Towards a robust representation of nutrient control of the land

Towards a robust representation of
nutrient control of the land carbon
cycle: Formulation and numerics
Jinyun Tang, Bill Riley and Qing Zhu
3/14/2017
NCAR Land Working Group Meeting
1
Theme of biogeochemistry
ENzyme
ATP
C-N-P
3/14/2017
NCAR Land Working Group Meeting
2
Not easy to do it well
Parameterization
Initial and
boundary forcing
Mechanistic
formulation
Numerical
encoding
3/14/2017
NCAR Land Working Group Meeting
3
The plant-soil-microbe nutrient
competition
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
4
The plant-soil-microbe nutrient
competition
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
5
The plant-soil-microbe nutrient
competition
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
6
The plant-soil-microbe nutrient
competition
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
7
The plant-soil-microbe nutrient
competition
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
8
The competition conundrum
3/14/2017
NCAR Land Working Group Meeting
9
The competition conundrum
3/14/2017
NCAR Land Working Group Meeting
10
Two-step plant-soil-microbe nutrient
competition: step one
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
11
Two-step plant-soil-microbe nutrient
competition: step two
Roots
Microbes
Phosphate
Soil minerals
3/14/2017
NCAR Land Working Group Meeting
12
The Equilibrium Chemistry
Approximation Theory for nutrient
competition
Step one
3/14/2017
Step two
NCAR Land Working Group Meeting
13
The Equilibrium Chemistry
Approximation Theory for nutrient
competition
Tang and Riley, 2013
3/14/2017
NCAR Land Working Group Meeting
14
The Equilibrium Chemistry
Approximation Theory for nutrient
competition
Tang and Riley, 2013
3/14/2017
NCAR Land Working Group Meeting
15
ECA is quite good: nitrogen
competition
Zhu et al., 2016
3/14/2017
NCAR Land Working Group Meeting
16
SUPECA: extended ECA for more realistic
substrate-competitor networks
Tang and Riley, 2017
3/14/2017
NCAR Land Working Group Meeting
17
Application for aerobic decomposition
Tang and Riley, 2017
3/14/2017
NCAR Land Working Group Meeting
18
Mechanistic
formulation
3/14/2017
Numerical
encoding
NCAR Land Working Group Meeting
19
The substrate limitation problem
3/14/2017
NCAR Land Working Group Meeting
20
The substrate limitation problem
3/14/2017
NCAR Land Working Group Meeting
21
Three different ways
MNL
PNL
NUL
3/14/2017
NCAR Land Working Group Meeting
22
Small difference in fast response
variables
10-year mean for 1991-2000 historical run
3/14/2017
NCAR Land Working Group Meeting
23
Large differences for slow response
variables
Historical run
3/14/2017
RCP4.5 atmospheric CO2 forcing
NCAR Land Working Group Meeting
24
Poor numerical implementation could
be fatal: one more example
Right
Wrong
Migoni et al., 2012
3/14/2017
NCAR Land Working Group Meeting
25
Summary
• It’s critical to
- get mechanistic formulations consistent with
the processes
- get the numeric encoding consistent with the
mechanistic formulations
• Existing uncertainty analysis of
parameterization and initial boundary
conditions could be severely biased.
3/14/2017
NCAR Land Working Group Meeting
26
3/14/2017
NCAR Land Working Group Meeting
27