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Early Detection and Classification of Gibberella Zeae Contamination in Maize Kernels Using SWIR Hyperspectral Imaging and Machine Learning.

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Title: Early Detection and Classification of Gibberella Zeae Contamination in Maize Kernels Using SWIR Hyperspectral Imaging and Machine Learning.
Authors: Liu K; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.; Shandong Muyang New Energy Co., Ltd., Fulai Industrial Park, Rizhao 276800, China., Li S; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Shi W; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Guo Z; State Key Laboratory of Macromolecular Drugs and Large-Scale Preparation, Shandong Key Laboratory of Applied Technology for Protein and Peptide Drugs, School of Pharmaceutical Sciences and Food Engineering, Liaocheng University, Liaocheng 252000, China., Shao X; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Guo Y; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Zhao J; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Sun X; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China., Khujamshukurov NA; Department of Biotechnology, Tashkent Institute of Chemical Technology, Tashkent 100011, Uzbekistan., Du F; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Mar 14; Vol. 26 (6). Date of Electronic Publication: 2026 Mar 14.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Early Detection and Classification of Gibberella Zeae Contamination in Maize Kernels Using SWIR Hyperspectral Imaging and Machine Learning.
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  Data: <searchLink fieldCode="AU" term="%22Liu+K%22">Liu K</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.; Shandong Muyang New Energy Co., Ltd., Fulai Industrial Park, Rizhao 276800, China.<br /><searchLink fieldCode="AU" term="%22Li+S%22">Li S</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Shi+W%22">Shi W</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Guo+Z%22">Guo Z</searchLink>; State Key Laboratory of Macromolecular Drugs and Large-Scale Preparation, Shandong Key Laboratory of Applied Technology for Protein and Peptide Drugs, School of Pharmaceutical Sciences and Food Engineering, Liaocheng University, Liaocheng 252000, China.<br /><searchLink fieldCode="AU" term="%22Shao+X%22">Shao X</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Guo+Y%22">Guo Y</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Zhao+J%22">Zhao J</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Sun+X%22">Sun X</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.<br /><searchLink fieldCode="AU" term="%22Khujamshukurov+NA%22">Khujamshukurov NA</searchLink>; Department of Biotechnology, Tashkent Institute of Chemical Technology, Tashkent 100011, Uzbekistan.<br /><searchLink fieldCode="AU" term="%22Du+F%22">Du F</searchLink>; College of Agricultural Engineering and Food Science, Shandong University of Technology, No. 266 Xincun Xilu, Zibo 255049, China.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Mar 14; Vol. 26 (6). <i>Date of Electronic Publication: </i>2026 Mar 14.
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              Text: 2026 Mar 14
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