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Article | Open Access

Estimating radiant flux of nighttime light images from NASA’s Black Marble product

Xi Li ( )Bingqing SunHanrui Cao
State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China
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Abstract

Recently, radiant flux has been proved as a more accurate measure of nighttime light (NTL) compared to radiance. To estimate radiant flux of NTL from nighttime light images accurately, we propose a practical methodology that considers the anisotropy of NTL using the viewing zenith angle (VZA)-radiance quadratic model and the VZA-intensity quadratic model. Our methodology is derived from rigorous physical derivations. To verify the validity and superiority of our proposed methodology, we generated radiant flux products across eight U.S. states using NASA’s Black Marble product. And comparative analysis based on radiant flux calculated using different methods demonstrates that radiant flux calculated using our method provides a more appropriate physical metric for assessing NTL intensity than that derived from previous isotropic models. We conclude that radiant flux considering the anisotropy of NTL is more suitable for quantifying NTL energy and ecological impacts.

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Geo-Spatial Information Science
Pages 2325-2330

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Cite this article:
Li X, Sun B, Cao H. Estimating radiant flux of nighttime light images from NASA’s Black Marble product. Geo-Spatial Information Science, 2026, 29(3): 2325-2330. https://doi.org/10.1080/10095020.2025.2593747

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Received: 14 April 2025
Accepted: 18 November 2025
Published: 10 December 2025
© 2025 Wuhan University.

This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The terms on which this article has been published allow the posting of the Accepted Manuscript in a repository by the author(s) or with their consent.