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Conference Papers Year : 2019

CNN-Based Growth Prediction of Field Crops for Optimizing Food Supply Chain

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Shunsuke Iitsuka
  • Function : Author
  • PersonId : 1061580
Nobutada Fujii
  • Function : Author
  • PersonId : 991473
Daisuke Kokuryo
  • Function : Author
  • PersonId : 996331
Toshiya Kaihara
  • Function : Author
  • PersonId : 1061581

Abstract

Along with the aging of the Japanese agricultural population in recent years, the nation’s food self-sufficiency rate has declined. The vitality of agriculture has also declined. This study specifically examines the food supply chain to integrate farm production, manufacturing, and sales. For the food supply chain, it is necessary to ascertain the harvest time of field crops for establishing proper sales strategies. A method to predict harvest time from field crop images using convolutional neural networks (CNN) is proposed. Then the effectiveness of the proposed method is verified using computer experiments. Results show that the discrimination rate is high in the early stage of the growth, even if misclassification occurs. Labels close to the correct answer are predicted. However, the discrimination rate is not so high and the deviation from the correct answer becomes greater in later stages of growth.
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Dates and versions

hal-02419248 , version 1 (19-12-2019)

Licence

Attribution - CC BY 4.0

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Shunsuke Iitsuka, Nobutada Fujii, Daisuke Kokuryo, Toshiya Kaihara, Shinichi Nakano. CNN-Based Growth Prediction of Field Crops for Optimizing Food Supply Chain. IFIP International Conference on Advances in Production Management Systems (APMS), Sep 2019, Austin, TX, United States. pp.148-154, ⟨10.1007/978-3-030-30000-5_20⟩. ⟨hal-02419248⟩
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