• Agronomy
  • SWAT WATER

Managing Spatial and Seasonal Soil Moisture Variability with SWAT WATER

Two June 2015 satellite images of the same field, with arrows pointing to green, uniform crop stands in some areas and dry, patchy crop stands in others

Farming in dryland conditions is for the most part governed by the quality and variability of the soil in your field. Good soils, with high organic matter, mitigate both nutrient and moisture stress by buffering the crop against very wet and very dry seasons. The challenge for most growers is understanding where the good areas are versus the poor areas and more importantly, understanding this in the context of the current season’s climatic conditions. For example, wet years may result in areas that produce poorly due to excess moisture, while these same areas may be the most productive in dry years.

Figure 1: Crop stand variability linked to soil moisture variability.

Variable rate technology, such as SWAT MAPS, provides the perfect platform for mapping spatial variability. An understanding of the dynamic nature of soil moisture in response to topography, soil physical characteristics (e.g. texture), crop moisture demand (e.g. crop stage and type) and associated climatic conditions can further guide management decisions with regards to seeding rates and/or fertilizer applications and pest and disease control. For example, topdressing only those locations with yield potential above the estimated/forecast yield potential provided for the fertilizer prescription. The opposite effect would be in wet years, not fertilizing saturated parts of the field in which there is little or no crop due to excess moisture.

Leveraging the SWAT MAPS variable rate technology, Croptimistic Technology Inc. has developed SWAT WATER, a zone-based soil moisture balance aimed at providing volumetric moisture content (VMC) and crop available water daily. SWAT WATER maps enhance SWAT MAPS by incorporating field hydrology such as overland flow characteristics, by identifying which areas will pond and for how long, as well as soil physical characteristics and soil moisture probe data.

Bar chart of soil moisture per 30 cm by texture class, showing wilting point, available water and field capacity rising from about 60 mm at field capacity in sand to about 260 mm in clay

Figure 2. Soil moisture variability associated with changes in physical properties (e.g. soil texture).

Two March 2012 satellite images of a field during snowmelt, with wet flow accumulation pathways clearly visible and traced in purple on the right

Figure 3. The purple areas depict flow accumulation lines, extracted from the field-based topography data.

Two flat SWAT MAPS of the same field, the second adding blue flow accumulation areas affected by overland flow and groundwater hydrology

Three SWAT WATER maps of the same field showing available water on June 8 (103-204 mm), July 6 (112-223 mm) and August 3 (66-131 mm), as the field dries over the summer

Figure 5: Soil moisture changes over time based on the SWAT WATER model.

For growers, one of the questions which is repeatedly asked is “where should I place my soil moisture probe?" The SWAT MAPS process provides a platform off which probe installations can be guided to ensure the data obtained from soil moisture probes is relevant to the soil and moisture variability of the field. By guiding this process, the SWAT WATER maps are effectively “ground truthed” and soil moisture probes are more effectively used to understand not just a single location, but the relevance of that location to the rest of the field and all zones within a field.

Two SWAT WATER maps of volumetric moisture content after rainfall on June 29, 2020 and drying off on July 27, 2020, with probe readings close to the model: zone 8 probe 34.91% vs model 36.8% after rain, and zone 1 probe 15.4% vs model 16.9% when dry

Figure 6: SWAT WATER, zone-based soil moisture balance relative to probe measurements.

SWAT MAP of a field beside SWAT WATER maps for July 13 (after 76.8 mm of rain) and August 10, above a chart of rainfall and volumetric moisture content by zone that rises after each rain and declines through August Figure 7: Zone-based soil moisture variability relative to zone-based soil moisture probe measurements.

Water is a critical element in steering decision making as it underpins several drivers of crop yield e.g. salinity, organic matter, pest and disease locations, nutrient availability, and nutrient efficiency. Not all the water held within the soil column is available to plants. While SWAT MAPS provides an excellent perspective on intra field variability, SWAT WATER adds tools relevant to the availability of water within the soil column and the changes in the soil moisture availability over time. With the addition of SWAT WATER, agronomists and famers are empowered with tools to understand if and where soil moisture is optimal for plant growth.