Modeling greenhouse air humidity by means of artificial neural network and principal component analysis

文献类型： 外文期刊

第一作者： He, Fen

作者： He, Fen;Ma, Chengwei;He, Fen

作者机构：

关键词： air temperature;environmental factors;greenhouses;humidity;models;neural networks;principal component analysis;regression analysis;solar radiation;vents;wind speed;Beijing;China

期刊名称：COMPUTERS AND ELECTRONICS IN AGRICULTURE （ 影响因子：5.565； 五年影响因子：5.494 ）

ISSN：

年卷期：

页码：

收录情况： SCI

摘要： A back propagation neural network (BPNN) based on principal component analysis (PCA) was proposed for modeling the internal greenhouse humidity in winter of North China. The environment factors influencing the inside humidity include outside air temperature and humidity, wind speed, solar radiation, inside air temperature, open angle of top vent and side vent, and open ration of sunshade curtain, which were all collected as data samples. Through PCA of these data samples, 4 main factors were extracted, and the relationship between the main factors and the original data was discussed. Taking the principal component values as the input of BPNN, the model showed a good performance. A comparison was made between the performances of the BPNN based on PCA and the stepwise regression method with 20 data samples which had not been used to establish the NN model, and the prediction of stepwise regression method was less accurate than the BPNN based on PCA.

分类号： S

  • 相关文献

[1]Rapid Determination of Rice Cultivar Responses to the Sheath Blight Pathogen Rhizoctonia solani Using a Micro-Chamber Screening Method. Jia, Y.,Correa-Victoria, F.,McClung, A.,Zhu, L.,Liu, G.,Wamishe, Y.,Xie, J.,Marchetti, M. A.,Pinson, S. R. M.,Rutger, J. N.,Correll, J. C..

[2]Short-Term Price Forecasting For Agro-products Using Artificial Neural Networks. Li, Gan-qiong,Xu, Shi-wei,Li, Zhe-min. 2010

[3]Construction of a Genetic Linkage Map and Mapping of a Female-Specific DNA Marker in Half-Smooth Tongue Sole (Cynoglossus semilaevis). Liao, Xiaolin,Ma, Hong-Yu,Xu, Gen-Bo,Shao, Chang-Wei,Tian, Yong-Sheng,Ji, Xiang-Shan,Yang, Jing-Feng,Chen, Song-Lin.

[4]Climate change and glacier area variations in China during the past half century. Tian Hong-zhen,He Ying-bin,Tian Hong-zhen,Yang Tai-bao,Lv Hui,Li Cheng-xiu,Li Cheng-xiu,He Ying-bin. 2016

[5]Modeling Nitrate Leaching and Optimizing Water and Nitrogen Management under Irrigated Maize in Desert Oases in Northwestern China. Hu, Kelin,Li, Baoguo,Huang, Yuanfang,Li, Yong,Chen, Deli,Wei, Yongping,Edis, Robert,Chen, Weiping,Zhang, Yuanpei.

[6]Influence of dietary vitamin E supplementation on meat quality traits and gene expression related to lipid metabolism in the Beijing-you chicken. Li, W. J.,Zhao, G. P.,Chen, J. L.,Zheng, M. Q.,Wen, J..

[7]Interspecific complementary and competitive interactions between intercropped maize and faba bean. Li, L,Yang, SC,Li, XL,Zhang, FS,Christie, P.

[8]Projections of Wind Changes for 21st Century in China by Three Regional Climate Models. Jiang Ying,Luo Yong,Zhao Zongci,Shi Ying,Jiang Ying,Zhao Zongci,Jiang Ying,Luo Yong,Zhao Zongci,Shi Ying,Xu Yinlong,Zhu Jinhong. 2010

[9]Neural network modeling of ecosystems: A case study on cabbage growth system. Zhang, Wenjun,Bai, Chanyjun,Liu, GuoDao.

[10]Population suppression of Bemisia tabaci (Hemiptera : Aleyrodidae) using yellow sticky traps and Eretmocerus nr. rajasthanicus (Hymenoptera : Aphelinidae) on tomato plants in greenhouses. Liu, Tong-Xian,Gu, Xi-Shu,Bu, Wen-Jun,Gu, Xi-Shu,Xu, Wei-Hong,Bai, Yi-Chuan,Liu, Bai-Ming. 2008

[11]Temperature-mediated developmental delay may limit yield of cotton in relay intercrops with wheat. L. Zhang,W. van der Werf,S. Zhang,B. Li,J.H.J. Spiertz. 2008

[12]Mathematical study of the effects of temperature and humidity on the mycelium growth of Pleurotus eryngii. Yang Juan,Zhao JingYin,Yu Hailong,Tang LiHua,Wang RuiJuan. 2012

[13]Performance of Household Heat Pumps for Nighttime Cooling of a Tomato Greenhouse during the Summer. Tong, Y.,Tong, Y.,Kozai, T.,Ohyama, K.,Ohyama, K..

[14]Effect of humidity on the development and fecundity of Ophraella communa (Coleoptera: Chrysomelidae). Guo, Jian-Ying,Chen, Hong-Song,Wan, Fang-Hao,Chen, Hong-Song.

[15]Temperature-and Relative Humidity-Dependent Life History Traits of Phenacoccus solenopsis (Hemiptera: Pseudococcidae) on Hibiscus rosa-sinensis (Malvales: Malvaceae). Yang, L.,Huang, L. F.,Wang, W. L.,Hu, Y.,Jiang, J. J.,Zhou, Z. S.,Hu, Y..

[16]Development of Bradysia odoriphaga (Diptera: Sciaridae) as affected by humidity: an age-stage, two-sex, life-table study. Yang, Yuting,Li, Chuanren,Yang, Yuting,Li, Wenxiang,Xie, Wen,Wu, Qingjun,Xu, Baoyun,Wang, Shaoli,Zhang, Youjun,Li, Wenxiang.

[17]Effect of environmental conditions on the permeability of low density polyethylene film and totally impermeable film to methyl isothiocyanate fumigant. Cao, Aocheng,Yan, Dongdong,Han, Dawei,Li, Jun,Liu, Xiaoman,Li, Yuan,Ouyang, Chanbin,Wang, Qiuxia.

[18]Thermoregulation responses of broiler chickens to humidity at different ambient temperatures. II. Four weeks of age. Lin, H,Zhang, HF,Du, R,Gu, XH,Zhang, ZY,Buyse, J,Decuypere, E. 2005

[19]Thermoregulation responses of broiler chickens to humidity at different ambient temperatures. I. One week of age. Lin, H,Zhang, HF,Jiao, HC,Zhao, T,Sui, SJ,Gu, XH,Zhang, ZY,Buyse, J,Decuypere, E. 2005

[20]ESTIMATION OF THE CHLOROPHYLL CONTENTS OF TOBACCO INFECTED BY THE MOSAIC VIRUS BASED ON CANOPY HYPERSPECTRAL CHARACTERISTICS. Xinju, L.,Mingqin, L.,Yuqing, D.,Yonghua, Y.,Jijun, N.. 2015

作者其他论文 更多>>

微信小程序