DocumentCode :
2917945
Title :
The Prediction Model for Soil Water Evaporation Based on BP Neural Network
Author :
Ma, Lili ; Wu, Yun ; Ji, Jianwei ; He, Chaoxing
Author_Institution :
Inst. of Inf. & Control Eng., Liaoning Shihua Univ., Fushun, China
fYear :
2011
fDate :
19-20 Feb. 2011
Firstpage :
641
Lastpage :
645
Abstract :
Soil water is the basic condition of crop living. Soil water evaporation is not only main foundation of the management for water but also have an important effect on the regulation for temperature, humidity, environment and energy consumption in the greenhouse. Soil water even affect crop yields, qualities, and economy benefit of crop production. This paper analyzed main environment factors caused affecting soil water evaporation in greenhouse according to characteristic of microclimate in north China. BP neural network model were established based on mutual Influence between the environment factors and soil water evaporation. The verification of the model was made by measured soil water evaporation. This result showed the made model had better forecasting effects and the way that the made model could forecast soil water evaporation changes with neural network. The model provided a theoretical basis for the north of China´s control of the modern greenhouse environment, fertilizer irrigation management and automatic irrigation.
Keywords :
backpropagation; crops; evaporation; fertilisers; greenhouses; irrigation; neural nets; soil; BP neural network; crop living; crop production; energy consumption; environment factor; fertilizer irrigation management; greenhouse environment; microclimate; north China; prediction model; soil water evaporation; temperature regulation; Agriculture; Artificial neural networks; Green products; Predictive models; Soil measurements; Soil moisture; BP neural network model; environment factors; forecast model; soil water evaporation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Distributed Control and Intelligent Environmental Monitoring (CDCIEM), 2011 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-61284-278-3
Electronic_ISBN :
978-0-7695-4350-5
Type :
conf
DOI :
10.1109/CDCIEM.2011.560
Filename :
5747898
Link To Document :
بازگشت