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AI data centers are forcing dirty ‘peaker’ power plants back into service

To quote myself, and my answer to your questions:



I wish I was trying to be humorous.
Exactly. Decide what you are going to do and live with the consequences. If you want datacenters, build them. If you don't, then other countries can build them and they can control datacenters.

The US decided not to build nuclear plants and not to dam rivers over the last 30 years. Thats fine.... now that leads to other decisions.
 
None other than the socialist Robert Reich (former US Sec of Labor) and constant critic of capitalism (at when he doesn't personally benefit) is one of the most famous NIMBY people going on record for opposing more dense or more affordable housing in Berkeley, because it would negatively impact the character of the community.
We have NIMBY “protectors” of all political persuasions who keep us from building - Reich’s protecting us from student noise pollution, ranchers and farmers protecting us from transmission lines and high speed rail, Native Americans and allies protecting us from pipelines, and the current administration protecting us (plus whales and birds) from windmills (though seemingly offshore oil drilling is no threat whatsoever).
 
Glass half full - at least AI seems to be marginally more useful than cryptomining that is *still* growing in energy use (and environmental impact).


Emptying the glass..

I personally think humans won't get serious about pollution until it's impacts are truly catastrophic. (Increases in cancer rates and chronic disease for humans and dying animal/plant species and food chain impacts aren't enough for people to generally notice).

AI power demands may accelerate that timetable a little bit..
 
The US decided not to build nuclear plants and not to dam rivers over the last 30 years. Thats fine.... now that leads to other decisions.
The end of damming rivers started in the 1960s, the complete until very recently end of licencing new nuclear power plants began with breaking out the Nuclear Regulatory Commission from the Atomic Energy Commission in 1975.

Another gambit that prevented, damaged, or destroyed projects like NH's Seabrook was too many states changing their laws so a utility had to borrow up front the money for the construction of new plants instead of charging their customers as they progressed.

So half a century of energy poverty, then you have to factor in the deliberate, burn your boats destruction with explosives coal baseline power plants with limited replacements of natural gas fired ones, including some plants converting their boilers.

Thus your question:
What does the electricity use trend look like in the US for the past 25 years?
can't easily be answered as big consumers of electricity adopted to the regime risk of US. E.g. 1980 to the last few years primary aluminum production went from 33% to 2% of the world's output, 4.65 million to 785,000 metric tonnes, per an AI aided search.

Unless you build very expensive storage systems, renewables are a hindrance to operating a grid, providing neither baseline or peaking power. A great deal of this has simply come out of grid reserves, I'm very happy to be in the Southwest Power Pool which has the highest of all the nation's reserves, currently somewhere around the traditional 17% if I remember a list of them all correctly, although that's going down.
 
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Thus your question:can't easily be answered as big consumers of electricity adopted to the regime risk of US. E.g. 1980 to the last few years primary aluminum production went from 33% to 2% of the world's output, 4.65 million to 785,000 metric tonnes, per an AI aided search.

Unless you build very expensive storage systems, renewables are a hindrance to operating a grid, providing neither baseline or peaking power. A great deal of this has simply come out of grid reserves, I'm very happy to be in the Southwest Power Pool which has the highest of all the nation's reserves, currently somewhere around the traditional 17% if I remember a list of them all correctly, although that's going down.
I agree with your overall sentinment/post, but renewables not being able to baseline or handle peak power ignores how far grid-scale battery technology has come along, especially LFP based batteries from China. True you can't easily go 100% renewable because of the weather, but peaker plants exist for the same reason - because you need some level of redundancy even when you're depleting finite resources to provide power.

Grid sized batteries can also help double (or more) the available energy from fossil fuel and nuclear sources too as you could run a power plant at 100% longer while storing the energy for high demand times.

Take a look at some of the 'megapack' projects from Tesla (and others) and the economics - especially in Australia and the US. The cost per MwH of storage is about 10% what it was 10-12 years ago, and that's with the batteries lasting longer (both calendar aging and ability to handle higher daily cycle counts).

On the overall cost argument -- in the US at least, fossil fuels are heavily subsidized by the US government (see the US military defense budget for details). If there were truly zero subsidies for both fossil fuels and renewables, I think renewable sources (including batteries -- which can be recycled) would compete well.

OT I wish we'd take nuclear more seriously as a power source. It feels like there's a lot more safety and overall efficiency that can be engineered than even the advanced stuff we have today.
 
I agree with your overall sentinment/post, but renewables not being able to baseline or handle peak power ignores how far grid-scale battery technology has come along, especially LFP based batteries from China. True you can't easily go 100% renewable because of the weather, but peaker plants exist for the same reason - because you need some level of redundancy even when you're depleting finite resources to provide power.
Actually, peaker plants exist so you can build base-load generation to some calculated level, like the 95th percentile load, rather than the 100th percentile load. For generation agencies and companies, this reduces the cost of the base load plants, and saves fuel costs for fossil fuel plants because peaker plants can quickly started and shut off, while base load plants usually run at one speed (redline) and can't be easily or quickly shutdown and restarted.
Grid sized batteries can also help double (or more) the available energy from fossil fuel and nuclear sources too as you could run a power plant at 100% longer while storing the energy for high demand times.
Valid point, but base load plants generally run only at one level. What you describe is the theory behind pumped hydropower.
On the overall cost argument -- in the US at least, fossil fuels are heavily subsidized by the US government (see the US military defense budget for details). If there were truly zero subsidies for both fossil fuels and renewables, I think renewable sources (including batteries -- which can be recycled) would compete well.
How are fossil fuels subsidized in the defense budget? (I know the answer, and I think you're making a political statement, not a factual argument.)

Actually, the USG subsidizes all (most?) mineral extraction with what's called a "depletion allowance". Last I looked, lithium has a higher depletion allowance than oil and gas. :)

And don't ask me to defend US tax codes. I'm starting on my income tax preparations for 2025, and nothing I'm thinking should be shared with polite company, not even you guys.
OT I wish we'd take nuclear more seriously as a power source. It feels like there's a lot more safety and overall efficiency that can be engineered than even the advanced stuff we have today.
Agreed.
 
How are fossil fuels subsidized in the defense budget? (I know the answer, and I think you're making a political statement, not a factual argument.)
There’s an argument often made that the US has had an “oil for security policy” with most of the oil producers in the Middle East that extends as far back as the 1940s (Saudi Arabia was extended Lend/Lease support). Some of the most visible elements included the US-supported 1956 Iranian coup that reinstated the Shah (and lowered oil prices) and the 50 years of the US military policing the Persian Gulf to make sure the Straits of Hormuz stay open to tanker traffic. The Fifth Fleet, reformed in 1995, and operating out of Bahrain, is essentially a fossil fuel continuity/pricing insurance policy.
 
Actually, peaker plants exist so you can build base-load generation to some calculated level, like the 95th percentile load, rather than the 100th percentile load.
You’re right - utility scale batteries (and pumped hydropower) can actually do more than peakers because they can absorb excess production and deliver back on a time shifted basis - not just additional peak capacity. So they are a better match for non-dispatch-able renewables. Batteries also offer far faster response times within their discharge range, vs peakers, which give them strong economic advantages in many situations. And in California, the levelized cost of energy/capacity for 4‑hour lithium‑ion batteries beats new simple‑cycle gas turbines for peaking capacity.
 
How are fossil fuels subsidized in the defense budget? (I know the answer, and I think you're making a political statement, not a factual argument.)

Actually, the USG subsidizes all (most?) mineral extraction with what's called a "depletion allowance". Last I looked, lithium has a higher depletion allowance than oil and gas. :)

Defense examples specifically (resource subsidies via military budget):

(Chose CNN specifically for this topic because I know you love CNN :-P )
+ The US Army Corp of Engineers does prospecting and executes solutions that help extract resources or support resource efforts later

My comment was "US Government" though, not specifically via DoD budget. I was really thinking of the usual -- massive tax subsidies (direct or indirect such as depreciation), tax credits, and other incentives. Take a look into " End Oil and Gas Tax Subsidies Act (H.R. 383). ", an AI summary of some things it's going after:

Key Provisions of H.R. 383 (2025)
  • Intangible Drilling Costs (IDCs): Repeals the deduction for intangible drilling and development costs of oil and gas wells.
  • Percentage Depletion: Eliminates the percentage depletion allowance.
  • Geological and Geophysical Expenditures: Extends the amortization period for these costs from 24 months to 7 years.
  • Marginal Wells & Enhanced Oil Recovery: Removes tax credits for producing oil and gas from marginal wells and for tertiary injectant expenses used in enhanced oil recovery.
  • Passive Loss Limitations: Repeals the exception to passive loss limitations for working interests in oil and gas property.
...

Also -- there are billions of government subsidies for closing old oil wells, costs that should have been burdened by the businesses building and selling the oil: https://en.wikipedia.org/wiki/Orphaned_wells_in_the_United_States

P.S. To tie this back to the purpose of this forum (Semiconductors), I think low cost energy is very important in enabling the Semi industry; but how we achieve that can inform the long term sustainability of energy supplies for this industry. I think no subsidies (i.e. level playing field across all technologies) could be a better solution than what we have today.
 
There’s an argument often made that the US has had an “oil for security policy” with most of the oil producers in the Middle East that extends as far back as the 1940s (Saudi Arabia was extended Lend/Lease support). Some of the most visible elements included the US-supported 1956 Iranian coup that reinstated the Shah (and lowered oil prices) and the 50 years of the US military policing the Persian Gulf to make sure the Straits of Hormuz stay open to tanker traffic. The Fifth Fleet, reformed in 1995, and operating out of Bahrain, is essentially a fossil fuel continuity/pricing insurance policy.
Very funny. And what were the energy alternatives 70 years ago? Or even 30 years ago? Of course there weren't any, or only available at far higher cost and lower reliability.

I don't like fossil fuels any more than you or Xebec do, maybe even less because I live in a major oil and gas production state and extraction is disgusting, but I'm also a realist. Billions of people are alive today and fed because fossil fuels were commercialized. The 21st century economies we know and enjoy wouldn't exist without them.
 
You’re right - utility scale batteries (and pumped hydropower) can actually do more than peakers because they can absorb excess production and deliver back on a time shifted basis - not just additional peak capacity. So they are a better match for non-dispatch-able renewables. Batteries also offer far faster response times within their discharge range, vs peakers, which give them strong economic advantages in many situations. And in California, the levelized cost of energy/capacity for 4‑hour lithium‑ion batteries beats new simple‑cycle gas turbines for peaking capacity.
If only this was the full story. The fundamental problem for the grid is that batteries take at least four hours to recharge to get another four hours of discharge. In the event of long lasting peak events with little wind or sun it's lights out.
 
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Defense examples specifically (resource subsidies via military budget):

(Chose CNN specifically for this topic because I know you love CNN :-P )
+ The US Army Corp of Engineers does prospecting and executes solutions that help extract resources or support resource efforts later

My comment was "US Government" though, not specifically via DoD budget. I was really thinking of the usual -- massive tax subsidies (direct or indirect such as depreciation), tax credits, and other incentives. Take a look into " End Oil and Gas Tax Subsidies Act (H.R. 383). ", an AI summary of some things it's going after:

Key Provisions of H.R. 383 (2025)
  • Intangible Drilling Costs (IDCs): Repeals the deduction for intangible drilling and development costs of oil and gas wells.
  • Percentage Depletion: Eliminates the percentage depletion allowance.
  • Geological and Geophysical Expenditures: Extends the amortization period for these costs from 24 months to 7 years.
  • Marginal Wells & Enhanced Oil Recovery: Removes tax credits for producing oil and gas from marginal wells and for tertiary injectant expenses used in enhanced oil recovery.
  • Passive Loss Limitations: Repeals the exception to passive loss limitations for working interests in oil and gas property.
...

Also -- there are billions of government subsidies for closing old oil wells, costs that should have been burdened by the businesses building and selling the oil: https://en.wikipedia.org/wiki/Orphaned_wells_in_the_United_States

P.S. To tie this back to the purpose of this forum (Semiconductors), I think low cost energy is very important in enabling the Semi industry; but how we achieve that can inform the long term sustainability of energy supplies for this industry. I think no subsidies (i.e. level playing field across all technologies) could be a better solution than what we have today.
More politics. And I dislike subsidies too. And after 70 years of trying we haven't solved the nuclear waste problem either. We are a mess, but it is a mess that works for the time being.
 
The fundamental problem for the grid is that batteries take at least fours to recharge to get another four hours of discharge. In the event of long lasting peak events with little wind or sun it's lights out.
An obvious answer from the boosters of renewables would be to build even bigger battery systems.

But our biggest problem is requiring storage systems of any type in the first place, which generally isn't happening in the US.
 
More politics. And I dislike subsidies too. And after 70 years of trying we haven't solved the nuclear waste problem either. We are a mess, but it is a mess that works for the time being.
I mean by definition anything the government does is politically motivated or "politics"? :)

Agreed it's a joke we haven't dealt with nuclear waste, and we are a mess that works for the time being.
 
Very funny. And what were the energy alternatives 70 years ago? Or even 30 years ago? Of course there weren't any, or only available at far higher cost and lower reliability.

I don't like fossil fuels any more than you or Xebec do, maybe even less because I live in a major oil and gas production state and extraction is disgusting, but I'm also a realist. Billions of people are alive today and fed because fossil fuels were commercialized. The 21st century economies we know and enjoy wouldn't exist without them.

I don't think any of us are saying switch off fossil fuels tonight and see what happens.. or that they weren't important to "get here".

But they are a slippery slope for society - if we run out before we get to sustainable energy types, it's not going to be pretty. OTOH if we pollute so much that our health is permanently damaged (see the declining T rate of men over the generations as one possible example of environmental factors) - we've also waited too long to transition.

..

Separately, there's a theory that the 'great filter' could be fossil fuels. A society develops so far on fossil fuels and then if they run out before 'the next step' then their society collapses and they fail to reach the stars. Or that fossil fuels are actually required as a step to make it to the stars. (i.e. pyromania is a pre-requisite for developing energy :) ).
 
Very funny. And what were the energy alternatives 70 years ago? Or even 30 years ago? Of course there weren't any, or only available at far higher cost and lower reliability.
It doesn’t really matter when the subsidies occurred - subsidies are subsidies and strongly affect long term usage. The dual oil shocks of the 1970s show how much our trajectory of usage in the US would have been different had the US not wielded military power and influence to tamp down the cost of imported oil, prior to that point in time. But then again, the whole history of oil, coal and gas is full of government manipulation of the market for various policy purposes, often to keep prices low, but not always.

 
If only this was the full story. The fundamental problem for the grid is that batteries take at least four hours to recharge to get another four hours of discharge. In the event of long lasting peak events with little wind or sun it's lights out.
You’re right and you’re wrong - utility scale batteries aren’t the best fix for extended grid outages for the reasons you highlight. But neither are peakers, since the most significant cause of extended grid outages is damage to distribution and transmission equipment/lines. Mitigating those requires localized generation and/or batteries with renewables.

Texas and California have shown that using batteries with renewables (mostly solar) to reshape supply works and can actually improve grid stability. One only has to look at the CAISO or ERCOT daily data to see that their biggest challenge is a 4-6 hour peak period, after the sun stops producing.
 
At the risk of slipping into another debate, there are a couple of things here worth commenting on.

There are basically four categories of power delivery:

- base load plants --- power generation that can't be adjusted quickly, and are economically optimized to run at one load level
  • - load-following plants --- power generation that can be adjusted slowly based on overall trends
- peaking plants --- power generation that can be adjusted quickly to keep the grid in balance
  • - variable renewable energy (VRE) --- power generation that delivers what happens to be available at any given time (with curtailment as an option in the event of an excess)

It helps to look at real graphs of power delivery. California's main grid authority (CAISO) is a great example since there is tons of data, and other aggregating sites publish historical CAISO data. Here's a week in September 2024 that I graphed last year from one of the aggregation sites:


Fuel Mix - CAISO(1).png

The categories are basically visible to the eye, to some extent:

- Base load: Nuclear, Geothermal, Biomass, Biogas -- near-constant contribution to the grid

- Load-following and peaking: Large and small hydropower, natural gas, batteries (there's also Imports which is power imported from neighboring geographies, but unfortunately this doesn't tell you what the fuel mix is within imports) --- hard to distinguish the two categories, but here's what Wikipedia says about the speed of dispatchable energy generation:

The fastest plants to dispatch are grid batteries which can dispatch in milliseconds. Hydroelectric power plants can often dispatch in tens of seconds to minutes, and natural gas power plants can generally dispatch in tens of minutes.

- VRE: Wind and solar

(There are no coal plants left in California; the last one was decommissioned in 2014.)

With that context:

what do you think about nuclear power? seems to be the only high density power source. we are generations ahead now in technology to make it safe and handle the waste.
Nuclear power is a base load. It's not going to help with balancing in cases of rapid load increase/decrease. There are good reasons to have nuclear generation (in my opinion), and if it can be made more safe and less expensive, we ought to displace some of the natural gas plants in the US to reduce our dependency on hydrocarbon fuels and to reduce CO2 emissions. That's my opinion; there are a wide variety of opinions and in this country we're not likely to settle the debate anytime soon.

Actually, peaker plants exist so you can build base-load generation to some calculated level, like the 95th percentile load, rather than the 100th percentile load. For generation agencies and companies, this reduces the cost of the base load plants, and saves fuel costs for fossil fuel plants because peaker plants can quickly started and shut off, while base load plants usually run at one speed (redline) and can't be easily or quickly shutdown and restarted.

That captures some of the distinction, but misses a few nuances.

The 95th/100th percentile load argument is wrong here, because grid usage is so variable on different timescales. In summer months in the US Southwest, because of air conditioning load, the ratio in electrical demand between peak demand (late afternoon / early evening) and minimum demand (pre-dawn) in a given day can vary by a factor of 2 or more depending on the area. But it's also largely predictable because of good weather forecasting* and demand modeling, so the CAISO energy markets anticipate it (there's a day-ahead market in hourly blocks, and a real-time market with 15-minute and 5-minute dispatching) and schedule the up/down patterns largely ahead of time. Because of this variability, base load plants can't provide 95% of the load unless there is a place to put the excess energy. Batteries and pumped hydro storage (or even regular hydro, to some extent, by reducing flow) can take care of some of this energy on a minute-to-minute and day-to-day basis, but there is no technology that allows us to take large amounts of electrical energy and store it for long periods of time. So the "calculated level" here is where it makes sense economically to operate a plant for a long time or shut it down. Once you build a base load plant, because of the high cost of capital and low cost of fuel, you're basically going to operate it at this level forever, otherwise the economics don't work**. (Same with semiconductor fabs -- there's some variability, but if the utilization drops then it's no longer economically viable.)

In regions with market-based grid operation (in the US, this is CAISO in California, PJM in the mid-Atlantic states / WV / parts of the Midwest and Kentucky, ISO-NE for New England, NYISO for New York, SPP for the Plains states, and ERCOT for Texas), peaker plants still exist because they are cheap enough and fast enough to remain economically viable even if you use them as infrequent reserve. They are not economically competitive enough to operate for longer periods of time, otherwise they would do so. Whereas non-peaking natural gas plants are optimized for economic efficiency over a particular utilization range, and are not designed to spin up/down quickly. In CAISO territory, battery storage has grown phenomenally in the last five years, from near-zero in 2019 to 13,000 MW / 47,300 MWh in December 2024, with no signs of slowing; I would be willing to bet that natural gas plants are going to be the chief losers in California over the next few years, with many of them ceasing to operate because of displacement by battery grid storage. The peaking natural gas plants will die --- good riddance. Where you're going to see the need for natural gas is to handle the variability of power demand over the longer durations (weeks/months, with changes in weather patterns) because no other power source can provide that long-term adjustability; hydro gives you some seasonal variability, but the capacity isn't adjustable. But then we'll end up with a really weird situation where some natural gas plants operate only in summer and not at all in the wintertime, with variable needs in spring/fall, and that seems like a tough pill for plant operators to swallow. Or the solar/wind operators may have extended periods of curtailment... I don't really know what's going to happen.

In other regions where grid operators aren't fully deregulated (in the US, it's the western states other than California, and the southeastern states***; I live in AZ so I'm in this bucket), the mix of suppliers is dictated by policy and planning and the need to import/export power to neighboring regions for short-term minute-by-minute load balancing.

All of this discussion neglects one key resource: the grid's transmission capability. In CAISO territory, this is captured by real-time location-based pricing that takes into account local grid congestion. In certain areas, notably near wind farms, there are times where the marginal cost of electricity will swing negative --- not because there's too much power in California as a whole, but because there isn't enough grid capacity to take all the power from that place and deliver it to another. Effectively the grid operator tells these wind farms, you can generate the electricity we scheduled yesterday, but if there's an unexpected increase in wind and you want to generate more power, we really don't want you do to that, and if you do, you'll have to pay us to take that power.

Grid transmission constraint is another huge reason that battery storage is competitive, since it can handle those mismatches in power in the short term (1-4 hour range) and reuse the energy later in time, to relieve congestion.

You might even find that data centers are building large banks batteries on-site, to handle their own peak loads.

If only this was the full story. The fundamental problem for the grid is that batteries take at least four hours to recharge to get another four hours of discharge. In the event of long lasting peak events with little wind or sun it's lights out.
Yeah, sort of, not exactly. Batteries are limited by technological reasons; charging/discharging is expressed in terms of "C", which is a one-hour recharge or discharge. So if you charge a battery with a four hour rate --- suppose you have a grid-scale battery with 10MWh and you charge it with 2.5MW --- that's C/4; a ten-hour recharge would be C/10, and a 15-minute recharge would be 4C. (Fast chargers for phones / laptops / electric cars allegedly get you to around 2C; BYD claims 10C for some of its electric vehicles, but that's a lot of wear on the battery, and I wouldn't want to put my car through that kind of surge.) There's "unused" space at the top and bottom of the battery storage that is left to enhance the useful life of the battery, but otherwise, batteries can be charged as fast as their technology and ambient temperature allow, and economics permit. C/4 is not particularly stressful for batteries. I don't know what a typical grid-scale battery farm uses as a design/operating limit, but I would guess that C/2 is no problem and maybe even 1C, to take advantage of cheap electrical power during periods of excess in advance of expected periods of high demand. (Make hay while the sun shines!)

But you're right that batteries can't cover long-lasting increases or decreases in demand. (These aren't peak events, though.)

TL;DR -- it's complicated; nuclear power generation can't adjust quickly**; batteries are great for meeting short-term supply/demand mismatch and will probably drive out much of the peaking natural gas plants, at least where the economy of scale permits them to do so.

*good weather forecasting --- gee, you'd think someone would realize this and not plan to dismantle the National Center for Atmospheric Research.

**nuclear power can't adjust quickly; once you build a base load plant, because of the high cost of capital and low cost of fuel, you're basically going to operate it at this level forever, otherwise the economics don't work --- well, it looks like in some European countries they are using variable generation in nuclear power for load-following. edit: oh, here's the kicker:

Although this does not prohibit power load variations controlled by the operator (if justified from the technical and economic viewpoints), manoeuvring in automatic mode is not authorised by current regulations in the United States"

***southeastern states: Looking at the FERC page, it mentions the Southeast is a "bilateral market" which means each generator G1 has to find consumer buyers C1/C2/C3/... to take its electricity during each segment of the day, but that's not the same as a true auction market.

Disclaimer: I'm not a professional in the area of electric power, but I am an electrical engineer and I have been learning in-depth about the grid for a couple of years just due to curiosity.
 
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Texas and California have shown that using batteries with renewables (mostly solar) to reshape supply works and can actually improve grid stability. One only has to look at the CAISO or ERCOT daily data to see that their biggest challenge is a 4-6 hour peak period, after the sun stops producing.
Yes (and you beat me to the punch with a succinct answer) except that it's not after the sun stops producing, it's at the tail end of the afternoon, when solar power production starts to decrease and in the warmer months of the year when HVAC demand remains strong.
 
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