家畜飼養管理システムへのニューラルネットワークの適用に関する研究(I) 肥育豚の成長予測

書誌事項

タイトル別名
  • A Study on Application of Neural Network to Livestock Management System(I). Growth Prediction of Swine.
  • Growth Prediction of Swine
  • 肥育豚の成長予測

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説明

In order to obtain basic information for the construction of a livestock management support system using neural network, a simulation of growth prediction of bred swine was conducted using 3 layered back-propagation network. In addition to this, a simulation of growth prediction using linear multiple regression model was also carried out to compare with the result of the simulation using neural network model. As a first step of the study, seven growth prediction factors, such as genealogy, sex, birth weight, intake of digestive energy, average house temperature and others were selected, and the simulation of growth prediction using neural network was carried out by changing the number of hidden units and learning cycles of the network.<br>As the results of these simulations, the percentage of apparent prediction level of neural network model was about 1-11% higher than that of linear multiple regression model, and it was clarified that the use of neural network was effective for growth prediction of swine.

収録刊行物

  • 農業施設

    農業施設 24 (4), 215-222, 1994

    農業施設学会

詳細情報 詳細情報について

  • CRID
    1390001204352738304
  • NII論文ID
    130004280008
  • DOI
    10.11449/sasj1971.24.215
  • ISSN
    21860122
    03888517
  • 本文言語コード
    ja
  • データソース種別
    • JaLC
    • CiNii Articles
  • 抄録ライセンスフラグ
    使用不可

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