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    Experimental Research on Wind-Induced Flag-Swing Piezoelectric Energy Harvesters by Jianjun Liu, Xianghua Chen, Yujie Chen, Hong Zuo, Qun Li

    Published 2021-01-01
    “…In this paper, we design and test a wind-induced flag-swing piezoelectric energy harvester (PEH). …”
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    Open Soil Spectral Library (OSSL): Building reproducible soil calibration models through open development and community engagement. by José L Safanelli, Tomislav Hengl, Leandro L Parente, Robert Minarik, Dellena E Bloom, Katherine Todd-Brown, Asa Gholizadeh, Wanderson de Sousa Mendes, Jonathan Sanderman

    Published 2025-01-01
    “…From independent model evaluation, we found that Cubist comes out as the best-performing ML algorithm for the calibration and delivery of reliable outputs (prediction uncertainty and representation flag). Although many soil properties are well predicted, total sulfur, extractable sodium, and electrical conductivity performed poorly in all spectral regions, with some other extractable nutrients and physical soil properties also performing poorly in one or two spectral regions (VisNIR or NIR). …”
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