Machine learning-driven assessment of biochemical qualities in tomato and mandarin using RGB and hyperspectral sensors as nondestructive technologies

• Adel H. Elmetwalli,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Writing – original draft

  Affiliation Agricultural Engineering Department, Faculty of Agriculture, Tanta University, Tanta, Egypt

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• Asaad Derbala,

  Roles Investigation, Methodology, Resources, Validation, Writing – original draft

  Affiliation Agricultural Engineering Department, Faculty of Agriculture, Tanta University, Tanta, Egypt

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• Ibtisam Mohammed Alsudays,

  Roles Formal analysis, Investigation, Methodology, Writing – review & editing

  Affiliation Department of Biology, College of Science, Qassim University, Unaizah, Saudi Arabia

  https://orcid.org/0000-0002-0632-1281

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• Eman A. Al-Shahari,

  Roles Funding acquisition, Investigation, Methodology, Resources, Software

  Affiliation Department of Biology, Faculty of Science and Arts, King Khalid University, Abha, Saudi Arabia

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• Mahmoud Elhosary,

  Roles Investigation, Methodology, Software, Visualization, Writing – review & editing

  Affiliation Evaluation of Natural Resources Department, Agricultural Engineering, Environmental Studies and Research Institute, University of Sadat City, Minufia, Egypt

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• Salah Elsayed,

  Roles Investigation, Methodology, Project administration, Software, Supervision, Validation, Writing – original draft, Writing – review & editing

  Affiliations Evaluation of Natural Resources Department, Agricultural Engineering, Environmental Studies and Research Institute, University of Sadat City, Minufia, Egypt, New Era and Development in Civil Engineering Research Group, Scientific Research Center, Al-Ayen University, Nasiriyah, Iraq

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• Laila A. Al-Shuraym,

  Roles Funding acquisition, Investigation, Validation, Writing – review & editing

  Affiliation Biology Department, Faculty of Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia

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• Farahat S. Moghanm,

  Roles Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Soil and Water Department, Faculty of Agriculture, Kafrelsheikh University, Kafr El-Sheikh, Egypt

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• Osama Elsherbiny

  Roles Formal analysis, Methodology, Project administration, Software, Validation, Writing – original draft, Writing – review & editing

  * E-mail: osama_algazeery@mans.edu.eg

  Affiliation Department of Agricultural Engineering, Faculty of Agriculture, Mansoura University, Mansoura, Egypt

  https://orcid.org/0000-0003-3031-7108

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