{"id":6610,"date":"2024-09-25T11:09:43","date_gmt":"2024-09-25T11:09:43","guid":{"rendered":"https:\/\/mpelembe.net\/?p=6610"},"modified":"2024-09-25T11:09:43","modified_gmt":"2024-09-25T11:09:43","slug":"ai-supercharges-data-center-energy-use-straining-the-grid-and-slowing-sustainability-efforts","status":"publish","type":"post","link":"https:\/\/mpelembe.net\/index.php\/ai-supercharges-data-center-energy-use-straining-the-grid-and-slowing-sustainability-efforts\/","title":{"rendered":"AI supercharges data center energy use \u2013 straining the grid and slowing sustainability efforts"},"content":{"rendered":"<p>  <span><a href=\"https:\/\/theconversation.com\/profiles\/ayse-coskun-1542237\">Ayse Coskun<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/boston-university-898\">Boston University<\/a><\/em><\/span><\/p>\n<p>The artificial intelligence boom has had such a profound effect on big tech companies that their energy consumption, and with it their carbon emissions, <a href=\"https:\/\/www.goldmansachs.com\/intelligence\/pages\/AI-poised-to-drive-160-increase-in-power-demand.html\">have surged<\/a>.<\/p>\n<p><!--more--><\/p>\n<p>The spectacular success of large language models such as ChatGPT has helped fuel this growth in energy demand. At 2.9 watt-hours per ChatGPT request, AI queries require about <a href=\"https:\/\/www.epri.com\/research\/products\/3002028905\">10 times the electricity of traditional Google queries<\/a>, according to the Electric Power Research Institute, a nonprofit research firm. Emerging AI capabilities such as audio and video generation are likely to add to this energy demand.<\/p>\n<p>The energy needs of AI are shifting the calculus of energy companies. They\u2019re now exploring previously untenable options, such as <a href=\"https:\/\/www.washingtonpost.com\/business\/2024\/07\/10\/three-mile-island-nuclear-artificial-intelligence\/\">restarting a nuclear reactor<\/a> at the Three Mile Island power plant, site of the <a href=\"https:\/\/www.britannica.com\/event\/Three-Mile-Island-accident\">infamous disaster<\/a> in 1979, that has been dormant since 2019.<\/p>\n<p>Data centers have had continuous growth for decades, but the magnitude of growth in the still-young era of large language models has been exceptional. AI requires <a href=\"https:\/\/www.scientificamerican.com\/article\/a-computer-scientist-breaks-down-generative-ais-hefty-carbon-footprint\/\">a lot more computational and data storage resources<\/a> than the pre-AI rate of data center growth could provide. <\/p>\n<h2>AI and the grid<\/h2>\n<p>Thanks to AI, the electrical grid \u2013 in many places already near its capacity or <a href=\"https:\/\/www.wbur.org\/hereandnow\/2024\/05\/28\/heat-power-grids-west\">prone to stability challenges<\/a> \u2013 is experiencing more pressure than before. There is also a substantial lag between computing growth and grid growth. Data centers take one to two years to build, while adding new power to the grid <a href=\"https:\/\/www.epri.com\/research\/products\/3002028905\">requires over four years<\/a>. <\/p>\n<p>As a recent report from the Electric Power Research Institute lays out, just 15 states <a href=\"https:\/\/www.epri.com\/research\/products\/3002028905\">contain 80% of the data centers in the U.S.<\/a>. Some states \u2013 such as Virginia, home to <a href=\"https:\/\/upstack.com\/blog\/why-is-ashburn-known-as-data-center-alley\/\">Data Center Alley<\/a> \u2013 astonishingly have over 25% of their electricity consumed by data centers. There are similar trends of clustered data center growth in other parts of the world. For example, Ireland has <a href=\"https:\/\/www.bbc.com\/news\/articles\/cpe9l5ke5jvo\">become a data center nation<\/a>. <\/p>\n<figure>\n            <iframe width=\"440\" height=\"260\" data-src=\"https:\/\/www.youtube.com\/embed\/VOezW-b_mD8?wmode=transparent&amp;start=0\" frameborder=\"0\" allowfullscreen=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" data-load-mode=\"1\"><\/iframe><figcaption><span class=\"caption\">AI is having a big impact on the electrical grid and, potentially, the climate.<\/span><\/figcaption><\/figure>\n<p>Along with the need to add more power generation to sustain this growth, nearly all countries have decarbonization goals. This means they are striving to integrate <a href=\"https:\/\/www.iea.org\/reports\/electricity-grids-and-secure-energy-transitions\/executive-summary\">more renewable energy sources into the grid<\/a>. Renewables such as wind and solar are intermittent: The wind doesn\u2019t always blow and the sun doesn\u2019t always shine. The <a href=\"https:\/\/www.iea.org\/energy-system\/electricity\/grid-scale-storage\">dearth of cheap, green and scalable energy storage<\/a> means the grid faces an even bigger problem matching supply with demand.  <\/p>\n<p>Additional challenges to data center growth include <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2304.03271\">increasing use of water cooling for efficiency<\/a>, which strains limited fresh water sources. As a result, some communities are <a href=\"https:\/\/www.npr.org\/2022\/08\/30\/1119938708\/data-centers-backbone-of-the-digital-economy-face-water-scarcity-and-climate-ris\">pushing back<\/a> against new data center investments. <\/p>\n<h2>Better tech<\/h2>\n<p>There are several ways the industry is addressing this energy crisis. First, computing hardware has gotten <a href=\"https:\/\/doi.org\/10.48550\/arXiv.1911.11313\">substantially more energy efficient over the years<\/a> in terms of the operations executed per watt consumed. Data centers\u2019 power use efficiency, a metric that shows the ratio of power consumed for computing versus for cooling and other infrastructure, has been reduced to <a href=\"https:\/\/www.epri.com\/research\/products\/3002028905\">1.5 on average<\/a>, and even to an impressive 1.2 in advanced facilities. New data centers have more efficient cooling by using water cooling and external cool air when it\u2019s available. <\/p>\n<p>Unfortunately, efficiency alone is not going to solve the sustainability problem. In fact, <a href=\"https:\/\/www.newyorker.com\/magazine\/2010\/12\/20\/the-efficiency-dilemma\">Jevons paradox<\/a> points to how efficiency may result in an <a href=\"https:\/\/users.elis.ugent.be\/%7Eleeckhou\/papers\/HiPEAC_2023.pdf\">increase of energy consumption<\/a> in the longer run. In addition, hardware efficiency gains have <a href=\"https:\/\/doi.org\/10.1126\/science.aam9744\">slowed down substantially<\/a>, as the industry has hit the limits of chip technology scaling. <\/p>\n<p>To continue improving efficiency, researchers are designing <a href=\"https:\/\/bu-icsg.github.io\/publications\/2024\/rns_training_isca2024.pdf\">specialized hardware such as accelerators<\/a>, new integration technologies such as <a href=\"https:\/\/www.bu.edu\/peaclab\/files\/2021\/02\/TCAS_II_Mono3D_Tutorial_Final.pdf\">3D chips<\/a>, and new <a href=\"https:\/\/doi.org\/10.1016\/j.xcrp.2023.101686\">chip cooling<\/a> techniques.  <\/p>\n<p>Similarly, researchers are increasingly studying and developing <a href=\"https:\/\/arpa-e.energy.gov\/technologies\/programs\/coolerchips\">data center cooling technologies<\/a>. The Electric Power Research Institute report endorses <a href=\"https:\/\/www.epri.com\/research\/products\/3002028905\">new cooling methods<\/a>, such as air-assisted liquid cooling and immersion cooling. While liquid cooling has already made its way into data centers, only a <a href=\"https:\/\/www.sandia.gov\/labnews\/2024\/05\/30\/hpc-cooling\/\">few new data centers<\/a> have implemented the still-in-development immersion cooling.<\/p>\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\"><img decoding=\"async\" alt=\"a man wearing rubber gloves and a visor lowers a circuit board into a trough containing a liquid\" data-src=\"https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\" data-srcset=\"https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=393&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=393&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=393&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=494&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=494&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/606088\/original\/file-20240710-17-2x8pic.jpg?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=494&amp;fit=crop&amp;dpr=3 2262w\" data-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><\/a><figcaption>\n              <span class=\"caption\">Running computer servers in a liquid \u2013 rather than in air \u2013 could be a more efficient way to cool them.<\/span><br \/>\n              <span class=\"attribution\"><a class=\"source\" href=\"https:\/\/www.sandia.gov\/labnews\/2024\/05\/30\/hpc-cooling\/#fluid\">Craig Fritz, Sandia National Laboratories<\/a><\/span><br \/>\n            <\/figcaption><\/figure>\n<h2>Flexible future<\/h2>\n<p>A new way of building AI data centers is flexible computing, where the key idea is to compute more when electricity is cheaper, more available and greener, and less when it\u2019s more expensive, scarce and polluting. <\/p>\n<p>Data center operators can convert their facilities to be a flexible load on the grid. <a href=\"https:\/\/www.bu.edu\/peaclab\/files\/2021\/05\/TSUSC_Zhang_AQA.pdf\">Academia<\/a> and <a href=\"https:\/\/cloud.google.com\/blog\/products\/infrastructure\/using-demand-response-to-reduce-data-center-power-consumption\">industry<\/a> have provided early examples of data center demand response, where data centers regulate their power depending on power grid needs. For example, they can schedule certain computing tasks for off-peak hours.<\/p>\n<p>Implementing broader and larger scale flexibility in power consumption requires innovation in hardware, software and grid-data center coordination. Especially for AI, there is much room to develop new strategies to tune data centers\u2019 computational loads and therefore energy consumption. For example, data centers can scale back accuracy to reduce workloads when training AI models.<\/p>\n<p>Realizing this vision requires better modeling and forecasting. Data centers can try to better understand and predict their loads and conditions. It\u2019s also important to predict the grid load and growth. <\/p>\n<p>The Electric Power Research Institute\u2019s <a href=\"https:\/\/msites.epri.com\/lfi\">load forecasting initiative<\/a> involves activities to help with grid planning and operations. Comprehensive monitoring and intelligent analytics \u2013 possibly relying on AI \u2013 for both data centers and the grid are essential for accurate forecasting. <\/p>\n<h2>On the edge<\/h2>\n<p>The U.S. is at a critical juncture with the explosive growth of AI. It is immensely difficult to integrate hundreds of megawatts of electricity demand into already strained grids. It might be time to rethink how the industry builds data centers.<\/p>\n<p>One possibility is to sustainably build more edge data centers \u2013 smaller, widely distributed facilities \u2013 to bring computing to local communities. Edge data centers can also reliably add computing power to dense, urban regions without further stressing the grid. While these smaller centers currently make up 10% of data centers in the U.S., analysts project the market for smaller-scale edge data centers to grow by over <a href=\"https:\/\/www.cbre.com\/insights\/reports\/global-data-center-trends-2023\">20% in the next five years<\/a>. <\/p>\n<p>Along with converting data centers into flexible and controllable loads, innovating in the edge data center space may make AI\u2019s energy demands much more sustainable.<\/p>\n<p><em>This article has been updated to correct an editing error about the date Three Mile Island\u2019s Unit 1 nuclear reactor was shut down.<\/em><!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img decoding=\"async\" data-src=\"https:\/\/counter.theconversation.com\/content\/232697\/count.gif?distributor=republish-lightbox-basic\" alt=\"The Conversation\" width=\"1\" height=\"1\" style=\"--smush-placeholder-width: 1px; --smush-placeholder-aspect-ratio: 1\/1;border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important\" referrerpolicy=\"no-referrer-when-downgrade\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https:\/\/theconversation.com\/republishing-guidelines --><\/p>\n<p><span><a href=\"https:\/\/theconversation.com\/profiles\/ayse-coskun-1542237\">Ayse Coskun<\/a>, Professor of Electrical and Computer Engineering, <em><a href=\"https:\/\/theconversation.com\/institutions\/boston-university-898\">Boston University<\/a><\/em><\/span><\/p>\n<p>This article is republished from <a href=\"https:\/\/theconversation.com\">The Conversation<\/a> under a Creative Commons license. Read the <a href=\"https:\/\/theconversation.com\/ai-supercharges-data-center-energy-use-straining-the-grid-and-slowing-sustainability-efforts-232697\">original article<\/a>.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Ayse Coskun, Boston University The artificial intelligence boom has had such a profound effect on big tech companies that their energy consumption, and with<a class=\"moretag\" href=\"https:\/\/mpelembe.net\/index.php\/ai-supercharges-data-center-energy-use-straining-the-grid-and-slowing-sustainability-efforts\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":6611,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowu7GVCw:productID":"","_crdt_document":"","activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"federate","footnotes":""},"categories":[45],"tags":[365,52,13134,168,13126,13123,13129,722,1987,1033,13124,13132,161,13127,13125,1798,13130,2818,744,13135],"class_list":["post-6610","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-environment","tag-google","tag-artificial-intelligence","tag-ayse-coskun","tag-cloud-storage","tag-computer-cooling","tag-computers-and-the-environment","tag-craig-fritz","tag-creative-commons","tag-data-center","tag-data-management","tag-demand-response","tag-electric-power-research-institute","tag-electrical-grid","tag-energy-development","tag-immersion-cooling","tag-ireland","tag-jevons","tag-sustainable-technologies","tag-united-states","tag-water-cooling"],"featured_image_src":"https:\/\/mpelembe.net\/wp-content\/uploads\/2024\/09\/file-20240709-18-cgeuiu-1024x683.jpg","blog_images":{"medium":"https:\/\/mpelembe.net\/wp-content\/uploads\/2024\/09\/file-20240709-18-cgeuiu-300x200.jpg","large":"https:\/\/mpelembe.net\/wp-content\/uploads\/2024\/09\/file-20240709-18-cgeuiu-1024x683.jpg"},"ams_acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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