Urban hyperspectral reference data availability and reuse: State‐of‐the‐practice review

Jessica M. O. Salcido, Debra F. Laefer
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Abstract

Hyperspectral remote sensing is currently underutilized in urban environments due to significant barriers concerning the existence, availability, and quality of urban hyperspectral reference spectra. This paper exposes these barriers by identifying, cataloging, and characterizing the contents of 23 spectral libraries, developing metrics to assess compliance with the Principles of Findability, Accessibility, Interoperability, and Reusability (FAIR), and evaluating existing resources using these criteria. Only 2931 urban spectral records were found within the 4 Global Spectral Libraries (0.61% of 476,592 published spectra). Within a further 19 Local Urban Spectral Libraries, 3862 additional urban spectra were found, but only 1662 (43%) were accessible without restriction. Content analysis revealed insufficient representation of urban material heterogeneity, imbalanced categories, and limited library interoperability, all of which further hinder effective data utilization. In response, this paper proposes a 14‐category metadataset, with specific considerations to overcome environmentally induced and inherent, intra‐material variability. In addition, material‐based spectral groupings and data resampling to common hyperspectral equipment specifications are recommended. These measures aim to enhance the utility of urban spectral libraries by improving FAIR compliance, thereby contributing to a more cohesive and enduring framework for hyperspectral reference data.
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城市高光谱参考数据的可用性和再利用:实践现状审查
由于在城市高光谱参考光谱的存在、可用性和质量方面存在重大障碍,高光谱遥感技术目前在城市环境中利用不足。本文通过对 23 个光谱库的内容进行识别、编目和特征描述,制定评估是否符合可查找性、可访问性、互操作性和可重用性原则(FAIR)的指标,并利用这些标准对现有资源进行评估,从而揭示了这些障碍。在 4 个全球光谱库中仅发现 2931 条城市光谱记录(占 476,592 条已发布光谱的 0.61%)。在另外 19 个地方城市光谱图书馆中,又发现了 3862 条城市光谱记录,但只有 1662 条(43%)可以不受限制地访问。内容分析显示,城市材料异质性的代表性不足、类别不平衡、图书馆互操作性有限,所有这些都进一步阻碍了数据的有效利用。为此,本文提出了一个 14 个类别的元数据集,其中特别考虑到要克服环境因素和材料内部固有的差异。此外,还建议根据材料进行光谱分组,并按照常见的高光谱设备规格对数据进行重新采样。这些措施旨在通过改善 FAIR 合规性来提高城市光谱库的实用性,从而促进建立一个更具凝聚力和持久性的高光谱参考数据框架。
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