Short-term solar PV forecasting using computer vision: The search for optimal CNN architectures for incorporating sky images and PV generation history
Author:
Affiliation:
1. Stanford University, Stanford, California 94305, USA
Publisher
AIP Publishing
Subject
Renewable Energy, Sustainability and the Environment
Link
http://aip.scitation.org/doi/pdf/10.1063/1.5122796
Reference33 articles.
1. Short-term reforecasting of power output from a 48 MWe solar PV plant
2. Intra-hour forecasts of solar power production using measurements from a network of irradiance sensors
3. Very short term forecasting of the Global Horizontal Irradiance using a spatio-temporal autoregressive model
4. Deep photovoltaic nowcasting
5. Univariate and multivariate methods for very short-term solar photovoltaic power forecasting
Cited by 26 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Sky image-based solar forecasting using deep learning with heterogeneous multi-location data: Dataset fusion versus transfer learning;Applied Energy;2024-09
2. SkyGPT: Probabilistic ultra-short-term solar forecasting using synthetic sky images from physics-constrained VideoGPT;Advances in Applied Energy;2024-07
3. Effect of PV power forecast error on the frequency of a standalone microgrid system;Journal of Renewable and Sustainable Energy;2024-07-01
4. A Study of Computer Vision, Deep Learning, and Machine Learning Techniques for Forecasting Solar Power and Renewable Energy;Advances in Environmental Engineering and Green Technologies;2024-05-17
5. Photovoltaic Power Forecasting Using Sky Images and Sun Motion;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3