Art

J-GLOBAL ID：201902260592363215   Reference number：19A1698048

Comparison of neural network models with aerodynamic and empirical models toward real-time estimation of the number of air exchanges per hour of a naturally ventilated greenhouse

自然換気温室の時間毎の空気交換数のリアルタイム推定に向けたニューラルネットワークモデルと空力的および経験的モデルとの比較

Author (4)： MATSUDA Ryo (Graduate School of Agricultural and Life Sciences, The University of Tokyo) ,  HAYANO Kota (Graduate School of Agricultural and Life Sciences, The University of Tokyo) ,  YAGI Satoshi (Faculty of Agriculture, The University of Tokyo) ,  FUJIWARA Kazuhiro (Graduate School of Agricultural and Life Sciences, The University of Tokyo)
Material： 農業気象  (Journal of Agricultural Meteorology)
Volume： 75  Issue： 3  Page： 166-172(J-STAGE)  Publication year： 2019 
JST Material Number： X0731A  ISSN： 0021-8588  Document type： Article
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： *greenhouse ,  *neural network(biomodel) ,  model ,  natural ventilation(air conditioning) ,  gas ,  Bernoulli theorem ,  parameter ,  variable ,  aerodynamic model ,  accuracy ,  air temperature ,  environmental management ,  machine learning ,  *aerodynamics(gas dynamics) ,  irradiance
Semi thesaurus term： tracer gas ,  *neural network model ,  environmental control ,  aerodynamic model ,  empirical model ,  estimated accuracy ,  explanatory parameter ,  solar irradiance

Author keywords (5)： Carbon dioxide ,  Environment control ,  Machine learning ,  Natural ventilation ,  Tracer gas method

JST classification (2)： Facilities for crop cultivation  (FB03040V) ,  Ventilation  (PC02040B)

Reference (17)：

• Baptista FJ, Bailey BJ, Randall JM, Meneses JF, 1999: Greenhouse ventilation rate: theory and measurement with tracer gas techniques. Journal of Agricultural Engineering Research 72, 363-374.
• Boulard T, 2006: Greenhouse natural ventilation modelling: a survey of the different approaches. Acta Horticulturae 719, 29-40.
• Boulard T, Baille A, 1995: Modelling of air exchange rate in a greenhouse equipped with continuous roof vents. Journal of Agricultural Engineering Research 61, 39-48.
• Boulard T, Draoui B, 1995: Natural ventilation of a greenhouse with continuous roof vents: measurements and data analysis. Journal of Agricultural Engineering Research 61, 27-36.
• Boulard T, Feuilloley P, Kittas C, 1997: Natural ventilation performance of six greenhouse and tunnel types. Journal of Agricultural Engineering Research 67, 249-266.

Terms in the title (7)： 自然換気 ,  温室 ,  リアルタイム ,  推定 ,  ニューラルネットワークモデル ,  空力 ,  経験的モデル