学型电力证券交易系统的人工神经网络模型,包括选择量子计算元素来改进该系统的神经网络模型,以及电力证券交易系统的量子神经网络模型。特别注意的是神经网络建模使用神经网络工具箱和量子神经建模使用Simulink。研究实验是在波兰电力证券交易所报价的基础上进行的。在人工神经网络的学习过程中,以一天中特定时段的供电量和售电量为输入量,以每天24小时的平均电价为起点。通过学习,得到了一个人工神经网络形式的电力证券交易系统的神经模型,并在其基础上建立了电力证券交易系统的量子神经元模型,该模型采用Simulink模拟的量子计算。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling and simulation inspired by quantum methods of the Polish Electricity Stock Exchange
The paper presents results of research on the improvement of parameters of the neural model of system of the Polish Electricity Stock Exchange in the MATLAB and Simulink environment using methods inspired by quantum computer science. The models of the Artificial Neural Network of the taught Electricity Stock Exchange System, including selected elements of quantum computing used to improve the neural model of this system, and the Electricity Stock Exchange System quantum-neural model were also shown. Particular attention has been paid to neural modeling using Neural Network Toolbox and quantum-neural modeling using Simulink. The research experiments were carried out on the basis of quotations on the Polish Electricity Stock Exchange for quotes on the Day Ahead Market. As input quantities in the learning process of the Artificial Neural Network, the volume of electricity supplied and sold at particular times of the day was used, and the average prices received at each of the 24 hours as a starting point. As a result of the learning, a neural model of Electricity Stock Exchange System in the form of an Artificial Neural Network was obtained, and on its quantum-neuronal model of Electricity Stock Exchange system, which used the quantum calculations simulated in Simulink.
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