{"id":210532,"date":"2025-10-13T15:51:17","date_gmt":"2025-10-13T15:51:17","guid":{"rendered":"https:\/\/www.newsbeep.com\/au\/210532\/"},"modified":"2025-10-13T15:51:17","modified_gmt":"2025-10-13T15:51:17","slug":"ai-datacenters-in-the-us-arent-running-on-coal-but-this-dirty-fuel-has-found-favor-for-feeding-demand-spikes-due-to-increased-gas-prices","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/au\/210532\/","title":{"rendered":"AI datacenters in the US aren’t ‘running on coal’ \u2014 but this dirty fuel has found favor for feeding demand spikes due to increased gas prices"},"content":{"rendered":"

U.S. datacenters are increasingly relying on coal-fired electricity as expanding AI infrastructure drives up power needs and makes natural gas less affordable, reports The Register<\/a>. However, in states with nuclear power plants, coal, slate, and oil are used to smooth peaks and lows of power, not to address the needs of prominent tech giants. Let us try to figure it out.<\/p>\n

Training<\/p>\n

A report from Jefferies shows coal generation rising nearly 20% and there are projections that it will stay high through 2027. The combination of fast-growing electricity demand and unfavorable gas prices has pushed operators to revive the use of the dirtiest fuel in the mix. But it is not only about the waste, it is about a power grid that has to be available to everyone.<\/p>\n

<\/p>\n

A nuclear power plant is almost perfectly suited to supply a mass of power to an AI training datacenter because its steady, high-capacity output matches the data center\u2019s continuous and predictable demand profile. Well, almost. During a training run, checkpoint intervals \u2014 when models are saved to storage \u2014 cause a major drop in GPU utilization as data is written and synchronized, these fluctuations are minor compared with the total load.<\/p>\n

You may like<\/p>\n

Meanwhile, as the nuclear plant’s generation does not vary, so grid operators must compensate for sudden drops or spikes of usage, which is where coal and renewables come into play. Without them, the power flows steadily through high-voltage lines to transformers, which are meant to maintain stable voltage in homes and industry, but are not to handle massive loads.<\/p>\n

In essence, nuclear energy provides the power that keeps multi-week training runs uninterrupted, but when the cards are down, coal and renewables do their job for the other consumers.<\/p>\n

Inference<\/p>\n

Things are different for inference, a stage where a trained model is put to use, generating outputs from new inputs rather than learning from data. AI inference consumes power in short, intense bursts as the system processes large chunks of forward computations at unpredictable intervals.<\/p>\n

Each request \u2014 whether it is generating text, recognizing an image, or serving a recommendation \u2014 triggers thousands of matrix multiplications across AI accelerators, drawing a surge of electricity for a fraction of a second. When millions of requests arrive simultaneously, the combined load can climb sharply, stressing both the local power distribution and the cooling systems. Inference creates spiky, rapidly fluctuating power patterns that must be met with responsive grid supply or on-site energy storage. The power grid has to be rigid enough to support all types of customers, which is again where renewables and coal or slate come in.<\/p>\n

Get Tom’s Hardware’s best news and in-depth reviews, straight to your inbox.<\/p>\n

As AI datacenters drive up U.S. electricity demand, coal generation has surged nearly 20%, according to Jefferies cited by The Register, though the role of coal is mostly to stabilize the grid rather than directly power AI clusters.<\/p>\n

Summary<\/p>\n

Nuclear plants provide the steady output ideal for multi-week AI training runs, while coal and renewables help balance fluctuations caused by checkpoints and other loads. During inference, when millions of user requests arrive unpredictably, the grid relies on flexible sources \u2014 including fossil fuels \u2014 to handle the short, sharp bursts of power demand that even advanced datacenters can\u2019t smooth alone.<\/p>\n

<\/p>\n

\n

\"Google\n<\/p>\n

<\/a><\/p>\n

Follow Tom’s Hardware on Google News<\/a>, or add us as a preferred source<\/a>, to get our latest news, analysis, & reviews in your feeds.<\/p>\n","protected":false},"excerpt":{"rendered":"U.S. datacenters are increasingly relying on coal-fired electricity as expanding AI infrastructure drives up power needs and makes…\n","protected":false},"author":2,"featured_media":210533,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[256,254,255,64,63,105],"class_list":{"0":"post-210532","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-au","12":"tag-australia","13":"tag-technology"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/210532","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/comments?post=210532"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/210532\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media\/210533"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media?parent=210532"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/categories?post=210532"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/tags?post=210532"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}