Performance assessment of SARIMA, MLP and LSTM models for short-term solar irradiance prediction under different climates in Morocco

Author:

El Alani Omaima12ORCID,Hajjaj Charaf3,Ghennioui Hicham1,Ghennioui Abdellatif2,Blanc Philippe4,Saint-Drenan Yves-Marie4,El Monady Mohammed5

Affiliation:

1. Laboratory of Signals, Systems and Components, Sidi Mohamed Ben Abdellah University: Faculty of Science and Technology of Fez, Fez, Morocco

2. Green Energy Park (IRESEN, UM6P), Benguerir, Morocco

3. Laboratory of Applied Sciences for the Environment and Sustainable Development, Higher School of Technology of Essaouira, Cadi Ayyad University, Essaouira, Morocco

4. O.I.E. Centre Observation, Impacts, Energy, MINES ParisTech, PSL – Research University Sophia Antipolis CEDEX, France

5. ENSAM-Casablanca, University Hassan II, Casablanca, Morocco

Funder

Green Energy Park

Publisher

Informa UK Limited

Subject

Building and Construction,Renewable Energy, Sustainability and the Environment

Reference80 articles.

1. “Global Forecast System (GFS) | National Centers for Environmental Information (NCEI) Formerly Known as National Climatic Data Center (NCDC).” 2021. https://www.ncdc.noaa.gov/data-access/model-data/model-datasets/global-forcast-system-gfs.

2. “Morocco Renewable Energy Target 2030 – Policies.” 2021. IEA. Accessed May 27. https://www.iea.org/policies/6557-morocco-renewable-energy-target-2030.

3. State-of-the-art in artificial neural network applications: A survey

4. Short-Term Spatio-Temporal Forecasting of Photovoltaic Power Production

5. A review and evaluation of the state-of-the-art in PV solar power forecasting: Techniques and optimization

Cited by 5 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. Analyzing and forecasting climate variability in Nainital district, India using non-parametric methods and ensemble machine learning algorithms;Theoretical and Applied Climatology;2024-03-07

2. An intuitive unified hybrid approach for medium to long-term forecasting of different renewable energy sources;International Journal of Ambient Energy;2023-11-22

3. CSTCN: A Novel Causal-Based Framework for Air Quality Medium- and Long-term Prediction;2023 IEEE 35th International Conference on Tools with Artificial Intelligence (ICTAI);2023-11-06

4. Comparing Photovoltaic Power Prediction: Ground-Based Measurements vs. Satellite Data Using an ANN Model;IEEE Journal of Photovoltaics;2023-11

5. PV Power Generation Forecasting Based on XGBoost and LSTM Models;2023 IEEE Workshop on Power Electronics and Power Quality Applications (PEPQA);2023-10-05

同舟云学术

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