Our recent energy consumption is about 518 EJ (1018 J). Let’s calculate the emissions of CO2 caused by this energy consumption, given the values for CO2/MJ given above and the current proportions of energy sources — 33% oil, 27% coal, 21% gas, and 19% other non-fossil fuel sources. The way to do this is to first figure out how many grams of CO2 are emitted per MJ given this mix of fuel sources, and then scale up from 1 MJ to 518 EJ. Let’s look at an example of how to do the math here — let r1-4 in the equation below be the rates of CO2 emission per MJ given above, and let f1-4 be the fractions of different fuels given above. So r1 could be the rate for oil (65.7) and f1 would be the fraction of oil (.33). You can get the composite rate from:
Plugging in the numbers, we get:
What is the total amount of CO2 emitted? We want the answer to be in Gigatons — that’s a billion tons, and in the metric system, one ton is 1000 kg (1e6 g or 106 g), which means that 1Gt = 1015 g (1e15 g).
So, the result is 31.8 Gt of CO2, which is very close to recent estimates for global emissions.
It is more common to see the emissions expressed as Gt of just C, not CO2, and we can easily convert the above by multiplying it by the atomic weight of carbon divided by the molecular weight of CO2, as follows:
And remember that this is the annual rate of emission.
Let’s quickly review what went into this calculation. We started with the annual global energy consumption at the present, which we can think of as being the product of the global population times the per capita energy consumption. Then we calculated the amount of CO2 emitted per MJ of energy, based on different fractions of coal, oil, gas, and non-fossil energy sources — this is the emissions rate. Multiplying the emissions rate times the total energy consumed then gives us the global emissions of either CO2 or just C.
We now see what is required to create an emissions scenario:
- A projection of global population
- A projection of the per capita energy demand
- A projection of the fractions of our energy provided by different sources
- Emissions rates for the various energy sources
In this list, the first three are variables — the 4th is just a matter of chemistry. So, the first three constitute the three principal controls on carbon emissions.
Here is a diagram of a simple model that will allow us to set up emissions scenarios for the future:

The image is a complex systems diagram titled "System Dynamics Model of Energy Consumption and Emissions," which illustrates the relationships and feedback loops between various factors related to energy consumption, population, and emissions. Here's a detailed breakdown:
The image is a diagram showing energy use, population, and emissions relationships. It consists of blue circles and rectangles connected by pink arrows.
- On the left, there are nodes for Population, Pop Limit, net change, and per capita energy, which link to global energy consumption and then to Total Emissions.
- In the center, a node labeled RC connects to several factors: f gas, f oil, f coal, and emission rates (er gas, er oil, er coal, plus renewables).
- On the right, there are three change nodes: f change 1, change 2, and f change 3, each linked to switches for Coal, Oil, and Gas. These switches have associated timing and reduction nodes (e.g., coal red time, f coal reduction).
- Arrows show how changes in population, energy use, and resource switching affect emissions.
In this model, the per capita energy (a graph that you can change) is multiplied by the Population to give the global energy consumption, which is then multiplied by RC (the composite emissions rate) to give Total Emissions. Just as we saw in the sample calculation above, RC is a function of the fractions and emissions rates for the various sources. Note that the non-fossil fuel energy sources (nuclear, solar, wind, hydro, geothermal, etc.) are all lumped into a category called renew, because they are mostly renewable. The model includes a set of additional converters (circles) that allow you to change the proportional contributions from the different energy sources during the model run.
This emissions model is actually part of a much larger model that includes a global carbon cycle model and a climate model. Here is how it works — the Total Emissions transfers carbon from a reservoir called Fossil Fuels that represents all the Gigatons of carbon stored in oil, gas, and coal (they add up to 5000 Gt) into the atmosphere. Some of the carbon stays in the atmosphere, but the majority of it goes into plants, soil, and the oceans, cycling around between the reservoirs indicated below. The amount of carbon that stays in the atmosphere then determines the greenhouse forcing that affects the global temperature — you’ve already seen the climate model part of this. The carbon cycle part of the model is complicated, but it is a good one in the sense that if we plug in the known historical record of carbon emissions, it gives us the known historical CO2 concentrations of the atmosphere. Here is a highly schematic version of the model:

The image is a flowchart diagram illustrating the global carbon cycle, showing the movement and storage of carbon in various parts of the Earth's system. Units are provided in gigatons of carbon (GT), where one gigaton equals one billion metric tons or 101510^{15}1015 grams. The diagram uses different colors to represent various carbon reservoirs and arrows to indicate the flow of carbon between these reservoirs. Red arrows indicate flows that are sensitive to human activities, while green arrows represent flows that are sensitive to temperature.
Carbon Reservoirs:
- Atmosphere: Contains 750 GT of carbon. It is connected to other parts of the cycle via various processes.
- Land Biota: Contains 610 GT of carbon, involved in processes like photosynthesis and respiration.
- Soil: Contains 1580 GT of carbon, connected to land biota through litter fall.
- Surface Oceans: Contains 970 GT of carbon, involved in ocean-atmosphere diffusion and upwelling & downwelling.
- Deep Oceans: Contains 38,000 GT of carbon, connected to surface oceans through upwelling & downwelling.
- Ocean Biota: Contains 3 GT of carbon, connected to surface oceans.
- Sedimentary Rocks: Contains 1,000,000 GT of carbon, connected to the deep oceans through sedimentation.
- Fossil Fuels: Contains 5000 GT of carbon, influencing the atmosphere through fossil fuel burning.
- Mantle: Connected to sedimentary rocks through subduction.
Carbon Flows (in GT/year):
- Atmosphere to Land Biota:
- Photosynthesis: 110 GT/year (green arrow, temperature sensitive)
- Burning: 50 GT/year (red arrow, human activity sensitive)
- Land Biota to Atmosphere:
- Respiration: 59.4 GT/year (green arrow, temperature sensitive)
- Burning/Farming: 50 GT/year (red arrow, human activity sensitive)
- Land Biota to Soil: Litter fall: 60 GT/year
- Soil to Atmosphere: Respiration: 60 GT/year (green arrow, temperature sensitive)
- Atmosphere to Surface Oceans: Ocean-atmosphere diffusion: 90 GT/year (green arrow, temperature sensitive)
- Surface Oceans to Atmosphere: Ocean-atmosphere diffusion: 90 GT/year (green arrow, temperature sensitive)
- Surface Oceans to Deep Oceans: Upwelling & downwelling: 105.6 GT/year
- Deep Oceans to Surface Oceans: Upwelling & downwelling: 96.2 GT/year
- Surface Oceans to Ocean Biota: 105 GT/year
- Ocean Biota to Surface Oceans: 105 GT/year
- Deep Oceans to Sedimentary Rocks: Sedimentation: 0.6 GT/year
- Sedimentary Rocks to Mantle: Subduction: 0.6 GT/year
- Fossil Fuels to Atmosphere: Fossil Fuel Burning: 9 GT/year (red arrow, human activity sensitive)
- Volcanic Eruptions: 0.6 GT/year from the mantle to the atmosphere (green arrow, temperature sensitive)
Notes:
- Numbers next to the arrows represent approximate annual flows in gigatons per year (GT/year).
- The diagram highlights the interaction between natural processes and human-induced changes in the carbon cycle, emphasizing the impact of activities like burning fossil fuels and land use changes (farming, burning).