Science

A coupled energy and water balance.

BAITSSS is supported by peer-reviewed research. View study evidence.

BAITSSS means Backward-Averaged Iterative Two-Source Surface temperature and energy balance Solution. It is a two-source resistance-based biophysical surface-energy and soil-water balance model.

01 · Model architecture

Model components

01

Two-source energy balance

Soil and canopy exchange are represented separately within the surface-energy balance.

02

Flux partitioning

Soil evaporation and canopy transpiration contribute to total evapotranspiration.

03

Two-layer soil water

Surface and root-zone stores carry water conditions between hourly steps.

04

Vegetation

Vegetation indices describe changing canopy conditions used by the model.

05

Meteorological forcing

Hourly weather drives energy and water exchange.

06

Irrigation logic

Configured vegetation and root-zone thresholds determine modeled replenishment.

02 · Governing balance

Surface energy balance

BAITSSS solves the surface energy balance using separate soil and canopy source terms and resistance-based exchange. Latent heat flux is partitioned into soil evaporation and canopy transpiration.

Rn = H + λET + G
Rn
Net radiation
H
Sensible heat flux
λET
Latent heat flux
G
Soil heat flux
03 · Physics and state

Resistance framework and model state

Resistance framework

Two-source exchange

BAITSSS uses aerodynamic equations for sensible and latent heat exchange, a Jarvis-type canopy-resistance formulation for transpiration, and soil-surface resistance for evaporation.

Surface roughness, canopy conditions, meteorological forcing, and soil-water state affect the exchange calculations.

Model state and feedback

Hourly state update

Weather supplies the forcing while vegetation affects radiation and exchange. Energy balance determines fluxes and modeled temperatures. Evaporation and transpiration deplete soil-water stores. Precipitation and configured irrigation replenish water, and the resulting state carries into the next hour.

04 · Vegetation and temperature

Vegetation and temperature inputs and states

OBSERVATION

Vegetation observations

NDVI and LAI are prepared from Landsat imagery within the workflow.

MODEL STATE

Model temperature state

BAITSSS calculates soil and canopy temperature states internally as part of the two-source energy-balance solution.

RESEARCH AREA

Thermal observations

Satellite and UAV thermal observations remain a research area and are not part of the current Phase I assimilation route.

05 · Crop-water configuration

Modeled irrigation requirement

BAITSSS couples hourly soil-water accounting with vegetation development. Irrigation is triggered when the configured root-zone condition reaches its threshold, subject to crop-development rules.

Default interpretation

Relatively unstressed crop condition

The standard configuration estimates the irrigation needed to avoid substantial modeled crop-water stress.

Alternative setting

Deficit-irrigation scenario

A user may configure a different crop-water target. That scenario should be identified clearly.

Distinction

Required ≠ applied

Without observed irrigation-event data, BAITSSS calculates modeled irrigation requirement. It does not report the exact amount applied by a producer.

06 · Limitations

Assumptions and limitations

  • Input coverage, spatial alignment, soil properties, initial moisture, and vegetation parameterization affect results.
  • Greenness may not represent physiology during stress, senescence, or in some perennial systems.
  • Modeled irrigation requirement is not a measurement of farmer-applied water.
  • Each new crop, climate, and management setting requires independent validation.
  • Successful software execution does not establish scientific accuracy.