Application of neural networks to predict indoor air temperature in a building with artificial ventilation: impact of early stopping

Tsague, Cathy Beljorelle Nguimatio; Seutche, Jean Calvin Ndize; Djeusu, Leonelle Ndeudji; Chara-Dakou, Venant Sorel; Tchinda, René

doi:10.1007/s41870-024-02023-5

Int. j. inf. tecnol.

2024

DOI: 10.1007/s41870-024-02023-5

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Application of neural networks to predict indoor air temperature in a building with artificial ventilation: impact of early stopping

Cathy Beljorelle Nguimatio Tsague,

Jean Calvin Ndize Seutche,

Leonelle Ndeudji Djeusu

et al.

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Indoor Air Temperature in the Cultivation Facility Following an Emergency Heating System Shutdown

Karpov,

Vafaeva,

Pavlov

et al. 2024

E3S Web Conf.

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Creating favorable climatic conditions for plant cultivation in growing facilities is directly linked to the stable operation of the heating system, especially during the winter months. Consequently, predicting the thermal regime of a space in the event of an emergency heating system shutdown is an extremely important task for the agricultural sector. Research object: cultivation facilities designed for year-round plant growth. Research subject: patterns of internal air temperature changes (both dimensional and dimensionless) during an emergency heating system shutdown. Research objective: to predict the thermal regime of the cultivation facility following an emergency shutdown of the heating system. Research methods: theory of regular thermal regimes, according to which the temperature field at all points of the cooled body (in this case, the heating system) changes uniformly, following an exponential law; computer-based software calculations. Research results: the internal air temperature in the industrial greenhouse will reach its critical value of 8 ℃ approximately 1 hour and 15 minutes after the heating system is turned off. The duration of the internal air temperature decrease from its initial value to the conditionally critical value of 8 ℃ is minimally affected by the total thermal losses and, on average, increases by approximately 0.2 hours for every 0.1 m²⋅K/W of the thermal resistance of the enclosure. Thus, the cultivation facility, as a construction object with relatively low levels of thermal protection, should be equipped with a heating system that meets higher reliability standards.

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Indoor Air Temperature in the Cultivation Facility Following an Emergency Heating System Shutdown

Karpov,

Vafaeva,

Pavlov

et al. 2024

E3S Web Conf.

View full text Add to dashboard Cite

show abstract

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Application of neural networks to predict indoor air temperature in a building with artificial ventilation: impact of early stopping

Cited by 1 publication

References 33 publications

Indoor Air Temperature in the Cultivation Facility Following an Emergency Heating System Shutdown

Indoor Air Temperature in the Cultivation Facility Following an Emergency Heating System Shutdown

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