LandscapeDNDC 1.37.0
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MeTrx - Metabolism and Transport of x
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User guide

MeTrx simulates carbon and nitrogen cycle of soils. Focus lies on the production and consumption of the greenhouse gases \( CO_2, CH_4 \) and \( N_2O \). Therewith related outputs include leaching of \( NO_3 \) and emissions of \( NH_3 \). Depending on the ecosystem of interest, several model options should be considered (see also: metrxoptions):

  • Forests:
    • Depending on litter fall, the amount of carbon in the litter layers (defined in the site file) may considerably change. This can result in a change of the height of the litter layer. Wether the height of the litter is allowed to change can be regulated by the model option: "nochangelitterheight"
  • Agricultural rice production systems:
    • Flooded agricultural rice systems are subject to the growth of algae. Wether algae growth sould be considered can be regulated by the model option: "algae"
  • Initial conditions of systems not in equilibrium, e.g., drained wetlands:
    • During the spin up phase, soil organic matter pools are intended to establish equilibrium conditions as best as possible by shifting carbon and nitrogen between soil organic matter pools. However, if the system is known not to be in equilibrium initially, e.g., drained wetlands, this can be considered by defining an annual carbon loss or build-up rate using the model option: "spinupdeltac"

Microbial processes are especially relevant in the upper soil layers. Choose a spatial discretization of at maximum 0.5 cm for the upper 1cm soil depth. For a soil depth greater 1cm and smaller 10 cm, a spatal discretization of 1-2 cm per soil layer is recommended.

Model structure

MeTrx requires further models for:

  • watercycle (e.g., soil water content)
  • plant growth (e.g., litter production / nitrogen uptake)

Model parameters

MeTrx includes the following siteparameters:

  • GROUNDWATER_NUTRIENT_RENEWAL
  • METRX_AMAX
  • METRX_AMAX_ALGAE
  • METRX_BETA_LITTER_TYPE
  • METRX_BIOSYNTH_EFF
  • METRX_CN_ALGAE
  • METRX_CN_FRAC_HUM3
  • METRX_CN_MIC_MAX
  • METRX_CN_MIC_MIN
  • METRX_D_EFF_REDUCTION
  • METRX_FE_REDUCTION
  • METRX_FRAC_FE_CH4_PROD
  • METRX_F_RANVF_1
  • METRX_F_RANVF_2
  • METRX_F_SANVF_1
  • METRX_F_SANVF_2
  • METRX_F_CONNECTIVITY_1
  • METRX_F_CONNECTIVITY_2
  • METRX_F_CH4_OXIDATION_T_EXP_1
  • METRX_F_CH4_OXIDATION_T_EXP_2
  • METRX_F_CH4_PRODUCTION_PH_1
  • METRX_F_CH4_PRODUCTION_PH_2
  • METRX_F_CH4_PRODUCTION_PH_3
  • METRX_F_CH4_PRODUCTION_T_EXP_1
  • METRX_F_CH4_PRODUCTION_T_EXP_2
  • METRX_F_CHEMODENIT_PH_1
  • METRX_F_CHEMODENIT_PH_2
  • METRX_F_CHEMODENIT_T_1
  • METRX_F_CHEMODENIT_T_2
  • METRX_F_MIC_M_WEIBULL_1
  • METRX_F_MIC_M_WEIBULL_2
  • METRX_F_DECOMP_M_WEIBULL_1
  • METRX_F_DECOMP_M_WEIBULL_2
  • METRX_F_DECOMP_T_EXP_1
  • METRX_F_DECOMP_T_EXP_2
  • METRX_F_DECOMP_PH_1
  • METRX_F_DECOMP_PH_2
  • METRX_F_DECOMP_CLAY_1
  • METRX_F_DECOMP_CLAY_2
  • METRX_F_MIC_T_EXP_1
  • METRX_F_MIC_T_EXP_2
  • METRX_F_DENIT_N2_1
  • METRX_F_DENIT_N2_2
  • METRX_F_DENIT_NO
  • METRX_F_DENIT_M_WEIBULL_1
  • METRX_F_DENIT_M_WEIBULL_2
  • METRX_F_DENIT_PH_1
  • METRX_F_DENIT_PH_2
  • METRX_F_DENIT_N2O_PH_1
  • METRX_F_DENIT_N2O_PH_2
  • METRX_F_N_ALGAE
  • METRX_F_N_CH4_OXIDATION
  • METRX_F_NIT_FRAC_MIC
  • METRX_F_NIT_NO_N2O_M_WEIBULL_1
  • METRX_F_NIT_NO_N2O_M_WEIBULL_2
  • METRX_F_NIT_NO_M_EXP_1
  • METRX_F_NIT_NO_M_EXP_2
  • METRX_F_NIT_NO_N2O_T_EXP_1
  • METRX_F_NIT_NO_N2O_T_EXP_2
  • METRX_MIC_EFF_AEROBIC_RESPIRATION
  • METRX_MIC_EFF_ANAEROBIC_RESPIRATION
  • METRX_MIC_EFF_METHANE_OXIDATION
  • METRX_MUEMAX_C_ALGAE
  • METRX_MUEMAX_C_CH4_OX_HA
  • METRX_MUEMAX_C_CH4_OX_LA
  • METRX_MUEMAX_C_CH4_PROD
  • METRX_MUEMAX_C_DENIT
  • METRX_MUEMAX_C_FERM
  • METRX_MUEMAX_C_MIC
  • METRX_MUEMAX_C_FE_RED
  • METRX_MUEMAX_H2_CH4_PROD
  • METRX_MUEMAX_N_ASSI
  • METRX_NITRIFY_MAX
  • METRX_KA_C_MIC
  • METRX_KF_NIT_NO_N2O
  • METRX_K_O2_FE_RED
  • METRX_K_FE_FE_RED
  • METRX_KMM_AC_CH4_PROD
  • METRX_KMM_AC_FE_RED
  • METRX_KMM_H2_FE_RED
  • METRX_KMM_C_DENIT
  • METRX_KMM_CH4_CH4_OX
  • METRX_KMM_C_MIC
  • METRX_KMM_O2_NIT
  • METRX_KMM_H2_FERM
  • METRX_KMM_H2_CH4_PROD
  • METRX_KMM_N_ALGAE
  • METRX_KMM_N_CH4_OX
  • METRX_KMM_N_DENIT
  • METRX_KMM_N_MIC
  • METRX_KMM_NH4_NIT
  • METRX_KMM_NO2_NIT
  • METRX_KMM_O2_CH4_OX
  • METRX_KMM_O2_FE_OX
  • METRX_KMM_PH_INCREASE_FROM_UREA
  • METRX_KR_ANVF_DIFF_GAS
  • METRX_KR_ANVF_DIFF_LIQ
  • METRX_KR_FRAG_ALGAE
  • METRX_KR_FRAG_RAW_LITTER
  • METRX_KR_FRAG_STUBBLE
  • METRX_KR_FRAG_WOOD
  • METRX_KR_DC_AORG
  • METRX_KR_DC_CEL
  • METRX_KR_DC_HUM1
  • METRX_KR_DC_HUM2
  • METRX_KR_DC_HUM3
  • METRX_KR_DC_LIG
  • METRX_KR_DC_SOL
  • METRX_KR_DENIT_CHEMO
  • METRX_KR_OX_FE
  • METRX_KR_HU_AORG_HUM1
  • METRX_KR_HU_AORG_HUM2
  • METRX_KR_HU_CEL
  • METRX_KR_HU_SOL
  • METRX_KR_HU_HUM1
  • METRX_KR_HU_HUM2
  • METRX_KR_HU_LIG
  • METRX_KR_UREAHYDROLYSIS
  • METRX_KR_REDUCTION_CN
  • METRX_KR_REDUCTION_ANVF
  • METRX_KR_REDUCTION_CONIFEROUS
  • METRX_LIG_HUMIFICATION
  • METRX_RET_HUMUS
  • METRX_RET_LITTER
  • METRX_RET_MICROBES
  • METRX_TILL_STIMULATION_1
  • METRX_TILL_STIMULATION_2
  • METRX_V_EBULLITION
  • RETDOC
  • RETNH4
  • RETNO3
  • TEXP

Calibration

The calibration of nitrogen trace gas emissions primarily addresses microbial metabolism, anaerobic conditions, and transport. The processes of decomposition and humification of SOM should be excluded or managed carefully in order to avoid compromising the overall stability of SOM by inadvertently inducing unrealistically high losses or gains.

SOC

name mean min max coderef calibration_target
METRX_MUEMAX_C_MIC 5 3 7 Microbial dynamics SOC
METRX_AMAX 1 0.5 1.5 Microbial dynamics N2O,SOC
METRX_F_MIC_T_EXP_1 3.5 2 5 ? N2O,SOC
METRX_F_MIC_T_EXP_2 35 25 40 ? N2O,SOC
METRX_F_MIC_M_WEIBULL_1 0.6 0.3 0.7 Temperature and moisture dependency of microbial growth SOC
METRX_F_MIC_M_WEIBULL_2 9 5 20 Temperature and moisture dependency of microbial growth SOC

N2O emissions

name mean min max coderef calibration_target
METRX_AMAX 1 0.5 1.5 Microbial dynamics N2O,SOC
METRX_F_MIC_T_EXP_1 3.5 2 5 ? N2O,SOC
METRX_F_MIC_T_EXP_2 35 25 40 ? N2O,SOC
METRX_MUEMAX_C_DENIT 0.5 0.2 2 Denitrifier growth N2O
METRX_KMM_C_DENIT 0.005 0.0001 0.01 Denitrifier growth N2O
METRX_KMM_N_DENIT 0.002 0.0001 0.01 Denitrifier growth N2O
METRX_F_DENIT_M_WEIBULL_1 0.85 0.4 0.95 ? N2O
METRX_F_DENIT_M_WEIBULL_2 25 6 30 ? N2O
METRX_F_DENIT_NO 14 8 20 ? N2O
METRX_F_DENIT_N2_1 0.7 0 1 ? N2O
METRX_F_DENIT_N2_2 0.85 0.2 0.9 ? N2O
METRX_F_DENIT_PH_1 4.3 3 5.5 ? N2O
METRX_F_DENIT_PH_2 0.9 0.3 1.5 ? N2O
METRX_F_DENIT_N2O_PH_1 5 4 6.5 ? N2O
METRX_F_DENIT_N2O_PH_2 0.6 0.3 1.5 ? N2O
METRX_F_NIT_FRAC_MIC 0.35 0.1 1 NH4 nitrification N2O
METRX_F_NIT_NO_N2O_T_EXP_1 0.033 0.01 0.1 Production of NO and N2O during nitrification N2O
METRX_F_NIT_NO_N2O_T_EXP_2 8.9 7 15 Production of NO and N2O during nitrification N2O
METRX_F_NIT_NO_N2O_M_WEIBULL_1 0.7 0.1 0.9 Production of NO and N2O during nitrification N2O
METRX_F_NIT_NO_N2O_M_WEIBULL_2 10 2 15 Production of NO and N2O during nitrification N2O
METRX_F_NIT_NO_M_EXP_1 8 2 15 Production of NO and N2O during nitrification N2O
METRX_F_NIT_NO_M_EXP_2 0.3 0 1 Production of NO and N2O during nitrification N2O
METRX_KMM_O2_NIT 0.01 0.001 0.1 NH4 nitrification N2O
METRX_KMM_NH4_NIT 0.001 1e-05 0.002 NH4 nitrification N2O
METRX_KMM_NO2_NIT 5e-05 1e-05 0.001 NO2 nitrification N2O
METRX_KF_NIT_NO_N2O 0.007 0.001 0.05 Production of NO and N2O during nitrification N2O
METRX_F_SANVF_1 2 1.6 3.5 Anaerobic volume N2O,NO
METRX_F_SANVF_2 7 6.3 15 Anaerobic volume N2O,NO

NO emissions

name mean min max coderef calibration_target
METRX_F_SANVF_1 2 1.6 3.5 Anaerobic volume N2O,NO
METRX_F_SANVF_2 7 6.3 15 Anaerobic volume N2O,NO

Model options

Available model options: Default options are marked with bold letters.

  • Algae (default: "algae" = no / yes) Set to yes for agricultural rice production ecosystems for which growth of algae should be considered.
  • Drywet (default: "drywet" = no / yes) Under construction.
  • Surface bulk, e.g., water table (default: "surfacebulk" = yes / no) Automatically includes additional surface layers in case surface water table builds up.

Under construction.

  • Canopy transport (default: "canopytransport" = no / yes) Considers diffusive transport of \( NH_3 \) through the canopy.
  • River connection (default: "riverconnection" = no / yes) Considers adjacent river connection: Dissolved constituents of surface water are in equlibrium with the atmoshpere.
  • Change litter height (default: "nochangelitterheight" = no / yes ) Spatial discretization of litter height changes depending on litter input from vegetation.
  • Effective diffusion coefficient (default: "effectivediffusion" = parameter / millington_and_quirk_1961 ) Diffusion coefficients in the air phase are reduced due to soil tortuosity
  • Radon diffusion (default: "radondiffusion" = no / yes) Considers generation, diffusion and decay of radon in air filled soil pores.
  • Spin up type (default: "spinuptype" = 0 / 2 / 3 / 123) Humus pools considered during spinup. Value of '0' means no humus pool affected --> no spinup!
  • Spin up years (default: "spinupyears" = 2 / any integer number) During spin up years humus pools are scaled in order to balance decomposition with humification.
  • Spin up carbon loss (negative number) / build-up (positive number) rate (kg:ha-1:yr-1) (default: "spinupdeltac" = 0 / any floating point number) During spin up years humus pools are assumed to have an annual lost/build-up rate.
  • Automatic liming (default: "autoliming" = no / yes) Once per day, the layer-thickness weighted mean base pH from the surface down to "autolimingdepth" (default: 0.3 [m]) is checked. If it is below "autolimingphmin" (default: 5.5), all layers starting above "autolimingdepth" are limed to "autolimingphtarget" (default: 6.0), i.e., their base pH is raised to this value. Liming uses the same implementation as lime events with given "ph_target".

MeTrx includes several model-specifc output options:

  • metrxdaily
  • metrxyearly
  • metrxlayerdaily
  • metrxlayeryearly
  • metrxsubdaily
  • metrxfluxes

In order to include a MeTrx specific output, add the according attribute to the sinks section in the project file. Example:

<sinks sinkprefix="output/metrx_" >
<metrxdaily sink="metrx-daily.txt" format="txt" />
</sinks>

Model initialisation

C/N ratio

The allocation of soil organic matter to various humus pools is primarily influenced by the C/N ratio within each pool, while adhering to the overall constraint of maintaining the soil's overarching C/N ratio.

The target C/N ratio of all mineral associated organic matter pools depend on the overall soil C/N ratio. Humus pool 1 representes non-protected organic matter. Humus pool 2 and 3 represent "old" and "very old" protected soil organic matter, respectively:

\begin{eqnarray*} C/N_{hum,1} &=& C/N_{soil} \\ C/N_{hum,2} &=& 1.5 \cdot C/N_{soil} \\ C/N_{hum,3} &=& METRX\_CN\_FRAC\_HUM3 \cdot C/N_{soil} \\ \end{eqnarray*}

Pool distribution

Active organic material is assigned to microbial necromass (15%) and mineral associated but non-protected organic matter (humus pool 1: 85%).

Fragmentation

Incoming litter from, e.g., plants, algae, animals is fragmentated to 'soil organic' litter (no more distinguishable from soil organic matter)

Litter flow

Soil organic matter turnover

Turnover of soil organic matter (SOM) includes

  • Decomposition to inorganic carbon dioxide ( \( CO_2 \))
  • Decomposition to dissolved organic carbon (DOC)
  • Redistribution (humification) of SOM within different pools (e.g., from younger to older humus pools)

Dissolved organic carbon is distinguished between the aerob and the anaerob soil and facilitates microbial metabolism (e.g., nitrification, denitrification, fermentation, ...). During fermentation and synthrophic metabolism, anaerob DOC can be further metabolized to acetate and molecular hydrogen, which serves methanogenic microbes as substrate. Decomposed nitrogen is always transferred to the dissolved organic nitrogen pool (DON) from where it is subsequently redistributed depending on pool specific target CN ratios.

Scheme of Soil organic carbon turnover

Turnover of microbial necromass

Turnover of microbial necromass involves:

  • Decomposition (transfer to dissolved organic carbon pool)
  • Humification (transfer to humus pools)

Decomposition of inactive microbial carbon \( m_{imc} \) and nitrogen \( m_{imn} \) depends on soil temperature, soil moisture and soil anaerobicity:

\begin{eqnarray*}\Delta m_{imc \rightarrow doc_{ae}} = K\_DC\_AORG \cdot m_{imc} \cdot \phi_{tm} \cdot \phi_{till} \cdot (1 - anvf) \\ \Delta m_{imc \rightarrow doc_{an}} = K\_DC\_AORG \cdot m_{imc} \cdot \phi_{tm} \cdot \phi_{till} \cdot anvf \\ \Delta m_{imn} = \frac{\Delta m_{imc \rightarrow doc_{ae}} + \Delta m_{imc \rightarrow doc_{ae}}}{CN_{im}} \\ \end{eqnarray*}

Temperature moisture factor

Response function of decomposition of inactive microbes depending on temperature and moisture

Humification of inactive microbial carbon is given by:

\begin{eqnarray*}\Delta m_{imc \rightarrow hum (young)} = METRX\_KR\_HU\_AORG\_HUM\_0 \cdot m_{imc} \\ \Delta m_{imc \rightarrow hum (old, high CN)} = METRX\_KR\_HU\_AORG\_HUM\_1 \cdot m_{imc} \\ \end{eqnarray*}

Turnover of soil organic matter and plant debris

Turnover of SOM and plant debris includes:

  • Decomposition (transfer to dissolved organic carbon pool)
  • Humification (transfer to humus pools)

Turnover rates depend on:

  • Climatic factors (temperature, moisture)
  • Soil related factors (clay content, pH, aerobicity)
  • Chemical composition (litter type, CN ratio)
  • Management (tilling)

Depending on the litter or humus pool the general turnover rate is given by:

\[\frac{dm_x}{dt} = K_x \cdot m_x \cdot \Pi_i \phi_{i} \]

with \( \Pi_i \phi_{i} \) being the multiplicative combination of pool specific environmental reduction factors \( \phi_{i} \) (e.g., temperature, moisture,...) determining turnover.

The influence of temperature and moisture is given by:

\[\phi_{t,m} = \frac{2}{\frac{1}{\phi_{t}} + \frac{1}{\phi_{m}}} \]

Response function of decomposition depending on temperature and moisture

The influence of the lignin content of the litter is given by:

\[\phi_{lig} = e^{-METRX\_BETA\_LITTER\_TYPE \cdot \frac{c_{lig}}{c_{tot}}} \]

The influence of litter quality (C/N ratio) is given by:

\[\phi_{litter} = 1 - METRX\_KR\_REDUCTION\_CN \cdot \frac{C_{lit}}{N_{lit}} \]

The influence of C/N ratio on anaerobic decomposition of humus pool 2 / organic soil

\[\phi_{cn,org. soil} = 1 - \frac{1}{1 + e^{-0.5 (C/N - 30}} \]

The influence of clay content is given by

\[\phi_{clay} = METRX\_F\_DECOMP\_CLAY\_1 + (1- METRX\_F\_DECOMP\_CLAY\_1) \cdot e^{-METRX\_F\_DECOMP\_CLAY\_2 \cdot c_{clay}} \]

Response function of decomposition depending on clay

The influence of O2 availability is given by the anaerobic volume fraction ( \( anvf \)). The carbon flux from each litter and humus pool due to decomposition is distinguished by \( anvf \):

\begin{eqnarray*}\frac{dm_x}{dt} &=& \frac{dm_{x, anvf}}{dt} + \frac{dm_{x, aevf}}{dt} \\ \frac{dm_{x, anvf}}{dt} &=& K_x \cdot m_x \cdot \Pi_j \phi_{j} \cdot METRX\_KR\_REDUCTION\_ANVF \cdot anvf \\ \frac{dm_{x, aevf}}{dt} &=& K_x \cdot m_x \cdot \Pi_j \phi_{j} \cdot (1 - \end{eqnarray*}

The influence of pH is given by:

\[\phi_{pH} = \frac{1}{1 + e^{-\frac{pH - \Omega_{MFDCP1}}{\Omega_{MFDCP2}}}} \]

  • \( \Omega_{MFDCP1} \): METRX_F_DECOMP_PH_1 (pH at which decomposition is reduced by 50%)
  • \( \Omega_{MFDCP2} \): METRX_F_DECOMP_PH_2 (width of the response [pH units]; \( \phi_{pH} \) increases from 10% to 90% within \( 4.4 \, \Omega_{MFDCP2} \) pH units)
Response function of decomposition depending on pH

Overview of reduction factors for decomposition of litter and humus pools

Pool Parameter tilling Temp. Moisture pH litter type litter C/N clay O2
Solutes METRX_KR_DC_SOL yes yes yes yes yes no yes
Cellulose METRX_KR_DC_CEL yes yes yes yes yes no yes
Lignin METRX_KR_DC_CEL yes yes yes yes yes no yes
Humus 1 METRX_KR_DC_HUM1 yes yes yes no no yes yes
Humus 2 METRX_KR_DC_HUM2 yes yes yes no no yes yes
Humus 3 METRX_KR_DC_HUM3 yes yes yes no no yes yes

Decomposed carbon is added to DOC:

\begin{eqnarray*}\frac{dDOC_{ae}}{dt} &=& -\frac{dC_{x, aevf}}{dt} \\ \frac{dDOC_{an}}{dt} &=& -\frac{dC_{x, anvf}}{dt} \end{eqnarray*}

Decomposed nitrogen is partly mineralized and partly added to DON:

\begin{eqnarray*}\frac{dNH_4}{dt} &=& -0.5 \frac{dN_{x}}{dt} \\ \frac{dDON}{dt} &=& -0.5 \frac{dN_{x}}{dt} \end{eqnarray*}

Microbial dynamics

Microbial growth

Microbial growth is given by:

\[\frac{c_{mic}}{dt} = c_{mic} \mu_{mic} \phi_{tm} \phi_{DOC} \]

  • \( c_{mic}: \) Microbial biomass
  • \( \mu_{mic}: \) Potential microbial growth rate (parameter: MUE_MAX_C_MICRO_1)
  • \( \phi_{tm}: \) Microbial activity depending on temperature and moisture
  • \( \phi_{DOC}: \) Microbial growth dependency on DOC

Temperature and moisture dependency of microbial growth

Microbial activity \( \phi_{tm} \) is given a harmonic mean of a soil temperature ( \( \phi_{t}\)) and a soil water ( \( \phi_{m}\)) depending response coefficient.

\[\phi_{tm} = \frac{2}{\frac{1}{\phi_{t}} + \frac{1}{\phi_{m}}} \]

with \( \phi_{t}\) given by:

\[\phi_{t} = e^{-\Omega_{MFMTE1} \cdot \left( 1 - \frac{T}{\Omega_{MFMTE2}} \right)^2} \]

  • \( \Omega_{MFMTE1} \): METRX_F_MIC_T_EXP_1
  • \( \Omega_{MFMTE2} \): METRX_F_MIC_T_EXP_2
Microbial activity dependency on temperature

and with \( \phi_{m}\) given by a logistic function of the water content relative to field capacity ( \( \theta_{rel} = \theta / \theta_{fc} \), bounded to [0.001, 0.999]):

\[\phi_{m} = 1 - \frac{1}{1 + e^{(\theta_{rel} - \Omega_{MFMMW1}) \cdot \Omega_{MFMMW2}}} \]

  • \( \Omega_{MFMMW1} \): METRX_F_MIC_M_WEIBULL_1
  • \( \Omega_{MFMMW2} \): METRX_F_MIC_M_WEIBULL_2
Microbial activity dependency on water


C dependency of microbial growth

The dependency of microbial growth on DOC is given by:

\[\phi_{DOC} = \frac{DOC}{DOC + \Omega_{MKCM}} \]

  • \( \Omega_{MKCM} \): METRX_KMM_C_MIC
Microbial growth dependency on DOC


Microbial decay

Microbial loss of biomass via maintenance respiration \( \frac{c_{mic,r}}{dt} \) and death \( \frac{c_{mic,d}}{dt} \) are calculated after [7] :

\begin{eqnarray*}\frac{c_{mic,r}}{dt} &=& c_{mic} a_{mic} \phi_{tm} (1 - Y_r) \\ \frac{c_{mic,d}}{dt} &=& c_{mic} a_{mic} \phi_{tm} \phi_{C} \end{eqnarray*}

  • \( c_{mic}: \) Microbial biomass
  • \( c_{mic,r}: \) Microbial biomass subject to respiration
  • \( c_{mic,d}: \) Microbial biomass subject to death
  • \( a_{mic}: \) Maximum microbial death rate (parameter: METRX_AMAX)
  • \( Y_r: \) Microbial efficiency
  • \( \phi_{tm}: \) Microbial activity

    \[\phi_{C} = \frac{1}{1 + \Omega_{MKCM} \cdot DOC} \]

  • \( \Omega_{MKCM} \): METRX_KA_C_MIC

Nitrification

Nitrification is modeled as a two-stage process in the aerobic soil volume fraction \( V_{ae} = 1 - V_{an} \):

\[NH_4^+ \rightarrow NO_2^- \rightarrow NO_3^- \]

  • The first step (ammonia oxidation) depends on the nitrifying microbial biomass, its activity and on the availability of \( NH_4^+ \) and \( O_2 \), pH and nitrification inhibitors. A small fraction of the oxidised nitrogen is released as \( NO \) and \( N_2O \).
  • The second step (nitrite oxidation) is calculated independent of microbial biomass.

Nitrifiers are not represented as a separate microbial pool. Instead, a constant fraction of the aerobic microbial biomass \( C_{mic,1} \) is assumed to be able to nitrify. Carbon fixation by autotrophic nitrifiers is not considered.

NH4 nitrification

The first step of nitrification (oxidation of \( NH_4^+ \) to \( NO_2^- \)) is given by:

\[N_{nit} = C_{nit} \, a_{mic} \, \Omega_{MFNFM} \, \mu_{mic,1} \, \phi_{NH_4^+} \, \phi_{O_2} \, \phi_{pH} \, \phi_{ni} \]

  • \( C_{nit} \): microbial biomass available for nitrification (see below)
  • \( a_{mic} \): microbial activity depending on soil temperature and moisture (see Temperature and moisture dependency of microbial growth)
  • \( \Omega_{MFNFM} \): METRX_F_NIT_FRAC_MIC (fraction of aerobic microbes able to nitrify)
  • \( \mu_{mic,1} \): METRX_MUEMAX_C_MIC (maximum growth rate of aerobic microbes)
  • \( \phi_{NH_4^+}, \phi_{O_2}, \phi_{pH}, \phi_{ni} \): dependency on \( NH_4^+ \), \( O_2 \), pH and nitrification inhibitors

The nitrifying microbial biomass saturates towards a maximum \( C_{max} \) (smooth limitation, continuous in value and slope at \( C_{mic,1} = C_{max}/2 \)):

\[C_{nit} = \begin{cases} C_{mic,1} & \text{if } C_{mic,1} < C_{max}/2 \\ C_{max} - \frac{C_{max}}{1 + \left( \frac{2 \, C_{mic,1}}{C_{max}} \right)^2} & \text{otherwise} \end{cases} , \qquad C_{max} = \Omega_{MFNMM} \cdot h \]

  • \( \Omega_{MFNMM} \): METRX_F_NIT_MAX_MIC (maximum microbial biomass concentration relevant for nitrification [kg C m-3])
  • \( h \): thickness of the soil layer

The consumed oxygen is taken proportionally from the gaseous and the dissolved \( O_2 \) pool.

The influence of \( NH_4^+ \) (aerobic soil volume) on nitrification of \( NH_4^+ \) is given by:

\[\phi_{NH_4^+} = \frac{NH_4^+}{NH_4^+ + \Omega_{MKNHN} \cdot V_{ae} \cdot h} \]

  • \( \Omega_{MKNHN} \): METRX_KMM_NH4_NIT (Michaelis-Menten constant as concentration in the aerobic soil volume)
Nitrification of NH4 depending on NH4


The influence of \( O_2 \) (gaseous and dissolved) on nitrification of \( NH_4^+ \) is given by:

\[\phi_{O_2} = \frac{O_2}{O_2 + \Omega_{MKON} \cdot h} \]

  • \( \Omega_{MKON} \): METRX_KMM_O2_NIT (Michaelis-Menten constant as concentration in the soil layer)
Nitrification of NH4 depending on O2


The influence of pH on nitrification of \( NH_4^+ \) is given by a logistic function, representing the inhibition of nitrifiers at low pH:

\[\phi_{pH} = \frac{1}{1 + e^{-\frac{pH - \Omega_{MFNP1}}{\Omega_{MFNP2}}}} \]

  • \( \Omega_{MFNP1} \): METRX_F_NIT_PH_1 (pH at which nitrification is reduced by 50%)
  • \( \Omega_{MFNP2} \): METRX_F_NIT_PH_2 (width of the response [pH units]; \( \phi_{pH} \) increases from 10% to 90% within \( 4.4 \, \Omega_{MFNP2} \) pH units)
Nitrification of NH4 depending on pH

The influence of nitrification inhibitors \( \phi_{ni} = \max(0, 1 - I_{ni}) \) with the inhibition \( I_{ni} \) is given by Enhanced efficiency nitrogen fertilizers.

Production of NO and N2O during nitrification

During the first step of nitrification a certain amount of N is lost in form of \( NO \) and \( N_2O \). The relevant processes are a mix of:

  • chemical decomposition of the metabolite hydroxylamine (NH2OH) to NO
  • nitrifier denitrification (denitrification within the nitrifying microbe)

Reported production of \( NO \) during nitrification:

  • 0.1 - 10% of gross NH4 oxidation (Ludwig et al., 2001)
  • 0.6 - 2.5% of gross NH4 oxidation (Garrido et al. 2002)

All \( N_2O \) produced in connection with nitrification was initially \( NO \). Emissions of \( NO \) and \( N_2O \) during nitrification are likely influenced by soil temperature and moisture (Chen et al. 2010):

  • 0.03% at 5 oC and 40% WFPS
  • 0.12% at 25 oC and 60% WFPS

\[N_{NO+N_2O} = \Omega_{MKNNN} \cdot \phi_{NO+N2O, T, wfps} \cdot N_{nit} \]

  • \( \Omega_{MKNNN} \): METRX_KF_NIT_NO_N2O (maximum fraction of nitrified \( NH_4^+ \) released as \( NO \) and \( N_2O \))

The remaining nitrified nitrogen \( N_{nit} - N_{NO+N_2O} \) is released as \( NO_2^- \). \( NO \) and \( N_2O \) are directly added to the gas phase of the soil layer. Soil water is expressed as water filled pore space ( \( wfps = \theta / \theta_{sat} \)).

The associated factor \( \phi_{NO+N2O, T, wfps} \) is given by a harmonic mean of a soil temperature ( \( \phi_{NO+N2O, T} \)) and a soil water ( \( \phi_{NO+N2O, wfps} \)) depending response coefficient:

\[\phi_{NO+N2O, T, wfps} = \frac{2.0}{\frac{1.0}{\phi_{NO+N2O, T}} + \frac{1.0}{\phi_{NO+N2O, wfps}}} \]

with \( \phi_{NO+N2O, T}\) given by:

\[\phi_{NO+N2O, T} = \frac{g_T}{\left(1 + g_T^4\right)^{1/4}}, \qquad g_T = \Omega_{MFNNNTE1} \cdot e^{\frac{T}{\Omega_{MFNNNTE2}}} \]

  • \( \Omega_{MFNNNTE1} \): METRX_F_NIT_NO_N2O_T_EXP_1
  • \( \Omega_{MFNNNTE2} \): METRX_F_NIT_NO_N2O_T_EXP_2
NO and N2O production during nitrification depending on soil temperature

and with \( \phi_{NO+N2O, wfps}\) given by:

\[ \phi_{NO+N2O, wfps} = 1 - \frac{1}{1 + e^{(wfps - \Omega_{MFNNNMW1}) \cdot \Omega_{MFNNNMW2}}} \]

  • \( \Omega_{MFNNNMW1} \): METRX_F_NIT_NO_N2O_M_WEIBULL_1
  • \( \Omega_{MFNNNMW2} \): METRX_F_NIT_NO_N2O_M_WEIBULL_2
NO and N2O production during nitrification depending on soil water

The fraction of \( NO \) decreases with increasing soil water, the remainder is released as \( N_2O \):

\begin{eqnarray*}N_{NO} &=& N_{NO+N_2O} \cdot \phi_{NO, wfps} \\ N_{N_2O} &=& N_{NO+N_2O} \cdot (1 - \phi_{NO, wfps}) \end{eqnarray*}

with

\[\phi_{NO, wfps} = 1 - \frac{1}{ 1 + e^{-\Omega_{MFNNME1} \cdot (wfps - \Omega_{MFNNME2})}} \]

  • \( \Omega_{MFNNME1} \): METRX_F_NIT_NO_M_EXP_1
  • \( \Omega_{MFNNME2} \): METRX_F_NIT_NO_M_EXP_2
NO production during nitrification depending on soil water

No pH effect of ammonia oxidation on N2O emissions observed (Booth, Stark and Rastetter 2005).

NO2 nitrification

The second step of nitrification (oxidation of \( NO_2^- \) to \( NO_3^- \) in the aerobic soil volume) is calculated independent of microbial biomass. In each time step, the following amount of \( NO_2^- \) is oxidised:

\[N_{NO_2^- \rightarrow NO_3^-} = 0.9 \, NO_2^- \cdot \frac{NO_2^-}{NO_2^- + \Omega_{MKNON} \cdot V_{ae} \cdot h} \]

  • \( \Omega_{MKNON} \): METRX_KMM_NO2_NIT (Michaelis-Menten constant as concentration in the aerobic soil volume)

This represents the generally fast turnover of \( NO_2^- \) in soils, which prevents its accumulation.

Nitrification of NO2 depending on NO2

Denitrification

Microbial denitrification

Denitrification is calculated as a four-step reduction of nitrogen oxides by heterotrophic, facultatively anaerobic microbes (denitrifier biomass \( C_{mic,2} \)):

\[NO_3^- \rightarrow NO_2^- \rightarrow NO \rightarrow N_2O \rightarrow N_2 \]

Denitrifiers live in the anaerobic soil volume fraction \( V_{an} \), i.e., all substrates (DOC, acetate, \( NO_3^-, NO_2^-, NO, N_2O \)) refer to the respective pools of the anaerobic soil volume. For each soil layer and time step the following sequence is calculated:

  1. activity of denitrifiers depending on soil temperature and soil moisture,
  2. carbon uptake, split into assimilation (growth) and dissimilation (respiration to \( CO_2 \)),
  3. allocation of the dissimilated carbon to the available electron acceptors \( NO_3^-, NO_2^-, NO \) and \( N_2O \),
  4. nitrogen assimilation and death of denitrifiers.

Denitrifier growth

Temperature and moisture dependency of denitrifier growth

All denitrification steps are calculated based on the actively denitrifying microbial biomass \( C_{mic,2} \cdot a_{mic} \). The activity coefficient of denitrifying microbes \( a_{mic} \) depends on soil temperature and soil moisture.

The temperature and moisture dependency of denitrifying microbes is given by the harmonic mean of a soil temperature ( \( \phi_{T}\)) and a soil moisture ( \( \phi_{\theta}\)) response coefficient.

\[a_{mic} = \frac{2}{\frac{1}{\phi_{T}} + \frac{1}{\phi_{\theta}}} \]

The soil temperature response \( \phi_{T}\) of denitrification is given by the same temperature dependency as for general microbial activity:

\[\phi_{T} = e^{-\Omega_{MFMTE1} \cdot \left( 1 - \frac{T}{\Omega_{MFMTE2}} \right)^2} \]

  • \( \Omega_{MFMTE1} \): METRX_F_MIC_T_EXP_1
  • \( \Omega_{MFMTE2} \): METRX_F_MIC_T_EXP_2
Response function depending on temperature

If the option freezethaw is set to ft_processes, \( \Omega_{MFMTE1} \) is replaced by a temperature dependent coefficient that shifts between \( \Omega_{MFMTEC} \) and \( \Omega_{MFMTE1} \):

\[\Omega_{MFMTEC} + \frac{\Omega_{MFMTE1} - \Omega_{MFMTEC}}{1 + e^{-\Omega_{MFMTE1} (T - \Omega_{MFMTE2})}} \]

  • \( \Omega_{MFMTEC} \): METRX_F_MIC_T_EXP_COLD

The soil moisture response \( \phi_{\theta}\) of denitrification is given by a logistic function of the water content relative to field capacity ( \( \theta_{rel} = \theta / \theta_{fc} \)):

\[ \phi_{\theta} = 1 - \frac{1}{1 + e^{(\theta_{rel} - \Omega_{MFDMW1}) \cdot \Omega_{MFDMW2}}} \]

  • \( \Omega_{MFDMW1} \): METRX_F_DENIT_M_WEIBULL_1 (relative water content with 50% response)
  • \( \Omega_{MFDMW2} \): METRX_F_DENIT_M_WEIBULL_2 (steepness of the response)
Response function depending on soilwater

Denitrifier growth depends on the availability of carbon (DOC and acetate) and of oxidised nitrogen serving as electron acceptor ( \( N_{ox} \)):

\begin{eqnarray*}N_{ox} &=& NO_3^- + NO_2^- + NO + N_2O \\ \phi_{C} &=& \frac{DOC + Ac}{DOC + Ac + K_{C}} \\ \phi_{N} &=& \frac{N_{ox}}{N_{ox} + K_{N}} \\ \phi_{C,N} &=& \frac{2}{\frac{1}{\phi_{C}} + \frac{1}{\phi_{N}}} \end{eqnarray*}

The Michaelis-Menten constants are given as concentrations and are converted into amounts within the anaerobic volume of the soil layer (layer thickness \( h \)):

\begin{eqnarray*}K_{C} &=& \Omega_{MKCD} \cdot V_{an} \cdot h \\ K_{N} &=& \Omega_{MKND} \cdot V_{an} \cdot h \end{eqnarray*}

  • \( \Omega_{MKCD} \): METRX_KMM_C_DENIT
  • \( \Omega_{MKND} \): METRX_KMM_N_DENIT

pH dependency of denitrification

Microbial enzymes relevant for denitrification are:

  • narG and napA: ( \( NO_3^- \rightarrow NO_2^- \))
  • nirK and nirS: ( \( NO_2^- \rightarrow NO \))
  • cnorB and qnorB: ( \( NO \rightarrow N_2O \))
  • nosZ: ( \( N_2O \rightarrow N_2 \))

Heterotrophic denitrification decreases with decreasing pH. Low pH inhibits all enzymes but especially nosZ. The general pH influence on denitrifier growth (affecting all enzymes) is given by a logistic function increasing with pH:

\[\phi_{pH} = 1 - \frac{1}{1 + e^{\frac{pH - \Omega_{MFDP1}}{\Omega_{MFDP2}}}} \]

  • \( \Omega_{MFDP1} \): METRX_F_DENIT_PH_1 (pH at which denitrification is reduced by 50%)
  • \( \Omega_{MFDP2} \): METRX_F_DENIT_PH_2 (steepness of the response)
Response function of denitrifier growth depending on pH

The additional pH dependency of nosZ, i.e., of the reduction of \( N_2O \) to \( N_2 \), is given by:

\[\phi_{pH,nosZ} = 1 - \frac{1}{1 + e^{\frac{pH - \Omega_{MFDNP1}}{\Omega_{MFDNP2}}}} \]

  • \( \Omega_{MFDNP1} \): METRX_F_DENIT_N2O_PH_1 (pH at which \( N_2O \) reduction is reduced by 50%)
  • \( \Omega_{MFDNP2} \): METRX_F_DENIT_N2O_PH_2 (steepness of the response)
Response function of denitrification of N2O to N2 depending on pH

If the option freezethaw is set to yes, \( N_2O \) reduction is additionally inhibited at low soil temperatures:

\[\phi_{T,nosZ} = \frac{1}{1 + e^{-\frac{T - 10}{2}}} \]

Response function of denitrification of N2O to N2 depending on soil temperature (option freezethaw=yes)

Both factors are combined to \( \phi_{nosZ} = \phi_{pH,nosZ} \cdot \phi_{T,nosZ} \).

Total microbial carbon demand includes assimilation and dissimilation:

\begin{eqnarray*}C_{demand} &=& C_{mic,2} \, \mu_{mic,2} \, a_{mic} \frac{1}{Y_{denit}} \phi_{C,N} \phi_{pH} \\ C_{assi} &=& C_{demand} \, Y_{denit} \\ C_{diss} &=& C_{demand} \, (1 - Y_{denit}) \end{eqnarray*}

  • \( \mu_{mic,2} \): METRX_MUEMAX_C_DENIT (maximum growth rate of denitrifiers)
  • \( Y_{denit} \): METRX_MIC_EFF_ANAEROBIC_RESPIRATION (constant carbon use efficiency of denitrifiers)

Denitrifier nitrogen use

The dissimilated carbon \( C_{diss} \) is allocated to the electron acceptors \( NO_3^-, NO_2^-, NO \) and \( N_2O \) with the fractions \( \psi_i \left ( \sum \psi_i = 1 \right ) \). The use of \( NO_3^- \) is suppressed by the availability of the intermediates \( N_{int} \), and \( N_2O \) is only available as electron acceptor as far as nosZ is not inhibited:

\begin{eqnarray*}N_{int} &=& NO_2^- + NO + \phi_{nosZ} \, N_2O \\ \psi_{NO_3^-} &=& \left( 1 - \frac{N_{int}}{N_{int} + K_{N}} \right) \frac{NO_3^-}{N_{ox}} \\ \psi_{NO_2^-} &=& (1- \psi_{NO_3^-}) \cdot \frac{NO_2^-}{N_{int}} \\ \psi_{NO} &=& (1- \psi_{NO_3^-}) \cdot \frac{NO}{N_{int}} \\ \psi_{N_2O} &=& (1- \psi_{NO_3^-}) \cdot \frac{\phi_{nosZ} \, N_2O}{N_{int}} \end{eqnarray*}

The suppression of \( NO_3^- \) use by the intermediates accounts for the spatial heterogeneity of denitrification in soils, which is not resolved by the model. \( NO_3^- \) in the soil is assumed to be homogeneously distributed. Once microbes with access to \( NO_3^- \) start denitrifying under low \( O_2 \) availability, the produced intermediates ( \( NO_2^-, NO, N_2O \)) are in close vicinity of the denitrifying microbes, i.e., their local concentration at the active sites is higher than the average concentration of the soil layer. Hence, with the build up of intermediates, \( NO_3^- \) is weighted less as electron acceptor.

An alternative formulation (currently commented in the code) uses a constant local enrichment factor \( \omega \) of the intermediates relative to \( NO_3^- \), which is independent of the absolute amount of nitrogen:

\[\psi_{NO_3^-} = \frac{NO_3^-}{NO_3^- + \omega \, N_{int}} \]

  • \( \omega \): METRX_DENIT_W_INT (1: electron acceptors are used proportionally to their abundance)

\( NO_2^- \) and \( NO \) can be reduced by a single step or by multiple steps before the product is released from the denitrifying organism to the soil environment. The fraction that is completely reduced to \( N_2 \) within the same organism increases linearly with the anaerobic volume fraction (assuming that denitrification enzymes are more developed under anaerobic conditions):

\[\phi_{anvf,1} = \Omega_{MFDN1} \cdot \Omega_{MFDN2} + V_{an} \cdot (\Omega_{MFDN2} - \Omega_{MFDN1} \cdot \Omega_{MFDN2}) \]

  • \( \Omega_{MFDN1} \): METRX_F_DENIT_N2_1 (minimum fraction relative to \( \Omega_{MFDN2} \), reached at \( V_{an} = 0 \))
  • \( \Omega_{MFDN2} \): METRX_F_DENIT_N2_2 (maximum fraction, reached at \( V_{an} = 1 \))
Response function of denitrification depending on anaerobicity

Of the remaining fraction, the share released as \( NO \) after reduction of \( NO_2^- \) decreases strongly with increasing anaerobic volume fraction:

\[\phi_{anvf,2} = (1 - V_{an})^{\Omega_{MFDNO}} \]

  • \( \Omega_{MFDNO} \): METRX_F_DENIT_NO
Fraction of reduced NO2- released as NO depending on anaerobicity

Stoichiometry

The stoichiometry between reduced nitrogen and dissimilated carbon follows from the electron balance. The electrons of the consumed substrate carbon are either stored in the new biomass or transferred to the nitrogen oxides. Using the degree of reduction \( \gamma \) (mol electrons released per mol C upon complete oxidation to \( CO_2 \)), the electrons transferred to nitrogen oxides per mol of dissimilated carbon are:

\[e_{diss} = \frac{\gamma_{DOC} - Y_{denit} \, \gamma_{mic}}{1 - Y_{denit}} \]

  • \( \gamma_{DOC} \): METRX_DENIT_GAMMA_DOC (degree of reduction of DOC and acetate)
  • \( \gamma_{mic} = 4.2 \): degree of reduction of microbial biomass \( CH_{1.8}O_{0.5}N_{0.2} \)
  • \( Y_{denit} \): METRX_MIC_EFF_ANAEROBIC_RESPIRATION

With \( n_e \) electrons accepted per N atom of a reaction, the mass ratio of reduced nitrogen to dissimilated carbon is:

\[\xi_{CN} = \frac{e_{diss}}{n_e} \frac{M_N}{M_C} \]

reaction \( n_e \)
\( NO_3^- \rightarrow NO_2^- \) 2
\( NO_2^- \rightarrow NO \) 1
\( NO_2^- \rightarrow N_2O \) 2
\( NO_2^- \rightarrow N_2 \) 3
\( NO \rightarrow N_2O \) 1
\( NO \rightarrow N_2 \) 2
\( N_2O \rightarrow N_2 \) 1

Denitrification of NO3

\begin{eqnarray*}C_{NO_3^-} &=& \psi_{NO_3^-} \cdot C_{diss} \\ N_{NO_3^- \rightarrow NO_2^-} &=& \xi_{CN, NO_3^- \rightarrow NO_2^-} \cdot C_{NO_3^-} \end{eqnarray*}

Denitrification of NO2

Reduced \( NO_2^- \) is released as \( NO, N_2O \) or \( N_2 \) depending on the anaerobicity of the soil and on the inhibition of nosZ. The associated carbon is given by:

\begin{eqnarray*}C_{NO_2^-} &=& \psi_{NO_2^-} \cdot C_{diss} \\ C_{NO_2^- \rightarrow N_2} &=& C_{NO_2^-} \cdot \phi_{anvf,1} \cdot \phi_{nosZ} \\ C_{NO_2^- \rightarrow NO} &=& C_{NO_2^-} \cdot (1-\phi_{anvf,1}) \cdot \phi_{anvf,2} \\ C_{NO_2^- \rightarrow N_2O} &=& C_{NO_2^-} - C_{NO_2^- \rightarrow N_2} - C_{NO_2^- \rightarrow NO} \end{eqnarray*}

The reduced nitrogen is given by:

\begin{eqnarray*}N_{NO_2^- \rightarrow N_2} &=& \xi_{CN, NO_2^- \rightarrow N_2} \cdot C_{NO_2^- \rightarrow N_2} \\ N_{NO_2^- \rightarrow NO} &=& \xi_{CN, NO_2^- \rightarrow NO} \cdot C_{NO_2^- \rightarrow NO} \\ N_{NO_2^- \rightarrow N_2O} &=& \xi_{CN, NO_2^- \rightarrow N_2O} \cdot C_{NO_2^- \rightarrow N_2O} \end{eqnarray*}

Denitrification of NO

Reduced \( NO \) is released as \( N_2O \) or \( N_2 \) depending on the anaerobicity of the soil and on the inhibition of nosZ. The associated carbon is given by:

\begin{eqnarray*}C_{NO} &=& \psi_{NO} \cdot C_{diss} \\ C_{NO \rightarrow N_2} &=& C_{NO} \cdot \phi_{anvf,1} \cdot \phi_{nosZ} \\ C_{NO \rightarrow N_2O} &=& C_{NO} - C_{NO \rightarrow N_2} \end{eqnarray*}

The reduced nitrogen is given by:

\begin{eqnarray*}N_{NO \rightarrow N_2} &=& \xi_{CN, NO \rightarrow N_2} \cdot C_{NO \rightarrow N_2} \\ N_{NO \rightarrow N_2O} &=& \xi_{CN, NO \rightarrow N_2O} \cdot C_{NO \rightarrow N_2O} \end{eqnarray*}

Denitrification of N2O

\( N_2O \) taken up from the soil is completely reduced to \( N_2 \) (the inhibition of nosZ is already considered in \( \psi_{N_2O} \)):

\begin{eqnarray*}C_{N_2O} &=& \psi_{N_2O} \cdot C_{diss} \\ N_{N_2O \rightarrow N_2} &=& \xi_{CN, N_2O \rightarrow N_2} \cdot C_{N_2O} \end{eqnarray*}

Nitrogen assimilation and death of denitrifiers

Denitrifiers assimilate \( NH_4^+ \), \( NO_3^- \) and DON of the anaerobic soil volume towards their optimum C:N ratio, limited by their activity \( a_{mic} \) and by nitrogen availability (Michaelis-Menten constant METRX_KMM_N_MIC, scaled to the anaerobic volume as above).

Death of denitrifiers decreases with carbon availability:

\[C_{death} = \frac{C_{mic,2} \, a_{mic} \, A_{max,2}}{1 + (DOC + Ac) \frac{\Omega_{MKAC}}{V_{an} \, h}} \]

  • \( A_{max,2} \): maximum death rate, given by METRX_AMAX scaled by the ratio of maximum growth rates of denitrifiers and aerobic microbes
  • \( \Omega_{MKAC} \): METRX_KA_C_MIC

Nitrogen of dead biomass follows the current microbial C:N ratio. The fraction METRX_FRAC_MINERAL is directly mineralized to \( NH_4^+ \), the remainder is allocated to dead organic matter.

Chemodenitrification

At low pH, \( NO \) and \( N_2O \) can be produced via chemical decomposition of hydroxylamine ( \( NH_2OH \)), nitroxyl hydride (HNO) or \( NO_2^- \), which are intermediate products of ammonia oxidation (Zumft 1997; Wrage et al. 2001). In MeTrX, only the chemical decomposition of \( NO_2^- \) to \( NO \) is considered. It is calculated in both the aerobic and the anaerobic soil volume:

\begin{eqnarray*} \frac{d NO_2^-}{dt} &=& - K_{MKDC} \cdot \phi_{T} \cdot \phi_{pH} \cdot NO_2^- \\ \phi_{T} &=& \Omega_{MFCT1} \cdot e^{-\frac{\Omega_{MFCT2}}{R \, (T + 273.15)}} \\ \phi_{pH} &=& \frac{1}{1 + e^{\frac{pH - \Omega_{MFCP1}}{\Omega_{MFCP2}}}} \end{eqnarray*}

  • \( K_{MKDC} \): METRX_KR_DENIT_CHEMO
  • \( \Omega_{MFCT1} \): METRX_F_CHEMODENIT_T_1 (Arrhenius pre-exponential factor)
  • \( \Omega_{MFCT2} \): METRX_F_CHEMODENIT_T_2 (activation energy [J mol-1])
  • \( \Omega_{MFCP1} \): METRX_F_CHEMODENIT_PH_1 (pH with 50% response)
  • \( \Omega_{MFCP2} \): METRX_F_CHEMODENIT_PH_2 (width of the response [pH units]; \( \phi_{pH} \) decreases from 90% to 10% within \( 4.4 \, \Omega_{MFCP2} \) pH units)

Temperature dependency of chemodenitrification:

Response function depending on temperature

pH dependency of chemodenitrification:

Response function depending on pH

Fermentation and synthrophy

Under anaerobic conditions acetate and hydrogen are produced, which may serve as substrate for iron reducing and methanogenic bacteria.

Temperature dependency of microbial activity:

Response function depending on temperature

Iron reduction

The stoecheometry of iron reduction via aceate is given by::

\[ CHCOO^- + 8 Fe^{3+} + 4 H_2O \rightarrow 2 HCO_3^- + 8 Fe^{2+} + 9 H^+ \]

The stoecheometry of iron reduction via aceate is given by::

\[ H_2 + 2 Fe^{3+} + 4 H^+ \rightarrow 2 Fe^{2+} + 6 H_2O \]

Iron reduction via acetate and hydrogen depends on the amount of Fe3+ and the amount of either aceatet or hydrogen each modeled using a Michaelis Menten kinetic. Further influencing factors are temperature, NO3 and O2:

\[ \frac{dFe^{3+}}{dt} = - METRX\_MUEMAX\_C\_FE\_RED \cdot \phi_{T} \cdot \phi_{NO3} \cdot \phi_{O2} \cdot \phi_{Fe3+} \cdot \phi_{AC/H2} \]

The dependy on NO3 is given by:

\[ \phi_{NO3} = 1 - \frac{NO3}{NO3 + NO3\_MOLAR\_MAX\_FE\_RED} \]

Iron oxidation

The stoecheometry of iron oxidation is given by::

\[ 4 Fe^{2+} + O_2 + 10 H_2O \rightarrow 4 Fe(OH)_3 + 8 H^+ \]

\[ \frac{dFe^{2+}}{dt} = - METRX\_KR\_OX\_FE \cdot Fe^{2+} \cdot \phi_{O2} \]

The dependy on O2 is given by:

\[ \phi_{O2} = \frac{O_2}{O_2 + METRX\_KMM\_O2\_FE\_OX} \]

Methane production

Scheme of methane related processes

Methane is produced by methanogenic archaea in the anaerobic soil volume \( V_{an} \) via two pathways:

  • acetoclastic methanogenesis from acetate ( \( CH_3COOH \)) and
  • hydrogenotrophic methanogenesis from molecular hydrogen ( \( H_2 \)) and \( CO_2 \).

Both substrates are produced by fermentation (see Fermentation and synthrophy). Methanogenic biomass is not simulated explicitly. Produced methane is added to the dissolved methane pool of the soil layer.

Iron reduction as precondition

Methanogens are outcompeted by iron reducers. Therefore, methane is only produced after a large fraction of total iron has been reduced (see Iron reduction):

\[ Fe^{3+} \le \Omega_{MFFCP} \cdot (Fe^{3+} + Fe^{2+}) \]

  • \( \Omega_{MFFCP} \): METRX_FRAC_FE_CH4_PROD (fraction of total iron that has to be reduced)

Environmental factors of methane production

Both pathways depend on soil temperature, soil moisture, pH, nitrate and soil depth.

Temperature

\[ \phi_{T} = e^{-\Omega_{MFCPTE1} \left( 1 - \frac{T}{\Omega_{MFCPTE2}} \right)^2} \]

  • \( \Omega_{MFCPTE1} \): METRX_F_CH4_PRODUCTION_T_EXP_1
  • \( \Omega_{MFCPTE2} \): METRX_F_CH4_PRODUCTION_T_EXP_2 (optimum temperature [oC])
Temperature dependency of methane production

Moisture

The moisture response is given by a logistic function of the water content relative to field capacity ( \( \theta_{rel} = \theta / \theta_{fc} \), bounded to [0.001, 0.999]):

\[ \phi_{\theta} = 1 - \frac{1}{1 + e^{(\theta_{rel} - \Omega_{MFCPMW1}) \cdot \Omega_{MFCPMW2}}} \]

  • \( \Omega_{MFCPMW1} \): METRX_F_CH4_PRODUCTION_M_WEIBULL_1 (relative water content with 50% response)
  • \( \Omega_{MFCPMW2} \): METRX_F_CH4_PRODUCTION_M_WEIBULL_2 (steepness of the response)
Moisture dependency of methane production

pH value

\[ \phi_{pH} = \frac{1}{1 + \left( \frac{|pH - \Omega_{MFCP3}|}{\Omega_{MFCP1}} \right)^{\Omega_{MFCP2}}} \]

  • \( \Omega_{MFCP1} \): METRX_F_CH4_PRODUCTION_PH_1 (distance from optimum pH with 50% response [pH units])
  • \( \Omega_{MFCP2} \): METRX_F_CH4_PRODUCTION_PH_2 (steepness of the response)
  • \( \Omega_{MFCP3} \): METRX_F_CH4_PRODUCTION_PH_3 (optimum pH)
pH dependency of methane production

Nitrate

Methane production is inhibited by nitrate in the anaerobic soil volume ( \( NO_3^- \) [kgN m-2]) in the same way as iron reduction:

\[ \phi_{NO_3} = 1 - \frac{NO_3^-}{NO_3^- + K_{NO_3}}, \qquad K_{NO_3} = 10^{-4} \, \mathrm{mol \, m^{-3}} \cdot h \]

with layer thickness \( h \) [m].

Depth

Since methanogenic biomass is not simulated explicitly, its decrease with soil depth \( z \) [m] (lower boundary of the soil layer) is given by:

\[ \phi_{z} = \frac{1}{1 + e^{10 \, (z - 0.4)}} \]

i.e., methane production is reduced by 50% at 0.4 m depth and by more than 99% below 0.86 m.

Depth dependency of methane production

All factors are combined multiplicatively:

\[ \phi_{env} = \phi_{T} \cdot \phi_{\theta} \cdot \phi_{pH} \cdot \phi_{NO_3} \cdot \phi_{z} \]

Acetoclastic methanogenesis

Acetate is split into methane and carbon dioxide, i.e., half of the acetate carbon is released as \( CH_4 \):

\[ CH_3COOH \rightarrow CO_2 + CH_4 \]

\[ \frac{d CH_{4,Ac}}{d t} = \Omega_{MMCCP} \cdot h \cdot \phi_{Ac} \cdot \phi_{env} \]

with acetate \( Ac \) [kgC m-2] in the anaerobic soil volume. The upper limit ensures that at most 90% of the available acetate carbon is consumed per time step ( \( CH_4 \) and \( CO_2 \) carbon). The dependency on acetate \( \phi_{Ac} \) is given by a Michaelis-Menten kinetic with the half saturation constant given as concentration within the anaerobic soil volume:

\[ \phi_{Ac} = \frac{Ac}{\Omega_{MKACP} \cdot V_{an} \cdot h + Ac} \]

  • \( \Omega_{MMCCP} \): METRX_MUEMAX_C_CH4_PROD (maximum rate of acetoclastic methanogenesis)
  • \( \Omega_{MKACP} \): METRX_KMM_AC_CH4_PROD (Michaelis-Menten constant [kg m-3])

Hydrogenotrophic methanogenesis

Hydrogen is used to reduce dissolved carbon dioxide:

\[ 4 H_2 + CO_2 \rightarrow 2 H_2O + CH_4 \]

\[ \frac{d CH_{4,H_2}}{d t} = \Omega_{MMHCP} \cdot h \cdot \phi_{H_2} \cdot \phi_{env}, \; 0.9 \cdot c_{H_2} \cdot H_2 \]

with \( c_{H_2} = M_C / (4 \, M_{H_2}) \) converting hydrogen [kg m-2] into methane carbon [kgC m-2] and the upper limit ensuring that at most 90% of the limiting substrate ( \( H_2 \) or dissolved \( CO_2 \)) is consumed per time step. The dependency on hydrogen \( \phi_{H_2} \) is given by a Michaelis-Menten kinetic with the half saturation constant given as concentration within the anaerobic soil volume (as for acetate, fermentation and iron reduction):

\[ \phi_{H_2} = \frac{H_2}{\Omega_{MKHCP} \cdot V_{an} \cdot h + H_2} \]

  • \( \Omega_{MMHCP} \): METRX_MUEMAX_H2_CH4_PROD (maximum rate of hydrogenotrophic methanogenesis)
  • \( \Omega_{MKHCP} \): METRX_KMM_H2_CH4_PROD (Michaelis-Menten constant [kg m-3])

Methane oxidation

Methane is oxidised by aerobic methanotrophic bacteria. The stoichiometry of methanotrophy is given by:

\[ CH_4 + (2-\alpha) O_2 \rightarrow (1-\alpha) CO_2 + (2-\alpha) H_2O + \alpha CH_2O \]

i.e., the fraction \( \alpha \) of oxidised methane carbon is assimilated into microbial biomass ( \( C_{mic,1} \)), the remainder is released as \( CO_2 \), and \( 2-\alpha \) mol \( O_2 \) are consumed per mol \( CH_4 \).

  • \( \alpha \): METRX_MIC_EFF_CH4_OXIDATION (carbon use efficiency of methanotrophs)

Methane oxidation is calculated for total methane ( \( CH_4 \), gaseous and dissolved) and total oxygen ( \( O_2 \), gaseous and dissolved) of a soil layer. Consumption of \( CH_4 \) and \( O_2 \) is distributed proportionally to the gaseous and dissolved pools.

Environmental factors of methane oxidation

Methane oxidation depends on soil temperature, soil moisture, pH, oxygen, methane and nitrogen.

Temperature

\[ \phi_{T} = e^{-\Omega_{MFCOTE1} \left( 1 - \frac{T}{\Omega_{MFCOTE2}} \right)^2} \]

  • \( \Omega_{MFCOTE1} \): METRX_F_CH4_OXIDATION_T_EXP_1
  • \( \Omega_{MFCOTE2} \): METRX_F_CH4_OXIDATION_T_EXP_2 (optimum temperature [oC])
Temperature dependency of methane oxidation

Moisture

The moisture response \( \phi_{\theta} \) is the same as for general microbial activity (see Temperature and moisture dependency of microbial growth), i.e., a logistic function of the water content relative to field capacity with parameters METRX_F_MIC_M_WEIBULL_1 and METRX_F_MIC_M_WEIBULL_2.

Moisture dependency of methane oxidation

pH value

\[ \phi_{pH} = \frac{1}{1 + \left( \frac{|pH - \Omega_{MFCO3}|}{\Omega_{MFCO1}} \right)^{\Omega_{MFCO2}}} \]

  • \( \Omega_{MFCO1} \): METRX_F_CH4_OXIDATION_PH_1 (distance from optimum pH with 50% response [pH units])
  • \( \Omega_{MFCO2} \): METRX_F_CH4_OXIDATION_PH_2 (steepness of the response)
  • \( \Omega_{MFCO3} \): METRX_F_CH4_OXIDATION_PH_3 (optimum pH)
pH dependency of methane oxidation

Oxygen, methane and nitrogen

Substrate dependencies are given by Michaelis-Menten kinetics with half saturation constants given as concentrations and converted into amounts of the soil layer (layer thickness \( h \)):

\begin{eqnarray*} \phi_{O_2} &=& \frac{O_2}{\Omega_{MKOCO} \cdot h + O_2} \\ \phi_{CH_4,HA} &=& \frac{CH_4}{\Omega_{MKCCOHA} \cdot h + CH_4} \\ \phi_{CH_4,LA} &=& \frac{CH_4}{\Omega_{MKCCOLA} \cdot h + CH_4} \\ \phi_{N} &=& (1- \Omega_{MFNCO}) + \Omega_{MFNCO} \frac{N}{\Omega_{MKNCO} \cdot h + N} \end{eqnarray*}

with \( N = NH_4^+ + DON + NO_3^- \) (aerobic and anaerobic soil volume).

  • \( \Omega_{MKOCO} \): METRX_KMM_O2_CH4_OX
  • \( \Omega_{MKCCOHA} \): METRX_KMM_CH4_CH4_OX_HA (high affinity methanotrophs)
  • \( \Omega_{MKCCOLA} \): METRX_KMM_CH4_CH4_OX_LA (low affinity methanotrophs)
  • \( \Omega_{MFNCO} \): METRX_F_N_CH4_OXIDATION (maximum reduction by nitrogen limitation)
  • \( \Omega_{MKNCO} \): METRX_KMM_N_CH4_OX

Methane oxidation rate

Two groups of methanotrophs are distinguished: low affinity methanotrophs (LA) being active at high methane concentrations (e.g., close to methanogenic zones) and high affinity methanotrophs (HA) oxidising methane at (sub-)atmospheric concentrations. Only low affinity methanotrophs depend on nitrogen availability:

\begin{eqnarray*} \frac{d CH_{4,LA}}{d t} &=& - \min \left( \Omega_{MMCCOLA} \cdot h \cdot \phi_{CH_4,LA} \cdot \phi_{T} \cdot \phi_{\theta} \cdot \phi_{pH} \cdot \phi_{O_2} \cdot \phi_{N}, \; CH_{4,max} \right) \\ \frac{d CH_{4,HA}}{d t} &=& - \min \left( \Omega_{MMCCOHA} \cdot h \cdot \phi_{CH_4,HA} \cdot \phi_{T} \cdot \phi_{\theta} \cdot \phi_{pH} \cdot \phi_{O_2}, \; CH_{4,max} \right) \\ CH_{4,max} &=& \min \left( CH_4, \; \frac{O_2}{c_{O_2}} \right) \end{eqnarray*}

The larger of both rates is applied. \( CH_{4,max} \) limits oxidation by the available methane and oxygen with \( c_{O_2} = (2 - \alpha) \, M_{O_2} / M_C \) [kgO2 kgC-1].

  • \( \Omega_{MMCCOLA} \): METRX_MUEMAX_C_CH4_OX_LA (maximum rate of low affinity methane oxidation)
  • \( \Omega_{MMCCOHA} \): METRX_MUEMAX_C_CH4_OX_HA (maximum rate of high affinity methane oxidation)

Algae growth

Algae growth is only considered if option "algae" is set true.

Algae growth only takes place if ponding water table exists and incoming shortwave radiation directly above soil (below canopy) is greater zero.

Algae growth rate depends on:

  • Nitrogen availability:

    \[ \phi_N = (1.0 - \Phi_{METRX\_F\_N\_ALGAE}) + \Phi_{METRX\_F\_N\_ALGAE} \cdot \frac{N}{\Phi_{METRX\_KMM\_N\_ALGAE} + N } \]

  • Temperature:

    \[ \phi_T = \left\{ \begin{array}{cccc} 0.0 & T \le 15.0 \\ \frac{T - 15.0}{15.0} & 15.0 < T \le 30.0 \\ 1.0 - \frac{T - 30.0}{15.0} & 30.0 < T \le 45.0 \\ 0.0 & 45.0 > T \end{array} \right. \label{eq2} \]

  • Photosynthetic radiation:

    \[ \phi_P = 1.0 - e^{\frac{-P}{100.0}} \]

Algae growth rate is given by:

\[ \mu_g = \Phi_{METRX\_MUEMAX\_C\_ALGAE} \cdot min(\phi_N, \phi_T, \phi_P) \]

Algae growth changes pH value of the ponding water table:

\[ \Delta pH = 3.0 \cdot \phi_N \cdot \phi_T \cdot \phi_P \]

Algae turnover:

\[ \mu_d = m_A \cdot \Phi_{METRX\_AMAX\_ALGAE} \]

Chemistry

NH3-NH4 equilibrium

The chemical equilibrium between dissolved \( NH_3 \) and \( NH_4 \) is given by (Sadeghi et al., 1988):

\begin{eqnarray*}f_{NH_3} &=& \frac{c_{NH_3}}{c_{NH_3} + c_{NH_4}} \\ f_{NH_3} &=& \frac{1}{1 + \frac{10^{-pH}}{K_a}} \\ K_a &=& 10^{\frac{-2728.3}{T} - 0.094219} \end{eqnarray*}

The chemical equilibrium between dissolved \( NH_3 \) and \( NH_4 \) is calculated for the surface water table and the soil solution.

Ammonium adsorption

Ammonium is partly adsorped at the soil surface depending on soil texture.

Soil physics

Effective diffusion coefficient

The effective diffusion coefficient \( D_{eff} \) relates to the tortuosity of the soil matrix. Two different approaches can be chosen (see also Model options):

  • Parameterizable depending on gas content \( \theta_{g} \)

    \[ D_{eff} = \theta_{g}^{\Omega_{MDEEA}} \]

    • \( \Omega_{MDEEA} \): METRX_D_EFF_EXP_AIR
  • Static one by Millington and Quirk (1961) depending on gas content \( \theta_{g} \) and porosity \( \theta_{p} \)

    \[ D_{eff} = \frac{\theta_{g}^{10/3}}{\theta_{p}^2} \]

Bioturbation

Vertical mixing of soil organic matter due to, e.g., earthworm activity is described as a diffusive process. The effective mixing coefficient \( D_{bio} \) [m2:d-1] of each soil layer is given by a maximum mixing rate that is scaled by several dimensionless response factors:

\[D_{bio} = \Omega_{MIX} \cdot \phi_{z} \cdot \phi_{T} \cdot \phi_{wfps} \cdot \phi_{pH} \cdot \phi_{\rho} \cdot \phi_{food} \]

  • Depth \( z \) [m] (center of soil layer):

    \[ \phi_{z} = e^{-z / \Omega_{EXP}} \]

  • Soil temperature \( T \) [oC] (same response as for decomposition):

    \[ \phi_{T} = e^{-\Omega_{T,1} \left(1 - \frac{T}{\Omega_{T,2}}\right)^2} \]

  • Water-filled pore space \( wfps \) with optimum \( wfps_{opt} = 0.65 \) and width \( \sigma = 0.25 \):

    \[ \phi_{wfps} = e^{-\frac{1}{2} \left(\frac{wfps - wfps_{opt}}{\sigma}\right)^2} \]

  • Soil pH with \( pH_{50} = 5 \) and width \( w = 0.5 \) [pH units] (same logistic response as, e.g., for decomposition):

    \[ \phi_{pH} = \frac{1}{1 + e^{-\frac{pH - pH_{50}}{w}}} \]

  • Bulk density \( \rho \) [kg:dm-3] (increased mixing in loose, organic soils):

    \[ \phi_{\rho} = \begin{cases} 1 / \rho & \rho < 1 \\ 1 & \rho \geq 1 \end{cases} \]

  • Food availability given by fresh litter \( C_{lit} \) [kgC:m-2] (litter pools 1-3 including above-ground litter distributed over the uppermost layers) with half saturation \( K_{lit} = 0.1 \cdot h \) and layer height \( h \) [m]:

    \[ \phi_{food} = \frac{C_{lit}}{C_{lit} + K_{lit}} \]

  • \( \Omega_{MIX} \): METRX_F_PERTUBATION_MIX
  • \( \Omega_{EXP} \): METRX_F_PERTUBATION_EXP
  • \( \Omega_{T,1} \): METRX_F_DECOMP_T_EXP_1
  • \( \Omega_{T,2} \): METRX_F_DECOMP_T_EXP_2
Response factors of bioturbation

Radon creation, diffusion and decay

Radon (Ra-222) is created via the decay chain of U-238, with Ra-226 as the immediate parent material. It has a half-life of 3.8 days, and during this time can diffuse through the soil and be emitted into the atmosphere. Radon concentration is typically measured in the units Bqm$^{-3}$ - i.e. the number of radon decays per second per cubic metre. LDNDC thus uses the unit Bqm$^{-2}$ for the 'mass' per square metre of Ra-222 in a soil layer. While Bq is a measure of decays per second rathern than mass, it is simple to convert between the two. True mass (kg) can be determined by multiplying by the atomic mass of Ra-222 divided by the Ra-222 decay constant.

Dissolution

Phase equilibrium betwenn dissolved and gaseous state is calculated throughout the soil profile as well as for the top layer of the surface water table (if existing).

For the following species the phase equilibrium betwenn dissolved and gaseousstate is calculated:

  • \( O_2 \)
  • \( CH_4 \)
  • \( CO_2 \)
  • \( NH_3 \)
  • \( NO \)
  • \( N_2O \)
  • \( radon \)

For the equilibrium between the partial pressure in the gas pahse \( p_{i,gas} \) and the concentrations in the dissolved species \( i \), the Henry law is applied:

\[ c_{i,liq} = H_{i} p_{i,gas} \]

Diffusion of gaseous species

Gaseous diffusion is calculated for:

  • \( O_2 \)
  • \( N_2O \) (separately for aerobic and anaerobic species)
  • \( NO \) (separately for aerobic and anaerobic species)
  • \( CH_4 \)
  • \( CO_2 \)
  • \( NH_3 \)

For the bottom, a Neuman no-flow boundary condition is used and for the top a Dirichlet boundary condition is used.

Diffusion of dissolved species

Diffusion of dissolved species is calculated for:

  • \( O_2 \)
  • \( CH_4 \)
  • \( CO_2 \)
  • \( NH_3 \)
  • Urea
  • \( NH_4 \)
  • \( NO_3 \)
  • DOC

The amount of dissolved matter that leaves the simulated domain is added to the leaching output.

If there is a calculated inflow of matter, there is a following correction of mass. The mass is scaled down throughout the whole profile by the amount of calculated mass inflow.

Ebullition

Ebullition is calculated in the soil as well as in the water table. Considered substances are CH4, CO2, O2, NH3, NO, N2O and N2.

Gas bubbles can be fomred as soon as a critical water filled pore space is reached.

Ebullition occurs as soon as total pressure (CH4 + CO2 + ...) exceeds static pressure. Once formed, gas bubbles are transported upwards not being dissolved in upper soil layers as long as water filled pore space is below critical water filled pore space.

If water filled pore space is below critical water filled pore space, gas bubbles are dissolved.

Pertubation

Anaerobic volume

MeTrx considers for a subset of carbon and nitrogen species a horizontal (within one soil layer) differentiation between aerobic and anaerobic parts of the soil. The differentiation is based on the oxygen partial pressure, which in turn is mainly determined by the water profile, respiration processes and gaseous diffusion of oxygen.

Scheme of soil profile anaerobicity

Two anaerobic volumes \( V_{an,x} \) are distinguished, both depending on the oxygen partial pressure \( p_{O_2} \) in bar:

  • a "relaxed" one for processes, which are not restricted to strict anaerobic conditions, e.g., decomposition of soil organic matter

    \[ V_{an,r} = e^{-(\Omega_{MFR2} \cdot p_{O_2})^{\Omega_{MFR1}}} \]

    • \( \Omega_{MFR1} \): METRX_F_RANVF_1
    • \( \Omega_{MFR2} \): METRX_F_RANVF_2
      Size of the relaxed anaerobic volume fraction depending on partial pressure of oxygen
  • a "strict" one for processes, which are limited to strict anaerobic condtions, e.g., denitrification, methanogenesis

    \[ V_{an,s} = e^{-(\Omega_{MFS2} \cdot p_{O_2})^{\Omega_{MFS1}}} \]

    • \( \Omega_{MFS1} \): METRX_F_SANVF_1
    • \( \Omega_{MFS2} \): METRX_F_SANVF_2
      Size of the strict anaerobic volume fraction depending on partial pressure of oxygen

Calibration of both parameters should be restricted to parameter pairs, which yield a response value < 0.2 for partial oxygen pressures at atmospheric conditions.

Prior of the anaerobic volume fraction depending on partial pressure of oxygen

A change of the size of the anaerobic volume induces redistribution of the aerobic and anerobic part of carbon and nitrogen species.

Redistribution occurs by:

  • Relative change of the size of the anaerobic volume
  • Active transport between aerobic and anaerobic volume
Scheme of (an-)aerobic soil fractions

The relative change of a species \( c_x \) only takes place if the share between aerobic and anaerobic volume changes:

\[ \frac{\partial c_{x,an}}{\partial t} = \frac{c_{x,an}}{V_{an}} \frac{\partial V_{an}}{\partial t} \]

\[ \frac{\partial c_{x,ae}}{\partial t} = -\frac{\partial c_{x,an}}{\partial t} \]

The active transport of a species \( c_x \) is given by:

\[ \frac{\partial c_{x,an}}{\partial t} = T^{\ast} \left ( c_{x,an} - c_{x,tot} \frac{V_{an}}{V_{tot}} \right ) \]

\[ \frac{\partial c_{x,ae}}{\partial t} = -\frac{\partial c_{x,an}}{\partial t} \]

The transport coefficient \( T^{\ast} \) is determined by the two parameters:

  • \( METRX\_KR\_ANVF\_DIFF\_GAS \)
  • \( METRX\_KR\_ANVF\_DIFF\_LIQ \)

for gaseous and dissolved species, respectively.

Field management

Fertilization

MeTrx considers the following list of synthetic fertilizer:

  • NH4NO3
  • NH3
  • NO3
  • NH4
  • NH4SO4
  • SO4
  • Urea
  • CRNF (controlled release fertilizer)
  • NI (Nitrification inhibitor)
  • UI (Urease inhibitor)

Manuring

MeTrx considers the following list of organic fertilizer:

  • slurry
  • farmyard
  • compost
  • straw
  • green manure

Tilling

Within the given tilling depth, the following effects are considered:

  • stubble and aboveground raw litter are incorporated to soil litter pools.
  • all C- and N-pools are homogenized
  • decomposition is stimulated

Urea hydrolysis

Urea from fertilizer or manure is dissolved to ammonium in soil and/or in the surface water table depending on temperature:

\begin{eqnarray*}\frac{d NH_4^+}{dT} = N_{urea} \phi_T \\ \frac{d N_{urea}}{dT} = - \frac{d NH_4^+}{dT} \end{eqnarray*}

Depending on the rate of urea hydrolysis, the pH value from of the respective soil layer or water table layer is increased:

\[pH = pH_i + \frac{\frac{d N_{urea}}{dT}}{METRX\_KMM\_PH\_INCREASE\_FROM\_UREA} \]

with \( p_i \) representing the basi pH value that has been defined as model input.

Nitrogen fertilizer release

MeTrx Output

MeTrx output (daily)

entity name decription unit
anvf Anaerobic volume fraction averaged over the complete soil profile [-]
pore_connectivity Pore connectivity averaged over the complete soil profile [-]
permeability Permeability averaged over the complete soil profile [-]
wfps Water filled pore space averaged over the complete soil profile [-]
air Water filled pore space averaged over the complete soil profile [-]
root_conductivity Root conductivity averaged over the complete soil profile [m2s-1]
o2 Sum of oygen mass over the complete soil profile [kgha-1]
t_eff_crnf ... [oC]
n_release_fraction_crnf ... [-]
nitrification_inhibition Inhibition of nitrification [-]
urease_inhibition Inhibition of urease hydrolysis [-]
carbon_use_efficiency Carbon use efficiency [-]
N_don Sum of dissolved organic nitrogen mass over the complete soil profile [kgha-1]
N_nh4 Sum of ammonium mass over the complete soil profile [kgha-1]
N_nh4_clay Sum of ammonium adsorbed to clay minerals mass over the complete soil profile [kgha-1]
N_urea Sum of urea mass over the complete soil profile [kgha-1]
N_no2_ae Sum of aerobic NO2 mass over the complete soil profile [kgha-1]
N_no2_an Sum of anaerobic NO2 mass over the complete soil profile [kgha-1]
N_no3_ae Sum of aerobic NO3 mass over the complete soil profile [kgha-1]
N_no3_an Sum of anaerobic NO3 mass over the complete soil profile [kgha-1]
N_n2o_ae Sum of aerobic N2O mass over the complete soil profile [kgha-1]
N_n2o_an Sum of anaerobic N2O mass over the complete soil profile [kgha-1]
N_no_ae Sum of aerobic NO mass over the complete soil profile [kgha-1]
N_no_an Sum of anaerobic NO mass over the complete soil profile [kgha-1]
N_nh3_gas Sum of gaseous ammonia mass over the complete soil profile [kgha-1]
N_nh3_liq Sum of dissolved ammonia mass over the complete soil profile [kgha-1]
C_doc_ae Dissolved organic carbon (aerobic soil volume) [kgCha-1]
C_doc_an Dissolved organic carbon (anaerobic soil volume) [kgCha-1]
C_acetate Acetate [kgCha-1]
C_ch4_gas Methane in gas phase [kgCha-1]
C_ch4_liq Dissolved methane [kgCha-1]
C_aorg Amount of carbon in active organic material pool [kgCha-1]
N_aorg Amount of carbon in active organic material pool [kgNha-1]
C_micro_1 Amount of carbon in microbial pool 1 [kgCha-1]
C_micro_2 Amount of carbon in microbial pool 2 [kgCha-1]
C_micro_3 Amount of carbon in microbial pool 3 [kgCha-1]
N_micro_1 Amount of nitrogen in microbial pool 1 [kgNha-1]
N_micro_2 Amount of nitrogen in microbial pool 2 [kgNha-1]
N_micro_3 Amount of nitrogen in microbial pool 3 [kgNha-1]
C_humus_1 Amount of carbon in humus pool 1 [kgCha-1]
C_humus_2 Amount of carbon in humus pool 2 [kgCha-1]
C_humus_3 Amount of carbon in humus pool 3 [kgCha-1]
N_humus_1 Amount of nitrogen in humus pool 1 [kgNha-1]
N_humus_2 Amount of nitrogen in humus pool 2 [kgNha-1]
N_humus_3 Amount of nitrogen in humus pool 3 [kgNha-1]
C_litter_soil_1 Amount of carbon in soil litter pool 1 [kgCha-1]
C_litter_soil_2 Amount of carbon in soil litter pool 2 [kgCha-1]
C_litter_soil_3 Amount of carbon in soil litter pool 3 [kgCha-1]
N_litter_soil_1 Amount of nitrogen in soil litter pool 1 [kgNha-1]
N_litter_soil_2 Amount of nitrogen in soil litter pool 2 [kgNha-1]
N_litter_soil_3 Amount of nitrogen in soil litter pool 3 [kgNha-1]
C_algae Amount of carbon in algae pool [kgCha-1]
N_algae Amount of nitrogen in algae pool [kgNha-1]
C_litter_stubble Amount of nitrogen in stubble pool [kgCha-1]
N_litter_stubble Amount of nitrogen in stubble pool [kgNha-1]
C_total Total soil organic carbon [kgCha-1]
N_total Total soil organic nitrogen [kgNha-1]
soc_20cm Soil organic carbon content in the top 20 cm soil horizon [%]
soc_40cm Soil organic carbon content in the top 40 cm soil horizon [%]
totn_20cm Total nitrogen content in the top 20 cm soil horizon [%]
totn_40cm Total nitrogen content in the top 40 cm soil horizon [%]
fe2_tot ... []
fe3_tot ... []
till_fact ... []
freeze_thaw_fact ... []
height_litter Height of the surface litter layer [m]
ph_watertable ... []
ph_soil_surface ... []
dN_no3_groundwater ... []
dN_assi ... []
dN_nit_nh4_no2 ... []
dN_nit_no2_no3 ... []
dN_nit_no2_no ... []
dN_nit_no2_n2o ... []
dN_denit_no3_no2 ... []
dN_denit_no2_no ... []
dN_denit_no2_n2o ... []
dN_denit_no2_n2 ... []
dN_denit_no_n2o ... []
dN_denit_no_n2 ... []
dN_denit_n2o_n2 ... []
dN_chemodenit_no2_no ... []
dC_ch4_oxidation Daily CH4 oxidation [kgCha-1]
dC_ch4_oxidation_la Daily CH4 oxidation by low affinity microbes [kgCha-1]
dC_ch4_oxidation_ha Daily CH4 oxidation by high affinity microbes [kgCha-1]
dC_ch4_production_hydrogen ... [kgCha-1]
dC_ch4_production_acetate ... [kgCha-1]
dC_floor_ch4_plant_diffusion ... [kgCha-1]
dC_floor_ch4_soil_diffusion ... [kgCha-1]
dC_floor_ch4_water_diffusion ... [kgCha-1]
dC_floor_ch4_bubbling ... [kgCha-1]
dC_leach_ch4 ... [kgCha-1]
dO_floor_o2_plant_diffusion ... []
dC_litter_above ... [kgCha-1]
dC_litter_below ... [kgCha-1]
dC_fix_algae ... [kgCha-1]
dN_fix_algae ... []
dC_decomp_litter ... [kg:ha-1]
dC_co2_prod_mic_1_growth ... [kgCha-1]
dC_co2_prod_mic_1_maintenance ... [kgCha-1]
dC_co2_prod_mic_2 ... [kgCha-1]
dC_co2_prod_mic_3_acetate_prod ... [kgCha-1]
dC_co2_prod_mic_3_acetate_cons ... [kgCha-1]
dC_co2_prod_ch4_prod ... [kgCha-1]
dC_co2_prod_ch4_cons ... [kgCha-1]
dH_hydrogen_prod ... []
dC_acetate_prod ... [kgCha-1]
dC_acetate_cons_fe3 ... [kgCha-1]
dH_hydrogen_cons_fe3 ... []
dC_doc_prod_litter ... [kgCha-1]
dC_doc_prod_humus ... [kgCha-1]
dC_doc_prod_aorg ... [kgCha-1]
dC_doc_prod_plant ... [kgCha-1]
dC_doc_prod_total ... [kgCha-1]
dC_humify_mic_hum_2 ... [kgCha-1]
dC_humify_hum_1_hum_2 ... [kgCha-1]
dC_humify_hum_2_hum_3 ... [kgCha-1]

Subdaily output

entity name decription unit
N_nh4 Ammonium [kgNm-2]
N_no3 Nitrate [kgNm-2]
C_doc Dissolved organic carbon [kgCm-2]
sC_ch4_ebul CH4 emissions via ebullition [kgCm-2]
sC_ch4_plant CH4 emissions via plant mediated diffusion [kgCm-2]
sC_ch4_soil CH4 emissions via soil surface [kgCm-2]
sC_ch4_water CH4 emissions via surface water table [kgCm-2]
sC_ch4_leach CH4 leaching [kgCm-2]
sC_ch4_prod CH4 production [kgCm-2]
sC_ch4_ox CH4 oxidation [kgCm-2]
sC_acetate_prod Acetate production [kgCm-2]
sC_doc_prod DOC production [kgCm-2]
sN_no3_denit NO3 denitrification [kgNm-2]
sN_n2o_ebul N2O emissions via ebullition [kgNm-2]
sN_n2o_plant N2O emissions via plant mediated diffusion [kgNm-2]
sN_n2o_soil N2O emissions via soil surface [kgNm-2]
sN_n2o_water N2O emissions via surface water table [kgNm-2]
sN_no_ebul NO emissions via ebullition [kgNm-2]
sN_no_plant NO emissions via plant mediated diffusion [kgNm-2]
sN_no_soil NO emissions via soil surface [kgNm-2]
sN_no_water NO emissions via surface water table [kgNm-2]
sN_nh3_ebul NH3 emissions via ebullition [kgNm-2]
sN_nh3_plant NH3 emissions via plant mediated diffusion [kgNm-2]
sN_nh3_soil NH3 emissions via soil surface [kgNm-2]
sN_nh3_water NH3 emissions via surface water table [kgNm-2]
sO_plant_o2_cons Oxygen consumption by roots [kgOm-2]
sO_plant_o2_prod Oxygen release by roots [kgOm-2]
sO_algae_o2_prod Oxygen release by algae [kgOm-2]
ph_watertable Mean pH value in the surface water table [-]
ph_soil_surface Mean pH value in the soil [-]
anvf Anaerobic volume fraction [%]

MeTrx layer output (daily)

entity name decription unit
layer Soil layer [-]
level Soil layer level (positive from soil surface upwards) [m]
extension extension [m]
pH pH value [-]
pore_connectivity Connectivity of pores [0-1]
relative_permeability Relative permeability of gaseous diffusion [0-1]
aerenchym_permeability Aerenchym permeability [...]

"cfdd[oC]", water_content | Water content | [0-1] air_content | Air content | [0-1] porosity | Porosity | [0-1] fe2 | Iron Fe2+ [kg:ha-1] fe3 | Iron Fe3+ | [kg:ha-1] C_co2 | CO2 content | [kg:ha-1] C_ch4 | CH4 content | [kg:ha-1] dC_ch4_bubbling | CH4 transport via ebullition | [kg:ha-1] dC_ch4_production | CH4 production | [kg:ha-1] dC_ch4_oxidation | CH4 oxidation | [kg:ha-1] dC_doc_production | DOC production | [kg:ha-1] dC_acetate_production | Acetate production | [kg:ha-1] dC_microbial_death | Microbial death | [kg:ha-1] C_doc | Dissolved organic carbon | [kg:ha-1] C_acetate | Acetate | [kg:ha-1] N_no3 | NO3 | [kg:ha-1] N_nh4 | NH4 | [kg:ha-1] N_urea | IUrea | [kg:ha-1] N_nh3 | NH3 | [kg:ha-1] o2 | Oxygen partial pressure | [bar] N_no | NO content | [kg:ha-1] N_n2o | N2O content | [kg:ha-1] C_humus_1 | Humus pool 1 | [kg:ha-1] C_humus_2 | Humus pool 2 | [kg:ha-1] C_humus_3 | Humus pool 3 | [kg:ha-1] dN_no3_cons_denit | Denitrification of NO3 | [kg:ha-1] denit_factor_c | Factor of denitrification dependency on carbon availability | [0-1] denit_factor_n | Factor of denitrification dependency on nitrogen availability | [0-1] dN_no3_prod_nit | NO3 production from nitrificartion | [kg:ha-1] dN_no3_transport | Downward transport of NO3 | [kg:ha-1]

Yearly output

entity name decription unit
C_surface Surface C-litter [kgCm-2]
C_soil_20cm Total soil carbon in 20 cm topsoil [kgCm-2]
C_humus_1_20cm Carbon in humus pool 1 in 20 cm topsoil [kgCm-2]
C_humus_2_20cm Carbon in humus pool 1 in 20 cm topsoil [kgCm-2]
C_humus_3_20cm Carbon in humus pool 1 in 20 cm topsoil [kgCm-2]
C_litter_20cm Carbon in litter pools in 20 cm topsoil [kgCm-2]
C_aorg_20cm Carbon aorg pool in 20 cm topsoil [kgCm-2]

Liming

Liming raises the base pH of all soil layers starting above the liming depth ("depth", default: 0.3 m) to the target pH ("ph_target"), layers with a higher pH remain unchanged. The base pH is the pH given as model input, which may be temporarily increased, e.g., by urea hydrolysis.

Liming is triggered by lime events (attributes "type", "amount", "depth", "ph_target") or by automatic liming (see model options). Lime events require "ph_target"; calculating the pH change from the lime "amount" and "type" is not yet supported.

Spinup of soil organic matter pools

During the spinup simulation years, carbon inputs into and fractional losses (decomposition, humification, transport) from the humus, litter and microbial residue (aorg) pools are accumulated for each soil layer and month. The monthly sums of the last 12 months are kept in a moving window. At the end of each month, the flux-weighted equilibrium of each pool is derived from this window:

\[ C^{eq}_x = \frac{\sum_t I_x(t) - \Delta C_x}{\sum_t k_x(t)} \]

with the carbon input \( \sum_t I_x(t) \) and the fractional loss rate \( \sum_t k_x(t) \) summed over the window and the share \( \Delta C_x \) of the prescribed annual change of soil organic carbon (spinupdeltac) scaled to the length of the window. With a complete window, spinupdeltac is thus distributed over the year in proportion to the carbon inputs.

Pools are gradually moved towards their equilibrium by a monthly relaxation factor of 1/3 (reduced in proportion while the window is not yet complete). Since carbon inputs into humus pools mainly originate from microbial necromass, which itself is fed by the decomposition of humus, inputs depend on the pool sizes and the monthly updates iteratively approach the equilibrium.

Total carbon of each soil layer is conserved. Priority is given to the more labile pools: the equilibrium of humus pool 1 is determined first, of humus pool 2 second and humus pool 3 receives the remaining carbon.