intermediate 10 min read
Earth sciences · Topic
Carbon Cycle Modeling
differential equations · dynamical systems
The carbon cycle determines how much of anthropogenic CO₂ emissions remain in the atmosphere. Box models track carbon reservoirs and fluxes; ocean chemistry and terrestrial ecology set the uptake rates. Climate-carbon feedbacks — quantified by the parameters β and γ — control whether the natural carbon sink strengthens or weakens as the planet warms.

Box model structure

The simplest carbon cycle model partitions carbon among three reservoirs: atmosphere ($A$), ocean ($O$), and terrestrial biosphere ($L$). Let $x_i$ denote carbon content in PgC.

\[\frac{dA}{dt} = E(t) - F_{AO}(A, T) - F_{AL}(A, T)\] \[\frac{dO}{dt} = F_{AO}(A, T) - F_{buried}\] \[\frac{dL}{dt} = F_{AL}(A, T) - R_{het}(T)\]

where $E(t)$ is anthropogenic emission, $F_{AO}$ is air-sea flux, $F_{AL}$ is net primary productivity, and $R_{het}$ is heterotrophic (soil) respiration. Current reservoir sizes:

Reservoir Carbon (PgC) Turnover time
Atmosphere 870 ~4 years (one-way)
Ocean surface 900 ~1 year
Deep ocean 37,000 ~1000 years
Land biosphere 550 (live) + 1700 (soil) decades–centuries

Revelle buffer factor

The ocean’s capacity to absorb CO₂ is limited by seawater chemistry. The Revelle (buffer) factor $R_f$ relates fractional changes in $pCO_2$ to fractional changes in dissolved inorganic carbon (DIC):

\[R_f = \frac{\partial\ln pCO_2}{\partial\ln DIC}\bigg|_{T,S,ALK}\]

At present ocean conditions $R_f \approx 10$–14 (it increases as the ocean acidifies), meaning a 1% increase in DIC raises $pCO_2$ by $R_f\%$. The ocean must take up $R_f$ times more carbon than a simple proportional calculation would suggest to equilibrate with a given atmospheric $pCO_2$. The air-sea flux is:

\[F_{AO} = k_w K_0 (pCO_2^{atm} - pCO_2^{ocean})\]

where $k_w$ is the piston velocity (~5 m day⁻¹ globally averaged) and $K_0$ is Henry’s law solubility:

\[[CO_2]_{aq} = K_0(T, S) \cdot pCO_2\]

$K_0$ decreases with temperature, reducing ocean uptake capacity in a warmer world.

Carbonate system chemistry

Dissolved CO₂ in seawater participates in a buffered system:

\[CO_2 + H_2O \rightleftharpoons H_2CO_3 \rightleftharpoons H^+ + HCO_3^- \rightleftharpoons 2H^+ + CO_3^{2-}\]

The dissociation constants $K_1$, $K_2$ and total alkalinity (ALK) close the system. For given $pCO_2$ and ALK, DIC and pH are solved iteratively. Ocean pH has fallen from ~8.2 to ~8.1 since industrialization — a 30% increase in acidity ($[H^+]$). As pH decreases and carbonate ion $[CO_3^{2-}]$ decreases, $R_f$ increases, progressively limiting future uptake.

Terrestrial carbon: NPP, respiration, and soil carbon

Net primary productivity (NPP) is the carbon fixed by photosynthesis minus plant respiration:

\[NPP = GPP - R_{auto}\]

NPP responds to atmospheric CO₂ (CO₂ fertilization) and temperature. A simple NPP model:

\[NPP(C_{atm}, T) = NPP_0\left(1 + \beta_L\ln\frac{C_{atm}}{C_0}\right)\cdot f(T)\]

where $\beta_L \approx 0.2$–0.4 is the terrestrial carbon sensitivity. Soil carbon decomposition:

\[R_{het} = k_s S \cdot Q_{10}^{(T-T_{ref})/10}\]

where $Q_{10} \approx 2$ (decomposition doubles per 10°C warming) and $S$ is soil carbon stock. Net ecosystem production (NEP) = NPP $- R_{het}$; currently NEP $> 0$ (land is a net sink of ~3 PgC yr⁻¹).

Airborne fraction and IPCC emission scenarios

The airborne fraction (AF) is the fraction of cumulative emissions remaining in the atmosphere:

\[AF = \frac{\Delta C_{atm}}{\int E\,dt}\]

Currently AF $\approx 0.44$ (oceans and land absorb ~56%). Remarkably, AF has been nearly constant at ~0.44 over 1960–2020 despite tripling emissions, implying sinks scale proportionally. Whether AF rises (weaker sinks) or falls (stronger sinks) is a key uncertainty.

IPCC AR6 uses Shared Socioeconomic Pathways (SSPs):

Scenario 2100 CO₂ (ppm) Warming (°C)
SSP1-1.9 ~400 1.0–1.8
SSP2-4.5 ~600 2.1–3.5
SSP3-7.0 ~900 2.8–4.6
SSP5-8.5 ~1135 3.3–5.7

The numbers (1.9, 4.5, etc.) refer to the 2100 ERF in W m⁻².

Carbon-cycle feedback parameters β and γ

The IPCC carbon-cycle feedback framework decomposes the land/ocean sink sensitivity into two parameters:

β (carbon-concentration feedback): how much the sink increases per unit increase in atmospheric CO₂ at constant temperature:

\[\beta = \frac{\partial C_{land+ocean}}{\partial C_{atm}}\bigg|_T \quad [\text{PgC ppm}^{-1}]\]

γ (carbon-climate feedback): how much the sink decreases per unit warming at constant CO₂:

\[\gamma = \frac{\partial C_{land+ocean}}{\partial T}\bigg|_{C_{atm}} \quad [\text{PgC K}^{-1}]\]

Typical CMIP6 values: $\beta_{land} \approx 0.9$ PgC ppm⁻¹, $\beta_{ocean} \approx 0.8$ PgC ppm⁻¹, $\gamma_{land} \approx -50$ PgC K⁻¹ (strong negative — warming releases soil carbon), $\gamma_{ocean} \approx -8$ PgC K⁻¹ (warming reduces solubility). The net effect of $\gamma$ is a positive feedback: warming weakens sinks, leaving more CO₂ in the atmosphere, amplifying warming further. The climate-carbon gain is:

\[g = \frac{-\gamma \lambda_{ECS}}{\text{airborne fraction sensitivity}} > 0\]

Models project 20–200 additional PgC released from permafrost thaw by 2100 — a major but uncertain positive feedback.