Meta's low-carbon concrete built with AI
Meta's team asked itself the following question:"Is it possible to formulate concrete mixes with standard ingredients so that they contain half the amount of incorporated carbon as traditional formulations, but are just as strong?"Answering this question is complex given the number of possible combinations of various concrete ingredients. Amruta Sudhalkar, Meta Sustainability Program Manager at Meta, further stated:
"Manually optimizing a concrete formula for both sustainable and technically sound results...is a formidable challenge. The factors that go into making good concrete, especially one that tries to replace its cement content, mean not only accounting for ingredient ratios, but also external factors such as weather and location."Machine learning is the solution to these kinds of problems. So the Meta team partnered with рrоfеѕѕеur Lаv Vаrѕhnеy, of the deраrtеmеnt dе génіе élесtrіquе еt іnfоrmаtіquе, еt with рrоfеѕѕеur Nіѕhаnt Gаrg, from the déраrtеmеnt dе genіе сіvіl dе unіvеrѕіté dе Urbаnа-Сhаmраіgn, to train an algorithm through a еnѕеmblе dе dоnnéеѕ ѕur lа reѕіѕtаnсе to the lа соmрrеѕѕіоn of the bétоn. 1,030 concrete mixes were listed, the algorithm compared them taking into account the criteria of curing time and carbon footprint. Five mixes were selected by Meta, tested in the lab and then adjusted by concrete manufacturer Ozinga Bros. Ozinga Bros. then tested a concrete in which 50 percent of the cement was replaced by fly ash and slag under real-world conditions for a small portion of the Elkab Center's foundation. According to Meta, carbon emissions were found to be 40% lower than regional benchmarks and the concrete stronger in seven- and 28-day strength tests. This test took place when temperatures were low, so the concrete took a long time to set and harden, which causes delays during construction. Meta stated:
"We strive to improve the initial strength performance of the concrete after three to five days and to account for the impact that varying environmental conditions, such as temperature and wind, can have on concrete performance."Translated from Grâce à l'intelligence artificielle, Meta peut construire ses centres de données avec un béton bas carbone
Our articles will then appear first in Google Top Stories.
