Stomatal conductance

The stomatal conductance (Gₛ, $mol_{CO_2} \cdot m^{-2} \cdot s^{-1}$) defines the conductance for CO₂ between the atmosphere (the air around the leaf) and the air inside the stomata. The stomatal conductance to CO₂ and H₂O are related by a constant (see gsc_to_gsw).

Models overview

Several models are available to simulate it:

  • Medlyn: an implementation of the Medlyn et al. (2011) model
  • Tuzet: an implementation of the Tuzet et al. (2003) model
  • ConstantGs: a model to force a constant value for Gₛ

You can choose which model to use by passing a component with a stomatal conductance model set to one of the struct above.

For example, you can "simulate" a constant assimilation for a leaf using the following:

using PlantBiophysics, PlantSimEngine

meteo = Atmosphere(T = 20.0, Wind = 1.0, P = 101.3, Rh = 0.65)

leaf = ModelMapping(ConstantGs(Gₛ = 0.1))

out = run!(leaf,meteo)
out[:Gₛ]
1-element Vector{Float64}:
 0.1

Multi-rate defaults

All stomatal conductance models in PlantBiophysics declare a multi-rate timestep hint:

  • required range: 1 minute to 6 hours
  • preferred timestep: 1 hour

These hints are used by PlantSimEngine when no explicit TimeStepModel(...) is provided in a ModelSpec.

using Dates

PlantSimEngine.timestep_hint(Medlyn(0.03, 12.0))
(required = (Dates.Minute(1), Dates.Hour(6)), preferred = Dates.Hour(1))

You can still enforce a specific model timestep in the mapping:

spec = ModelSpec(Medlyn(0.03, 12.0)) |> TimeStepModel(Dates.Hour(3))
PlantSimEngine.timestep(spec)
3 hours

Medlyn

Parameters

The Medlyn model has the following set of parameters:

  • g0: intercept ($mol_{CO_2} \cdot m^{-2} \cdot s^{-1}$).
  • g1: slope.
  • gs_min = 0.001: residual conductance ($mol_{CO_2} \cdot m^{-2} \cdot s^{-1}$).
Note

We consider the residual conductance being different from g0 because in practice g0 can be negative when fitting real-world data.

Input variables

The Medlyn model needs three input variables:

inputs(Medlyn(0.1, 8.0))
(:Dₗ, :Cₛ, :A)

Dₗ (kPa) is the difference between the vapour pressure at the leaf surface and the saturated air vapour pressure, Cₛ (ppm) is the air CO₂ concentration at the leaf surface, and A is the CO₂ assimilation rate ($μmol \cdot m^{-2} \cdot s^{-1}$)

Example

Here is an example usage:

meteo = Atmosphere(T = 20.0, Wind = 1.0, P = 101.3, Rh = 0.65)

leaf = ModelMapping(
    Medlyn(0.03, 12.0),
    status = (A = 20.0, Cₛ = 400.0, Dₗ = meteo.VPD)
)

out = run!(leaf,meteo)

out
TimeStepTable{Status{(:Dₗ, :Cₛ, :A, :Gₛ...}(1 x 4):
Dₗ Cₛ A Gₛ
Float64 Float64 Float64 Float64
1 0.821448 400.0 20.0 0.742005
Note

You can use inputs to get the variables needed for a given model, e.g.: inputs(Medlyn(0.03, 12.0))

Tuzet et al. (2003) Stomatal Conductance Model

The Tuzet et al. (2003) model describes stomatal conductance as a function of leaf water potential and CO₂ concentration. It is particularly useful for modeling the effects of water stress on stomatal behavior.

Parameters

  • g0: Intercept of the stomatal conductance model (mol m⁻² s⁻¹).
  • g1: Slope of the stomatal conductance model (mol m⁻² s⁻¹).
  • Ψᵥ: Leaf water potential at which stomatal conductance is halved (MPa).
  • sf: Sensitivity factor for stomatal closure (unitless).
  • Γ: CO₂ compensation point (μmol mol⁻¹).
  • gs_min: Residual stomatal conductance (mol m⁻² s⁻¹).

Equation

The stomatal conductance is calculated as:

\[FPSIF = \frac{1 + \exp(sf \cdot Ψᵥ)}{1 + \exp(sf \cdot (Ψᵥ - Ψₗ))} Gₛ = g0 + \frac{g1}{Cₛ - Γ} \cdot FPSIF\]

Where:

  • Ψₗ is the leaf water potential (MPa).
  • Cₛ is the CO₂ concentration at the leaf surface (μmol mol⁻¹).
  • Γ is the CO₂ compensation point (μmol mol⁻¹).

Example Usage

using PlantMeteo, PlantSimEngine, PlantBiophysics

meteo = Atmosphere(T = 20.0, Wind = 1.0, P = 101.3, Rh = 0.65)
leaf = ModelMapping(
    stomatal_conductance = Tuzet(0.03, 12.0, -1.5, 2.0, 30.0),
    status = (A = 20.0, Cₛ = 400.0, Ψₗ = -1.0)
)
outputs = run!(leaf, meteo)
TimeStepTable{Status{(:Ψₗ, :Cₛ, :Gₛ,...}(1 x 4):
Ψₗ Cₛ Gₛ A
Float64 Float64 Float64 Float64
1 -1.0 400.0 0.527809 20.0

ConstantGs

Parameters

The ConstantGs model has the following set of parameters:

  • g0 = 0.0: intercept ($mol_{CO_2} \cdot m^{-2} \cdot s^{-1}$).
  • Gₛ: forced stomatal conductance.

This model computes the stomatal conductance using a constant value for the stomatal conductance.

g0 is only provided for compatibility with photosynthesis models such as Fvcb that needs a partial computation of the stomatal conductance at one point:

(Gₛ - g0) / A

Input variables

ConstantGs doesn't need any input variables.

Example

Here is an example usage:

meteo = Atmosphere(T = 20.0, Wind = 1.0, P = 101.3, Rh = 0.65)

leaf = ModelMapping(ConstantGs(Gₛ = 0.1))

out = run!(leaf,meteo)
out[:Gₛ]
1-element Vector{Float64}:
 0.1

References

Tuzet, A., Perrier, A., & Leuning, R. (2003). A coupled model of stomatal conductance, photosynthesis and transpiration. Plant, Cell & Environment, 26(7), 1097-1116.

Medlyn, B. E., E. Dreyer, D. Ellsworth, M. Forstreuter, P. C. Harley, M. U. F. Kirschbaum, X. Le Roux, et al. 2002. « Temperature response of parameters of a biochemically based model of photosynthesis. II. A review of experimental data ». Plant, Cell & Environment 25 (9): 1167‑79. https://doi.org/10.1046/j.1365-3040.2002.00891.x.