soil water content;
yield;
winter wheat;
RZWQM2;
North China Plain;
QUALITY MODEL;
SUMMER MAIZE;
NO-TILLAGE;
TEMPORAL STABILITY;
DATA ASSIMILATION;
MANAGEMENT;
NITROGEN;
SYSTEM;
RESPIRATION;
UNCERTAINTY;
D O I:
10.3390/agronomy11061245
中图分类号:
S3 [农学(农艺学)];
学科分类号:
0901 ;
摘要:
Soil water content (SWC) is an important factor restricting crop growth and yield in cropland ecosystems. The observation and simulation of soil moisture contribute greatly to improving water-use efficiency and crop yield. This study was conducted at the Shandong Yucheng Agro-ecosystem National Observation and Research Station in the North China Plain. The study period was across the winter wheat (Triticum aestivum L.) growth stages from 2017 to 2019. A cosmic-ray neutron probe was used to monitor the continuous daily SWC. Furthermore, the crop leaf area index (LAI), yield, and aboveground biomass of winter wheat were determined. The root zone quality model 2 (RZWQM2) was used to simulate and validate the SWC, crop LAI, yield, and aboveground biomass. The results showed that the simulation errors of SWC were minute across the wheat growth stages and mature stages in 2017-2019. The root mean square error (RMSE) and relative root mean square error (RRMSE) of the SWC simulation at the jointing stage of winter wheat were 0.0296 and 0.1605 in 2017-2018, and 0.0265 and 0.1480 in 2018-2019, respectively. During the rain-affected days, the RMSE (0.0253) and RRMSE (0.0980) for 2017-2018 were significantly lower than those of 2018-2019 (0.0301 and 0.1458, respectively), indicating that rain events decreased the model accuracy in the dry years compared to the wet years. The simulated LAIs were significantly higher than the measured values. The simulated yield value of winter wheat was 5.61% lower and 3.92% higher than the measured yield in 2017-2018 and in 2018-2019, respectively. The simulated value of aboveground biomass was significantly (45.48%) lower than the measured value in 2017-2018. This study showed that, compared with the dry and cold wheat growth period of 2018-2019, the higher precipitation and temperature in 2017-2018 led to a poorer simulation of SWC and crop-growth components. This study indicated that annual abnormal rainfall and temperature had a significant influence on the simulation of SWC and wheat growth, especially under intensive climate-change stress conditions.
机构:
Institute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, GermanyInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
Zia, Shamaila
Wenyong, Du
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h-index: 0
机构:
College of Science, Centre for Chemicals Application Technology, China Agricultural University, Beijing 100083, ChinaInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
Wenyong, Du
Spreer, Wolfram
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h-index: 0
机构:
Institute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, GermanyInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
Spreer, Wolfram
Spohrer, Klaus
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h-index: 0
机构:
Institute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, GermanyInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
Spohrer, Klaus
Xiongkui, He
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h-index: 0
机构:
College of Science, Centre for Chemicals Application Technology, China Agricultural University, Beijing 100083, ChinaInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
Xiongkui, He
Müller, Joachim
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h-index: 0
机构:
Institute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, GermanyInstitute of Agricultural Engineering in the Tropics and Subtropics (440e), Universität Hohenheim, Garbenstrasse 9, D-70593, Stuttgart, Germany
机构:
Beijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Liu, Hai-Jun
Kang, Yaohu
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h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Kang, Yaohu
Yao, Su-Mei
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h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Yao, Su-Mei
Sun, Ze-Qiang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R China
Shandong Acad Agr Sci, Inst Agr Resources & Environm, Jinan, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Sun, Ze-Qiang
Liu, Shi-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
Liu, Shi-Ping
Wang, Qing-Gai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing, Peoples R ChinaBeijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
机构:
Shihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Penn State Univ, Dept Ecosystem Sci & Management, University Pk, PA 16802 USAShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Wang, Zhenhua
Liao, Renkuan
论文数: 0引用数: 0
h-index: 0
机构:
China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycles Rive, Beijing 100048, Peoples R ChinaShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Liao, Renkuan
Lin, Henry
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Ecosystem Sci & Management, University Pk, PA 16802 USAShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Lin, Henry
Jiang, Guojun
论文数: 0引用数: 0
h-index: 0
机构:
Shihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R ChinaShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Jiang, Guojun
He, Xinlin
论文数: 0引用数: 0
h-index: 0
机构:
Shihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R ChinaShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
He, Xinlin
Wu, Wenyong
论文数: 0引用数: 0
h-index: 0
机构:
China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycles Rive, Beijing 100048, Peoples R ChinaShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
Wu, Wenyong
Lili Zhangzhong
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Acad Agr & Forestry, Beijing 100097, Peoples R ChinaShihezi Univ, Coll Water Resources & Architectural Engn, Xinjiang 832000, Peoples R China
机构:
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Beijing Normal Univ, Acad Disaster Reduct & Emergency Management, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Wu, Jianjun
Liu, Ming
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Acad Disaster Reduct & Emergency Management, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Liu, Ming
论文数: 引用数:
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机构:
Lu, Aifeng
He, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
机构:Chinese Academy of Sciences,Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research
Shanshan Bai
Yaohu Kang
论文数: 0引用数: 0
h-index: 0
机构:Chinese Academy of Sciences,Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research
Yaohu Kang
Shuqin Wan
论文数: 0引用数: 0
h-index: 0
机构:Chinese Academy of Sciences,Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research
机构:
Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
Bai, Shanshan
Kang, Yaohu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R ChinaChinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
Kang, Yaohu
Wan, Shuqin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaChinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China