I answered to a question and used the term "marginal energy". The answer wasn't understood by all, so I'm going to expand on the term to illustrate how it works. So, what is marginal energy?


What is marginal energy, or fuel on the margin?

Fuel on the margin, when talking about the electric grid, refers to which fuel will be used to generate the next additional kilowatt of power that is required.

Imagine that your house is in a steady state, using the same amount of power, with a steady mix of fuel being used to generate that power. When you turn on a light, which one of those fuels will increase in generation to meet that demand?

This is the fuel on the margin, and is largely (but not exclusively) a function of how much it costs to turn that fuel into electricity. This price takes into account the time of day, cost of the fuel, amount of extra power needed, technical constraints, and rules and regulations.

Which fuel is typically on the margin in the U.S.?

Currently, for most of the U.S., natural gas is the fuel most likely to be on the margin. Soon, it will be the fuel on the margin for the entire U.S. This will likely remain the case until energy storage becomes widespread.

The U.S. is divided into Regional Transmission Organizations and Independent System Operators, which are non-profit organizations that manage the grid in different regions of the country. I've taken a look at data from some of the largest to see which fuel is on the margin for each. These regions cover most of the U.S. population (the southeast and most of the west are excluded as these markets are still vertically integrated, meaning that each utility is self-regulated and there's no central source of data).

The Midwest -- natural gas

MISO covers most of the midwest and a few southern states, and operates 175 GW of capacity.

MISO provides real time fuel mix data (here), but unfortunately doesn't provide a time series for this data. So I pulled this data up from their most recent Monthly Market Operations report:

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"CC" stands for combined cycle and refers to power plants which burn natural gas and use multiple heat engines to improve plant efficiency. These plants can ramp faster than coal, but not as fast as traditional natural gas "peaker" plants.

Combining the percentages for CC and gas, natural gas was the fuel on the margin 64.7% of the time, compared to 50.4% of time time for coal, the next-most-marginal fuel (The numbers can sum to more than 100% because multiple fuels can be on the margin at the same time -- like two gas stations selling gas for the same price).

Central East Coast -- natural gas

PJM covers 13 states on the east coast, serves 65 million customers, and has 166 GW of total capacity.

PJM provides marginal fuel data on a monthly basis, with a two month delay. I downloaded data from December and did some quick analysis:

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PJM operates a 5-minute market, meaning that the fuel on the margin can switch as often as every five minutes. From the table, we see that natural gas was marginal within 744 hours of the month, and was the marginal fuel 67% of the time, more than twice as often as coal, the next most marginal fuel.

Central corridor -- coal and natural gas

The Southwest Power Pool (SPP) covers a column of states between Texas and the Canadian border, and operates 85 GW of capacity.

SPP provides real-time generation mix data, but the graphic seems to be broken currently. I downloaded the data and attempted to analyze it a bit. Here's seven days of fuel mix data from February 2019:

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Here it's clear that while the trends for natural gas and coal roughly match, coal dominates the mix by volume. Overall though, natural gas is more variable, meaning that as coal plants close, natural gas will take pole position as the marginal fuel.

Texas -- natural gas

ERCOT covers most of Texas and manages 76 GW of capacity.

For Texas, I wasn't able to find information directly on fuel on the margin, or hourly output by fuel. However unlike most other ISOs/RTOs which operate energy and capacity markets, Texas has an energy only market. As a result, plants compete almost exclusively on the price of power they deliver to the grid. This means that the monthly breakdown of total generation (available here) gives strong clues about which is the de facto fuel on the margin:

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From this it seems clear that natural gas ("Gas-CC" and "Gas") is essentially the fuel on the margin.

California -- natural gas

CAISO covers most of California and manages 60 GW of capacity.

CAISO has real-time data on their website:

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Coal (near the bottom) is a flat line. When renewables (mostly solar) come on- or off-line with the sunshine, natural gas ramps up and down, meaning it is the marginal fuel.

New York -- natural gas

NYISO covers New York state and manages 39 GW of capacity.

NYISO also has real time data on their website:

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The story here is more interesting due to the large amounts of hydro electricity available, and the large number of dual fuel power plants which can burn either natural gas or diesel. So while it may look like a three-way tie, we can lump dual fuel plants with natural gas plants, since diesel is more expensive than natural gas. This means that natural gas is also the marginal fuel in New York.

New England -- natural gas

ISO-NE covers six north-east states, and operates 32 GW of capacity.

Real-time ISO-NE data is available from the EIA:

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From the chart it's clear that natural gas is the most variable fuel -- the most likely to increase or decrease output over time. This is another way to say that it is the marginal fuel.

  • After posting I found similar data for Europe from the Entsoe transparency platform. Adding detail would make this answer a bit long, but there's more variety across the pond, with natural gas, coal, and hydro each being marginal in some countries. – LShaver Feb 20 at 21:47

Let's consider a very small population that uses 10 MWh of energy per year. 9 MWh comes from hydropower, 1 MWh comes from burning coal. Let's say the population consists of 10 individuals, each of who is using 1 MWh of energy.

Hydropower is a resource that is currently nearly 100% utilized.

Now, somebody from the population reduces his energy use to zero. Thus causes a reduction of 1 MWh in the power generation. It doesn't make sense to reduce hydropower, so the coal use will be reduced to zero.

Who of the 10 users of energy is the guilty one using the coal? Let's analyze.

If energy user #1 reduces his energy use to zero, coal won't be needed anymore. Thus, we can argue that energy user #1 is the guilty one using coal.

Now, if energy user #2 reduces energy use to zero, the same argument applies. Thus, energy user #2 is the guilty one. However, the same argument applies to energy user #3, #4, ..., and #10. Thus, everyone is guilty of using coal!

Thus, it could be argued that all energy is marginal energy, and here, marginal energy is coal. Marginal energy means the power plant that will be the first to be shut off when energy use reduces, and or will be the first to be turned on from reserve when energy use increases.

In some areas, plentiful natural gas has reduced coal use to practically zero (e.g. in US), so can it be argued that marginal energy in the US is natural gas and not coal? It doesn't make sense to burn coal if there's enough natural gas. Thus, if there's even a single coal plant in use in US, the marginal energy there is coal as well. When the last coal plant is turned off, marginal energy is natural gas.

(Here I assumed for simplicity that energy can be transported with 0% losses over infinite distances, for simplicity. If this isn't true, which is the case especially for electricity, then the marginal energy analysis needs to be separately made for each price area.)

Now, if you calculate emissions using the assumption that everyone is guilty of using coal, you get 10 MWh worth of emissions, which is clearly incorrect. This is corrected in the analysis by assigning negative -9 MWh worth of emissions to hydropower facility owners, meaning total emissions are 10 MWh - 9 MWh = 1 MWh.

  • While your answer is of interest philosophically, it doesn't really answer the question. – Sherwood Botsford Feb 25 at 20:02

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