太阳能曲线教程回顾:回归、模型链及其混合和概率扩展

IF 6.5 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Advances in Atmospheric Sciences Pub Date : 2024-03-01 DOI:10.1007/s00376-024-3229-4
Dazhi Yang, Xiang’ao Xia, Martin János Mayer
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引用次数: 0

摘要

由于推动全球碳中和的热潮持续不断,大气科学的研究范围正在迅速扩大。在众多热门话题中,能源气象学是迄今为止最受关注的。太阳能气象学家的一项基本技能是太阳能曲线建模,即通过统计和/或物理手段将辐照度和辅助天气变量与太阳能联系起来。为此,本教程综述旨在全面介绍与太阳能曲线有关的基本科学和工程原理。太阳能曲线的建模方法主要有两种,一种是回归法,另一种是模型链法。本综述对这两类建模方法以及它们的混合和概率扩展方法进行了详细的研究和对比,这些方法可以提高精度和量化不确定性。
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A Tutorial Review of the Solar Power Curve: Regressions, Model Chains, and Their Hybridization and Probabilistic Extensions

Owing to the persisting hype in pushing toward global carbon neutrality, the study scope of atmospheric science is rapidly expanding. Among numerous trending topics, energy meteorology has been attracting the most attention hitherto. One essential skill of solar energy meteorologists is solar power curve modeling, which seeks to map irradiance and auxiliary weather variables to solar power, by statistical and/or physical means. In this regard, this tutorial review aims to deliver a complete overview of those fundamental scientific and engineering principles pertaining to the solar power curve. Solar power curves can be modeled in two primary ways, one of regression and the other of model chain. Both classes of modeling approaches, alongside their hybridization and probabilistic extensions, which allow accuracy improvement and uncertainty quantification, are scrutinized and contrasted thoroughly in this review.

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来源期刊
Advances in Atmospheric Sciences
Advances in Atmospheric Sciences 地学-气象与大气科学
CiteScore
9.30
自引率
5.20%
发文量
154
审稿时长
6 months
期刊介绍: Advances in Atmospheric Sciences, launched in 1984, aims to rapidly publish original scientific papers on the dynamics, physics and chemistry of the atmosphere and ocean. It covers the latest achievements and developments in the atmospheric sciences, including marine meteorology and meteorology-associated geophysics, as well as the theoretical and practical aspects of these disciplines. Papers on weather systems, numerical weather prediction, climate dynamics and variability, satellite meteorology, remote sensing, air chemistry and the boundary layer, clouds and weather modification, can be found in the journal. Papers describing the application of new mathematics or new instruments are also collected here.
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