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Temporal stability of soil moisture: a case study in a small watershed in the subtropical region of Brazil

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Abstract

Understanding the temporal behaviour of soil moisture in different environments is essential considering its importance in hydrological processes. Few studies have addressed its dynamics in a subtropical climate, in view of temperature variations throughout the year and well-distributed precipitation events which are characteristics that affect the behaviour of soil moisture over time. The temporal stability of soil moisture was investigated in two sets of data collected from a small watershed in southern Brazil. We used multiple linear regression (MLR) to evaluate whether points with greater temporal stability contributed as predictor variables of the models for estimating soil moisture. Soil moisture was monitored in the superficial (0–10 cm) and subsurface (10–20 cm) layers at 39 points with variations in soil characteristics and topography. To assess the temporal stability of soil moisture, two statistical techniques and MLR models were used to identify the topographic, climatological and soil property variables, as well as those that influenced the dynamics of the soil water content. The results showed that the factors of slope, terrain elevation, microporosity and evapotranspiration were determinants for the strong performance of the models, and that the inclusion of points with greater temporal stability helped to improve the estimate in certain datasets. Therefore, the results of this study indicate that the set of results that express topographic factors, land use and cover, along with the soil physical properties should be considered to characterise the temporal stability of soil moisture.

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Data availability

The data used to support the study are available from the corresponding author upon reasonable request.

References

  • Al-Shammary AAG, Kouzani AZ, Kaynak A, Khoo SY, Norton M, Gates W (2018) Soil bulk density estimation methods: a review. Pedosphere 28(4):581–596

    Article  Google Scholar 

  • Alvares CA, Stape JL, Sentelhas PC, GonçalvesSparovek JLMG (2013) Köppen’s climate classification map for Brazil. Meteorol Z 22(6):711–728. https://doi.org/10.1127/0941-2948/2013/0507

    Article  Google Scholar 

  • Ávila LF, de Mello CR, Silva AM (2010) Estabilidade temporal do conteúdo de água em três condições de uso do solo, em uma bacia hidrográfica da região da Serra da Mantiqueira, MG. Rev Bras Ciênc Solo 6(3):685–702

    Google Scholar 

  • Ávila LF, de Mello CR, Mello JM, Silva AM (2011) Padrão espaço-temporal da umidade volumétrica do solo em uma bacia hidrográfica com predominância de latossolos. Rev Bras Ciênc Solo 35:1801–1810

    Article  Google Scholar 

  • Barbosa LR, Lira NB, Coelho VHR, Silans AMP, Gadêlha AN, das Almeida CN (2019) Stability of soil moisture patterns retrieved at different temporal resolutions in a tropical watershed. Rev Bras Ciênc Solo. https://doi.org/10.1590/18069657rbcs20180236

    Article  Google Scholar 

  • Bartels GK, Terra VSS, Cassalho F, Lima LS, Reinert DJ, Collares GL (2016) Spatial variability of foil and hydraulic properties in the southern Brazil small watershed. Afr J Agric 11(49):5036–5042

    Article  Google Scholar 

  • Bartels GK, dos Castro NMR, Pedrollo O, Collares GL (2021) Soil moisture estimation in two layers for a small watershed with neural network models: assessment of the mais factors theh affect the results. CATENA 207:105631. https://doi.org/10.1016/j.catena.2021.105631

    Article  Google Scholar 

  • Blake GR, Hartge KH (1986) Bulk density. In: Klute A (Ed) Methods of soil analysis, part 1—Physical and mineralogical methods, 2nd Edition, Agronomy Monograph 9, American Society of Agronomy—Soil Science Society of America, Madison, pp 363–382

  • Bouma J (1989) Using soil survey data for quantitative land evaluation. Adv Soil Sci 9:177

    Article  Google Scholar 

  • Brocca L, Zucco G, Mittelbach H, Moramarco T, Seneviratne SI (2014) Absolute versus temporal anomaly and percent of saturation soil moisture spatial variability for six networks worldwide. Water Resour Res 50:5560–5576

    Article  Google Scholar 

  • Dai Y, Shangguan W, Duan Q, Liu B, Fu S, Niu G (2013) Development of a China dataset of soil hydraulic parameters using pedotransfer functions for land surface modeling. J Hydrometeorol 14:869–887

    Article  Google Scholar 

  • Danielson RE, Sutherland PL (1986) Porosity. In: Klute A (Ed) Methods in soil analysis, part 1, physical and mineralogical methods, 2nd edn. Soil Science Society of America American Society of Agronomy, Madison WI, pp 443–461

  • De Oliveira VA, Rodrigues AF, Morais MAV, Guo L, Mello CR (2021) Spatiotemporal modelling os foil moisture in an atlantic forest throug machine learning algorithms. Eur J Os Soil Sci. https://doi.org/10.1111/ejss.13123

    Article  Google Scholar 

  • de Queiroz MG, Silva TGFS, Zolnier S, Jardim AMRF, de Souza CAA, do Júnior GNA, Morais JEF, Souza LSB (2020) Spatial and temporal dynamics of soil moisture for surfaces with a change in land use in the semi-arid region of Brazil. CATENA. https://doi.org/10.1016/j.catena.2020.104457

    Article  Google Scholar 

  • de Souza ER, de Montenegro AAA, Montenegro SMG, Matos JA (2011) Temporal stability of soil moisture in irrigated carrot crops in Northeast Brazil. Agric Water Manag. https://doi.org/10.1016/j.agwat2011.08.002

    Article  Google Scholar 

  • dos Araújo DCS, Montenegro SMGL, Montenegro AAA, de Santos DP, Rodrigues RAS (2019) Temporal stability of soil moisture in banana cropping area in the Brazilian semiarid region. Revista Brasileira De Engenharia Agrícola e Ambiental. Campina Grande 23(11):852–859. https://doi.org/10.1590/1807-1929/agriambi.v23n11p852-859

    Article  Google Scholar 

  • Duan L, Huang M, Li Z, Zhang Z, Zhang L (2017) Estimation of spatial mean soil water storage using temporal stability as the hillslope scale in black locust (Robinia pseudoacacia) stands. CATENA 156:51–61. https://doi.org/10.1016/j.catena.2017.03.023

    Article  Google Scholar 

  • Figueiredo GKDA, Brunsell NA, Rocha JV, Lamparelli RAC, Picoli MCA (2016) Using temporal stability to estimate soya bean yield: a case study in Paraná state, Brazil. Int J Remote Sens 37(5):1223–1242. https://doi.org/10.1080/01431161.2016.1148280

    Article  Google Scholar 

  • Food and Agriculture Organization of the United Nations (2014) World reference base for soil resources 2014: international soil classification system for naming soils and creating legends for soil maps. FAO, Rome

    Google Scholar 

  • Fry JE, Guber AK (2020) Temporal stability os field-scale patterns in soil water content across topographically diverse agricultural landscapes. J Hydrol. https://doi.org/10.1016/j.jhydrol.2019.124260

    Article  Google Scholar 

  • Gao X, Wu P, Zhao X, Wang J, Shi Y (2011) Effects of land use on soil moisture variations in a semi-arid catchment: implications for land and agricultural water management. Land Degrad Dev 25:163–172

    Article  Google Scholar 

  • Gee GW, Bauder JW (1986) Particle-size analysis. In: Klute A (Ed) Methods of soil analysis, part 1. Physical and mineralogical methods, Agronomy Monograph No. 9, 2nd Edition, American Society of Agronomy/Soil Science Society of America, Madison, WI, pp 383–411

  • Hao X, Qiu Y, Fan Y, Li T, Leng D, Li S, Kang S (2020) Applicability of temporal stability analysis in predicting field mean of soil moisture in multiple soil depths and different seasons in an irrigated vineyard. J Hydrol. https://doi.org/10.1016/j.jhydrol.2020.125059

    Article  Google Scholar 

  • Heathman GC, Cosh MH, Han E, Jackson TJ, Mckee L, Mcafee S (2012) Field scale spatio temporal analysis of surface soil moisture for evaluating point-scale in situ networks. Geoderma 170:195–205. https://doi.org/10.1016/j.geoderma.2011.11.004

    Article  Google Scholar 

  • Joshi C, Mohanty BP, Jacobs JM, Ines AVM (2011) Spatiotemporal analyses of foil moisture from point to footpoint scale in two disserent hydroclimatic regions. Water Resour Res 47(1):1–20

    Article  Google Scholar 

  • Junqueira Junior JA, Mello CR, Owens PR, Mello JM, Curi N, Alves GJ (2017) Time-stability of soil water content (SWC) in an Atlantic forest-latosol site. Geoderma 288:64–78. https://doi.org/10.1016/j.geoderma.2016.10.034

    Article  Google Scholar 

  • Lee Y, Jung C, Kim S (2019) Spatio temporal of soil moisture estimates using a multiple linear model and Korean geostationary satellite (COMS) data. Agric Water Manag 2013:580–593

    Article  Google Scholar 

  • Ma J, Han J, Zhang Y, Dong Q, Lei N, Liu Z, Du Y (2020) Temporal stability of soil water content on slope during the rainy season in gully regulation watershed. Environ Earth Sci 79:173

    Article  Google Scholar 

  • Majdar HA, Vafakhah M, Sharifikia M, Ghorbani A (2018) Spatial and temporal variability of soil moisture in relation with topographic and meteorological factors in South os Ardabil Province, Iran. Environ Monit Assess 190:500

    Article  Google Scholar 

  • Mcbratney AB, Minasny B, Tranter G (2011) Necessary meta-data for pedotransfer functions. Geoderma 160(3–4):627–629

    Article  Google Scholar 

  • Medeiros JDF, Goldenfum JA, Clarke RT (2007) Variabilidade espacial do conteúdo de água no solo numa pequena bacia rural: Análise da estabilidade temporal padrão espacial do conteúdo de água no solo. Revista Brasileira De Recursos Hídricos 12(1):53–63

    Article  Google Scholar 

  • Peel MC, Finlayson BL, Mcmahon TA (2007) World map of the Köppen-Geiger climate classification updated. Hydrol Earth Syst Sci 1:1633–1644. https://doi.org/10.1127/0941-2948/2006/0130

    Article  Google Scholar 

  • Peng J, Pinnington E, Robinson E, Evans J, Quaife T, Harris P, Blyth E (2021) A high-resolution soil moisture dataset from merged model and Earth observation data in Great Britain. Remote Sens Environ 264:112610

    Article  Google Scholar 

  • Qiu Y, Fu BJ, Wang J, Chen LD (2001) Soil moisture variation in relation to topography and land use in a hillslope catchment of the Loess Plateau, China. J Hydrol 240:243–263

    Article  Google Scholar 

  • Qiu Y, Fu BJ, Wang J, Chen LD (2003) Spatiotemporal prediction of soil moisture content using multiple-linear regression in a small catchment of the Loess Plateau, China. CATENA 54:173–195

    Article  Google Scholar 

  • Qiu Y, Fu BJ, Wang J, Chen L, Meng Q, Zhang Y (2010) Spatial prediction of soil moisture content using multiple-linear regression in a gully catchment of the Loess Plateau, China. J Arid Environ 54:173–195

    Google Scholar 

  • Reynolds SG (1970) The gravimetric method of soil moisture determination. Part III: an examination of factors influencing soil moisture variability. J Hydrol 11:288–300

    Article  Google Scholar 

  • Romano N (2014) Soil moisture at local scale: measurements and simulations. J Hydrol 516:6–20

    Article  Google Scholar 

  • Santra P, Kumar M, Kumawat RN, Painuli DK, Hati KM, Heuvelink GBM, Batjes NH (2018) Pedotransfer functions to estimate soil water content at a field capacity and permanent wilting point in hot Arid Western India. J Earth Syst Sci 127:35. https://doi.org/10.1007/s12040-018-0937-0

    Article  Google Scholar 

  • Seneviratne SI, Corti T, Davin EL, Hirschi M, Jaeger EB, Lehner I, Orlowsky B, Teuling AJ (2010) Investigating soil moisture–climate interactions in a changing climate: a review. Earth Sci Rev 99:125–161

    Article  Google Scholar 

  • Stolf R, de Thurler AM, Bacchi OOS, Reichardt K (2011) Method to estimate soil macroporosity and microporosity based on sand content and bulk density. R Bras Ci Solo 35:447–459

    Article  Google Scholar 

  • Thompson JA, Pena-Yewtukhiw EM, Gove JH (2006) Soil-landscape modeling across a physiographic region: topographic patterns and model transportability. Geoderma 133:57–70

    Article  Google Scholar 

  • Vachaud G, de Silans AP, Balabanis P, Vauclin M (1985) Temporal stability of spatially measured soil water probability density function. Soil Sci Soc Am J 49:822–828. https://doi.org/10.2136/sssaj1985.03615995004900040006x

    Article  Google Scholar 

  • Van Genuchten MTH, Leij F (1992) On estimating the hydraulic properties of unsaturated soils. In: van Genuchten MT, Leij FJ, Lund LJ (eds) Indirect methods for estimating the hydraulic properties of unsaturated soils. University of California, Riverside, p 1

    Google Scholar 

  • Wang TJ, Wedin DA, Franz TE, Hiller J (2015) Effect of vegetation on the temporal stability of soil moisture in grass-stabilized semi-arid sand dunes. J Hydrol 521:447–459

    Article  Google Scholar 

  • Wang J, Yang W, Yu B, Li Z, Cai C, Ma R (2016) Estimating the influence of related soil properties on macro- and micro-aggregate stability in ultisols of south-central China. CATENA 137:545–553. https://doi.org/10.1016/j.catena.2015.11.001

    Article  Google Scholar 

  • Wei L, Dong J, Gao M, Chen X (2017) Factors controlling temporal stability of surface soil moisture: a watershed-scale modeling study. Vadose Zone J. https://doi.org/10.2136/vzj2016.12.0132

    Article  Google Scholar 

  • Xu M, Xu G, Cheng Y, Min Z, Li P, Zhao B, Shi P, Xiao L (2021) Soil moisture estimation and its influencing factors based on temporal stability on a semiarid sloped forestland. Front Earth Sci 9:629826. https://doi.org/10.3389/feart.2021.629826

    Article  Google Scholar 

  • Yu B, Liu G, Liu Q, Wang X, Feng J, Huang C (2018) Soil moisture variations at different topographic domains and land use types in the semi-arid Loess Plateau. China Catena 165:125–132. https://doi.org/10.1016/j.catena.2018.01.020

    Article  Google Scholar 

  • Zhang Y, Huang M, Hu W, Suo L, Duan L, Wu L (2018) How shallow and how many points of measurements are sufficient to estimate the deep profile soil water content of a hillslope in the Loess Plateau? Geoderma 314:85–94. https://doi.org/10.1016/j.geoderma.2017.11.013

    Article  Google Scholar 

  • Zhao Z, Shen Y, Wang Q, Jiang R (2020) The temporal stability of soil moisture spacial pattern and its influencing factors in rocky environments. CATENA. https://doi.org/10.1016/j.catena.2019.104418

    Article  Google Scholar 

  • Zhu Q, Lin H (2011) Influences of soil, terrain, and crop growth on soil moisture variation from transect to farm scales. Geoderma 163:45–54. https://doi.org/10.1016/j.geoderma.2011.03.015

    Article  Google Scholar 

  • Zucco G, Brocca L, Moramacro T, Morbidelli R (2014) Influence of land use on soil moisture spatial-temporal variability and monitoring. J Hydrol 516:193–199

    Article  Google Scholar 

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Acknowledgements

We thank NEPE-HidroSedi at the Federal University of Pelotas (UFPel) for providing the facilities to perform laboratory analyses field surveys, and the Agricultural Meteorology Laboratory of the Brazilian Corporation of Agricultural Research (EMBRAPA) for providing the meteorological data used in this study.

Funding

We thank the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - Brasil (CAPES) for financing a M.Sc fellowship (Finance Code 001) for the first author.

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Authors and Affiliations

  1. Center for Technological Development, Federal University of Pelotas – CDTec/UFPel, Pelotas, RS, Brazil

    Victória de Souza Wojahn & Gilberto Loguercio Collares

  2. Institute of Hydraulic Research, Federal University of Rio Grande do Sul – IPH/UFRGS, Porto Alegre, RS, Brazil

    Guilherme Kruger Bartels

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  1. Victória de Souza Wojahn
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Correspondence to Victória de Souza Wojahn.

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Souza Wojahn, V., Bartels, G.K. & Collares, G.L. Temporal stability of soil moisture: a case study in a small watershed in the subtropical region of Brazil. Environ Earth Sci 82, 61 (2023). https://doi.org/10.1007/s12665-022-10744-8

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