Research on A Genetic Neural Artificial Network in Short Term Load Forecasting

机译：遗传神经网络在短期负荷预测中的研究

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Short-term load forecasting is one of the most important contents of running and dispatching power system. In order to avoid the limitation of the BP neural networks and improve the efficiency and the accuracy of forecasting,this paper established the short-term load forecasting based on the Genetic Neural Artificial Network. The model mended the activation function ,introduced the momentim item and made use of GA to confirm the parameters of the networks. The example showed that this model can effectively improve the forecasting precision.

机译：短期负荷预测是电力系统运行和调度的最重要内容之一。为了避免BP神经网络的局限性，提高预测的效率和准确性，建立了基于遗传神经人工网络的短期负荷预测方法。该模型修正了激活函数，引入了矩项，并利用遗传算法来确定网络的参数。实例表明，该模型可以有效提高预测精度。

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来源
《Advanced Computer Technology, New Education》|2006年|P.823-825|共3页
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作者
WANG Luchao; DENG Yongping;
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中图分类计算技术、计算机技术;
关键词
Short-term load forecasting; the Genetic Neural Artificial Network; the activation function; the momentim item;

机译：短期负荷预测;遗传神经网络;激活函数;瞬时项;

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专利

1. Design of artificial neural networks for short-term load forecasting. II. Multilayer feedforward networks for peak load and valley load forecasting [J] . Yuan-Yih Hsu, Chien-Chuen Yang IEE proceedings. Part C . 1991,第5期

机译：短期负荷预测的人工神经网络设计。二。多层前馈网络，用于预测峰值负荷和谷底负荷
2. Hybrid Particle Swarm Optimization With Genetic Algorithm to Train Artificial Neural Networks for Short-Term Load Forecasting [J] . Kuruge Darshana Abeyrathna, Chawalit Jeenanunta International journal of swarm intelligence research . 2019,第1期

机译：遗传算法的混合粒子群优化训练人工神经网络进行短期负荷预测
3. Modelling self-optimised short term load forecasting for medium voltage loads using tunning fuzzy systems and Artificial Neural Networks [J] . Mahmoud Thair S., Habibi Daryoush, Hassan Mohammed Y., Energy Conversion & Management . 2015,第DECa期

机译：使用Tunning模糊系统和人工神经网络对中压负荷的自优化短期负荷预测进行建模
4. Genetic-Algorithm-Optimized Artificial Neural Network for Short-Term Load Forecasting: An Indian Scenario [C] . Dhruv Upadhaya, Ritula Thakur, Navneet Kumar Singh International conference on manufacturing advanced computing, renewable energy and communication . 2019

机译：用于短期负荷预测的遗传算法优化人工神经网络：印度情景
5. Short-Term Forecasting of Electric Loads Using Nonlinear Autoregressive Artificial Neural Networks with Exogenous Multivariable Inputs [D] . Buitrago, Jaime H. 2017

机译：使用带有外源多变量输入的非线性自回归人工神经网络进行电力负荷的短期预测
6. Forecasting short-term data center network traffic load with convolutional neural networks [O] . Alberto Mozo, Bruno Ordozgoiti, Sandra Gómez-Canaval 2012

机译：卷积神经网络预测短期数据中心网络流量
7. A High Precision Artificial Neural Networks Model for Short-Term Energy Load Forecasting [O] . Ping-Huan Kuo, Chiou-Jye Huang 2018

机译：一种用于短期能量负荷预测的高精度人工神经网络模型

Research on A Genetic Neural Artificial Network in Short Term Load Forecasting

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