A biomimetic approach for modeling cloud shading with dynamic behavior
Authored by Jesus M Garcia, Ricardo Vasquez Padilla, Marco E Sanjuan
Date Published: 2016
DOI: 10.1016/j.renene.2016.04.070
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Platforms:
MATLAB
Model Documentation:
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Abstract
Clouds are a complex phenomenon which is the result of a strong
interaction between multiple variables. Modeling its behavior through
physical principles is a task that requires time and is computationally
demanding. One of the main effects caused by clouds are the shadows
produced over the earth's surface, a phenomenon inherently complex due
its origin. This paper proposes a computationally low demanding model
for imitating (not predicting) the behavior of cloud shading by applying
a biomimetic approach. This analogy relays on using a bacterial colony
growth behavior. The aim of this paper is to establish a methodology to
develop a cloud-shading model useful for transient analysis in solar
fields. The proposed model is evaluated qualitative and quantitative by
comparing it with a model based on fractal surfaces and with real sky
images. The qualitative evaluation indicates that shadows created by the
proposed model change its shapes and move as seen in the real
phenomenon. On the other hand, the quantitative assessment is
accomplished through the Fast Fourier Transform analysis. This analysis
indicates that the proposed model is able to achieve the performance
shown by real cloud images. (C) 2016 Elsevier Ltd. All rights reserved.
Tags
Maintenance
growth
Solar irradiance
Global irradiance
Cirrus clouds
Fourier