G
Gao Peng
Researcher at South China Agricultural University
Publications - 6
Citations - 27
Gao Peng is an academic researcher from South China Agricultural University. The author has contributed to research in topics: Node (networking) & Wireless network. The author has an hindex of 1, co-authored 6 publications receiving 4 citations.
Papers
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Journal ArticleDOI
Improved Soil Moisture and Electrical Conductivity Prediction of Citrus Orchards Based on IoT Using Deep Bidirectional LSTM
Gao Peng,Jiaxing Xie,Mingxin Yang,Ping Zhou,Chen Wenbin,Liang Gaotian,Yufeng Chen,Xiongzhe Han,Wang Weixing +8 more
TL;DR: In this article, a deep bidirectional long short-term memory (Bid-LSTM) networks are proposed to improve soil moisture (SM) and soil electrical conductivity (SEC) predictions, providing a meaningful reference for irrigation and fertilization of citrus orchards.
Journal ArticleDOI
Simulating Canopy Temperature Using a Random Forest Model to Calculate the Crop Water Stress Index of Chinese Brassica
TL;DR: In this article, a random forest model was developed using sample data derived from meteorological measurements including air temperature, relative humidity, wind speed, and photosynthetic active radiation (Par) to predict the lower baseline (Twet) and upper baseline (Tdry) canopy temperatures for Chinese Brassica from 27 November to 31 December 2020 (E1) and from 25 May to 20 June 2021 (E2).
Proceedings ArticleDOI
Irrigation Prediction Model with BP Neural Network Improved by Genetic Algorithm in Orchards
Jiaxing Xie,Guosheng Hu,Chuting Lin,Gao Peng,Sun Daozong,Xue Xiuyun,Xin Xu,Jianmei Liu,Lu Huazhong,Wang Weixing +9 more
TL;DR: Results showed that the GA-BP neural network model can express the nonlinear relationship between the water demand of litchi and the main environmental factors more accurately and can provide a theoretical basis for the further development of the intelligent irrigation decision system of litchesi orchards.
Patent
A automatic irrigation system for mountain region fruit tree
TL;DR: In this paper, an automatic irrigation system for mountain region fruit tree, including a M irrigation node, gateway, server, wherein every is irrigated node and all including first processor, still including the environment detection unit, a communication unit, electromagnetism valve control unit, the positioning unit that are connected with first processor respectively, the gateway includes second processor, and the water pump be connected with second processor respectively.
Patent
A unmanned aerial vehicle gateway device for mountain region citrus orchard environmental information acquire
Jiaxing Xie,Gao Peng,Wang Weixing,Sun Daozong,Xue Xiuyun,Huang Liangjian,Liang Gaotian,Lin Zhenquan +7 more
TL;DR: In this paper, an unmanned aerial vehicle gateway device for mountain region citrus orchard environmental information acquire, including processor module, power module, 2.4GHz wireless control module, barometer module, motion sensor module, zigBee module and GPRS module.