Machine-learning methods for integrated renewable power generation: A comparative study of artificial neural networks, support vector regression, and Gaussian …

M Sharifzadeh, A Sikinioti-Lock, N Shah - Renewable and Sustainable …, 2019 - Elsevier
Renewable energy from wind and solar resources can contribute significantly to the
decarbonisation of the conventionally fossil-driven electricity grid. However, their seamless …

Current status and future advances for wind speed and power forecasting

J Jung, RP Broadwater - Renewable and Sustainable Energy Reviews, 2014 - Elsevier
This paper presents an overview of existing research on wind speed and power forecasting.
It first discusses state-of-the-art wind speed and power forecasting approaches. Then …

大规模风电接入电网的相关问题及措施

张丽英, 叶廷路, 辛耀中, 韩丰, 范高锋 - 中国电机工程学报, 2010 - cqvip.com
大规模风电的开发利用是我国在新时期做出的一项重要战略选择. 针对目前我国大规模风电接入
电网的相关问题, 借鉴国外先进经验展开论述. 指出我国风电大规模, 集中开发, 远距离 …

A model combining convolutional neural network and LightGBM algorithm for ultra-short-term wind power forecasting

Y Ju, G Sun, Q Chen, M Zhang, H Zhu… - Ieee …, 2019 - ieeexplore.ieee.org
The volatility and uncertainty of wind power often affect the quality of electric energy, the
security of the power grid, the stability of the power system, and the fluctuation of the power …

LSTM-EFG for wind power forecasting based on sequential correlation features

R Yu, J Gao, M Yu, W Lu, T Xu, M Zhao, J Zhang… - Future Generation …, 2019 - Elsevier
Amid the gradual increase of wind power generation, how to relieve the pressure of peak
load and frequency regulation to the power system by wind power forecasting to make it run …

风电消纳关键问题及应对措施分析

朱凌志, 陈宁, 韩华玲 - 电力系统自动化, 2011 - cqvip.com
针对大规模风电接入电网给电网安全运行带来的新问题和新挑战, 在分析中国风电发展特点的
基础上, 结合欧美等国家的经验, 从系统调节能力, 电网输电能力, 风电技术性能 …

Sizing of energy storage for microgrids

SX Chen, HB Gooi, MQ Wang - IEEE transactions on smart grid, 2011 - ieeexplore.ieee.org
This paper presents a new method based on the cost-benefit analysis for optimal sizing of
an energy storage system in a microgrid (MG). The unit commitment problem with spinning …

[图书][B] Integration of distributed generation in the power system

MHJ Bollen, F Hassan - 2011 - books.google.com
The integration of new sources of energy like wind power, solar-power, small-scale
generation, or combined heat and power in the power grid is something that impacts a lot of …

[HTML][HTML] A literature review of wind forecasting methods

WY Chang - Journal of Power and Energy Engineering, 2014 - scirp.org
In this paper, an overview of new and current developments in wind forecasting is given
where the focus lies upon principles and practical implementations. High penetration of wind …

基于经验模态分解和支持向量机的短期风电功率组合预测模型

叶林, 刘鹏 - 中国电机工程学报, 2011 - cqvip.com
针对风速序列随时间, 空间呈现非平稳性变化的特征, 提出一种基于经验模态分解(empirical
mode decomposition, EMD) 和支持向量机(support vector machine, SVM) 的EMD-SVM …