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Erschienen in: The Journal of Supercomputing 4/2020

17.10.2018

Early warning indexes determination of the crop injuries caused by waterlogging based on DHSVM model

verfasst von: Yan Ma, Qinxue Xiong, Jianqiang Zhu, Shunyao Jiang

Erschienen in: The Journal of Supercomputing | Ausgabe 4/2020

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Abstract

Early warning on crop injuries aroused by waterlogging is the guarantee of crop yield in the middle and lower reaches of the Yangtze River. The waterlogging warning measures based on precipitation index were often inaccurate. In this literature, a new method based on DHSVM (Distributed Hydrology Soil Vegetation Model) was used for practice in summer crops at county-level, real-time and high-precision forecasting, which simulates soil groundwater depth and soil volumetric moisture content in grid unit on time step of 1 day. According to the agricultural standard of waterlogging level, the meteorology characteristic data were calculated, and then spatial distribution of the waterlogging eigenvalues was mapped. Waterlogging distribution from Jianli County was clustered into five types of regions with a 90-m spatial resolution via the unsupervised classification method (k-means) algorithm. Based on the partition statistics of waterlogging eigenvalues, the character values of each kind were extracted. Using these eigenvalues as criteria, we predicted the waterlogging in the years from 1970 to 2015. The experimental results show that the average value of kappa coefficient is between 0.87 and 0.93, which illustrates that our method is effective for warning waterlogging level.

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Literatur
1.
Zurück zum Zitat Abliz A, Tiyip T, Ghulam A, Halik Ü, Ding J, Sawut M, Zhang F, Nurmemet I, Abliz A (2016) Effects of shallow groundwater table and salinity on soil salt dynamics in the Keriya oasis, Northwestern China. Environ Earth Sci 75(3):260–275CrossRef Abliz A, Tiyip T, Ghulam A, Halik Ü, Ding J, Sawut M, Zhang F, Nurmemet I, Abliz A (2016) Effects of shallow groundwater table and salinity on soil salt dynamics in the Keriya oasis, Northwestern China. Environ Earth Sci 75(3):260–275CrossRef
2.
Zurück zum Zitat Ren B, Dong S, Liu P, Zhao B, Zhang J (2016) Ridge tillage improves plant growth and grain yield of waterlogged summer maize. Agric Water Manag 177:392–399CrossRef Ren B, Dong S, Liu P, Zhao B, Zhang J (2016) Ridge tillage improves plant growth and grain yield of waterlogged summer maize. Agric Water Manag 177:392–399CrossRef
3.
Zurück zum Zitat Yu M, Chen G (2013) Conditional QTL mapping for waterlogging tolerance in two RILs populations of wheat. SpringerPlus 2(1):245–252CrossRef Yu M, Chen G (2013) Conditional QTL mapping for waterlogging tolerance in two RILs populations of wheat. SpringerPlus 2(1):245–252CrossRef
4.
Zurück zum Zitat Cai SM, Wang XL, Huang JL (1996) The four-regional development of Jianghan plain and agriculture sustainable development. Science Press Publishers, Beijing, pp 28–64 Cai SM, Wang XL, Huang JL (1996) The four-regional development of Jianghan plain and agriculture sustainable development. Science Press Publishers, Beijing, pp 28–64
5.
Zurück zum Zitat Wu HY, Gao P, Liu M (2013) The spring wet stained harm prediction model of winter wheat based on the Pacific SST. Geogr Res 32(8):1421–1429 Wu HY, Gao P, Liu M (2013) The spring wet stained harm prediction model of winter wheat based on the Pacific SST. Geogr Res 32(8):1421–1429
6.
Zurück zum Zitat Sheng SX, Lei S, Zhang YL (2009) Research on winter wheat waterlogging indexes and risk assessment model in Jianghuai region. Chin Agric Sci Bull 25(19):263–268 Sheng SX, Lei S, Zhang YL (2009) Research on winter wheat waterlogging indexes and risk assessment model in Jianghuai region. Chin Agric Sci Bull 25(19):263–268
7.
Zurück zum Zitat Jin SQ, Shi CL (2006) Wheat waterlogging warning system (WWWS) in Jianghuai plain. Acta Agron Sin 32(10):1458–1465 Jin SQ, Shi CL (2006) Wheat waterlogging warning system (WWWS) in Jianghuai plain. Acta Agron Sin 32(10):1458–1465
8.
Zurück zum Zitat Shi CL, Jin ZQ (2003) Wheat waterlogging model based on WCSODS and its application in disaster warning. J Appl Meteorol Sci 14(4):462–468 Shi CL, Jin ZQ (2003) Wheat waterlogging model based on WCSODS and its application in disaster warning. J Appl Meteorol Sci 14(4):462–468
9.
Zurück zum Zitat Liu H, Jin ZQ (2005) Rape waterlogging forecast model in Jianghuai plains. Jiangsu J Agric Sci 21(2):86–91 Liu H, Jin ZQ (2005) Rape waterlogging forecast model in Jianghuai plains. Jiangsu J Agric Sci 21(2):86–91
10.
Zurück zum Zitat Xiong QX (2015) Risk evaluation of sub-surface waterlogging of summer crops based on DHSVM model on county scale. Trans Chin Soc Agric Eng (Trans CSAE) 31(21):177–183 Xiong QX (2015) Risk evaluation of sub-surface waterlogging of summer crops based on DHSVM model on county scale. Trans Chin Soc Agric Eng (Trans CSAE) 31(21):177–183
11.
Zurück zum Zitat Singh A, Panda S (2012) Integrated salt and water balance modeling for the management of waterlogging and salinization. I: validation of SAHYSMOD. J Irrig Drain Eng 138(11):955–963CrossRef Singh A, Panda S (2012) Integrated salt and water balance modeling for the management of waterlogging and salinization. I: validation of SAHYSMOD. J Irrig Drain Eng 138(11):955–963CrossRef
12.
Zurück zum Zitat Singh A, Panda S (2012) Integrated salt and water balance modeling for the management of waterlogging and salinization. II: application of SAHYSMOD. J Irrig Drain Eng 138(11):964–971CrossRef Singh A, Panda S (2012) Integrated salt and water balance modeling for the management of waterlogging and salinization. II: application of SAHYSMOD. J Irrig Drain Eng 138(11):964–971CrossRef
13.
Zurück zum Zitat Wigmosta MS, Vail LW, Lettenamaier DP (1994) A distributed hydrological-vegetation model for complex terrain. Water Resour Res 30(6):1665–1679CrossRef Wigmosta MS, Vail LW, Lettenamaier DP (1994) A distributed hydrological-vegetation model for complex terrain. Water Resour Res 30(6):1665–1679CrossRef
14.
Zurück zum Zitat Wigmosta MS, Nijssen B, Storck P (2002) The distributed hydrological soil vegetation model. Mathematical models of small watershed hydrological and applications. Water Resource Publications, Department of Civil and Environment Engineering Louisiana State University, Baton Rouge Wigmosta MS, Nijssen B, Storck P (2002) The distributed hydrological soil vegetation model. Mathematical models of small watershed hydrological and applications. Water Resource Publications, Department of Civil and Environment Engineering Louisiana State University, Baton Rouge
15.
Zurück zum Zitat Tesfa KT (2010) Distributed hydrological modeling using soil depth estimated from landscape variables derived ith enhanced terrain analysis. Dissertations & Theses-Gradworks. Tesfa KT (2010) Distributed hydrological modeling using soil depth estimated from landscape variables derived ith enhanced terrain analysis. Dissertations & Theses-Gradworks.
16.
Zurück zum Zitat Yu GM (1993) Research on ecological characteristics of Jianghan plain Waterlogging land. Acta Ecol Sin 13(3):252–260MathSciNet Yu GM (1993) Research on ecological characteristics of Jianghan plain Waterlogging land. Acta Ecol Sin 13(3):252–260MathSciNet
17.
Zurück zum Zitat Chen JY (1989) Quantitative analysis on waterlogging middle-and-low-yielding fields’ discriminant standard. China Rural Water Hydropower 4:13–15 Chen JY (1989) Quantitative analysis on waterlogging middle-and-low-yielding fields’ discriminant standard. China Rural Water Hydropower 4:13–15
18.
Zurück zum Zitat Wen RX, Hu XM, Ling BJ (1997) Study of the effect of waterlogging on wheat and the critical index of the stains. China Rural Water Hydropower 4:9–11 Wen RX, Hu XM, Ling BJ (1997) Study of the effect of waterlogging on wheat and the critical index of the stains. China Rural Water Hydropower 4:9–11
19.
Zurück zum Zitat Cao HX, Yang TM, Jiang YL (2015) Simulation growing and yields of winter rapeseed under flower season waterlogging stress. J Agric Sci Technol 1:137–145 Cao HX, Yang TM, Jiang YL (2015) Simulation growing and yields of winter rapeseed under flower season waterlogging stress. J Agric Sci Technol 1:137–145
20.
Zurück zum Zitat Yang W, Zhu JQ, Wu QX (2013) Research on the rape yield affected by stains and the relevant drainage index. J Irrig Drain 32(6):31–34 Yang W, Zhu JQ, Wu QX (2013) Research on the rape yield affected by stains and the relevant drainage index. J Irrig Drain 32(6):31–34
Metadaten
Titel
Early warning indexes determination of the crop injuries caused by waterlogging based on DHSVM model
verfasst von
Yan Ma
Qinxue Xiong
Jianqiang Zhu
Shunyao Jiang
Publikationsdatum
17.10.2018
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 4/2020
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-018-2556-6

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