Soil Moisture Prediction in Peri-urban Beijing, China: Gene Expression Programming Algorithm

被引：2

作者：

Niu, Hongfei ^{[1
,2
]}

Meng, Fanyu ^{[3
]}

Yue, Huanfang ^{[3
]}

Yang, Lihong ^{[4
]}

Dong, Jing ^{[2
,5
]}

Zhang, Xin ^{[2
,5
]}

机构：

[1] Liaoning Vocat Coll Ecol Engn, Shenyang 110122, Peoples R China

[2] Beijing Acad Agr & Forestry Sci, Natl Engn Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China

[3] Beijing Agr Technol Extens Stn, Beijing 100029, Peoples R China

[4] Yunnan Agr Vocat & Tech Coll, Kunming 650031, Yunnan, Peoples R China

[5] Minist Agr, Key Lab Qual Testing Hardware & Software Prod Agr, Beijing 100097, Peoples R China

来源：

INTELLIGENT AUTOMATION AND SOFT COMPUTING | 2021年 / 28卷 / 01期

基金：

国家重点研发计划;

关键词：

GEP; prediction; soil moisture;

D O I：

10.32604/iasc.2021.010131

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Soil moisture is an important indicator for agricultural planting and agricultural water management. People have been trying to guide crop cultivation, formulate irrigation systems, and develop intelligent agriculture by knowing exactly what the soil moisture is in real time. This paper considers the impact of meteorological parameters on soil-moisture change and proposes a soil-moisture prediction method based on the Gene Expression Programming (GEP) algorithm. The prediction model is tested on datasets from Shunyi, Yanqing and Daxing agricultural farms, Beijing. The results show that the GEP model can predict soil moisture with a maximum correlation coefficient of 0.98, and the root-mean-square errors in three different farms were below 2.32.

引用

页码：93 / 106

页数：14

共 50 条

[21] Spatial variation of trace elements in the peri-urban soil of Madrid
Antonio Vázquez de la Cueva
Ben P. Marchant
José Ramón Quintana
Ana de Santiago
Antonio López Lafuente
Richard Webster
Journal of Soils and Sediments, 2014, 14 : 78 - 88
[22] Nutrients and pollutants in agricultural soils in the peri-urban region of Beijing: Status and recommendations
Heimann, Lisa
Roelcke, Marco
Hou, Yong
Ostermann, Anne
Ma, Wenqi
Nieder, Rolf
AGRICULTURE ECOSYSTEMS & ENVIRONMENT, 2015, 209 : 74 - 88
[23] Soil Organic Matter Solutions for Peri-urban Market Farms
Brown, Rebecca N.
Pieper, Jeff
Long, Rebecca J.
HORTSCIENCE, 2014, 49 (09) : S119 - S119
[24] Drive Mechanisms of Soil Quality Changes in Peri-Urban Areas
Liu, Hongbin
Lyu, Jie
LAND, 2021, 10 (02) : 1 - 21
[25] Relationship between soil cover and soil temperature in a peri-urban region of Cerrado
Fernandes da Silva, Renato Carneiro
Lopes, Cesar Silva
Oliveira, Francienne Gois
Teixeira Fernandes, Andre Luis
de Assis, Leonardo Campos
REVISTA AGROGEOAMBIENTAL, 2018, 10 (04) : 127 - 140
[26] Robustness of a tracking algorithm for roads extraction in peri-urban areas
Spigai, Marc
Fraleu, Jerome
Amberg, Virginie
2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, 2006, : 3623 - +
[27] The Identification of Soil Heavy Metal Sources and Environmental Risks in Industrial City Peri-Urban Areas: A Case Study from a Typical Peri-Urban Area in Western Laizhou, Shandong, China
Cao, Binhua
Sun, Zhongyu
Bai, Dapeng
Kong, Linghao
Zhang, Xuzhen
Chen, Jingwen
Chen, Di
SUSTAINABILITY, 2024, 16 (11)
[28] Effects of Partial Organic Substitution for Chemical Fertilizer on Antibiotic Residues in Peri-Urban Agricultural Soil in China
Dong, Baocheng
Li, Wei
Xu, Wenyong
ANTIBIOTICS-BASEL, 2021, 10 (10):
[29] Levels of heavy metal in soil and vegetable and associated health risk in peri-urban areas across China
Hu, Nai-Wen
Yu, Hong-Wen
Deng, Bo -Ling
Hu, Bo
Zhu, Guo-Peng
Yang, Xiu-Tao
Wang, Tian-Ye
Zeng, Ying
Wang, Quan-Ying
ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY, 2023, 259
[30] Ecological and human health risks from metal(loid)s in peri-urban soil in Nanjing, China
Zhuhong Ding
Xin Hu
Environmental Geochemistry and Health, 2014, 36 : 399 - 408

← 1 2 3 4 5 →