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AI stirs up the recipe for concrete in MIT study
Caption: A team led by Soroush Mahjoubi, a postdoc in civil and environmental engineering, built a machine-learning framework that evaluates and sorts candidate materials for cleaner concrete based on their physical and chemical properties. "Some of the most interesting materials that could replace
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AI sorts 1 million rock samples to find cement substitutes in waste
"Old tiles, bricks, pottery -- all these materials may have high reactivity. That's something we've observed in ancient Roman concrete, where ceramics were added to help waterproof structures. I've had many interesting conversations on this with Professor Admir Masic, who leads a lot of the ancient
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MIT scientists use AI to analyze millions of rock samples, identifying potential cement substitutes from waste materials, paving the way for more sustainable concrete production.
In a groundbreaking study, researchers at the Massachusetts Institute of Technology (MIT) have employed artificial intelligence to identify sustainable alternatives for cement in concrete production. The team, led by postdoc Soroush Mahjoubi, has developed a machine-learning framework that evaluates and sorts potential cement substitutes based on their physical and chemical properties
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Source: MIT
Concrete, a ubiquitous building material, has long been a focus of sustainability efforts due to its significant environmental impact. While materials like fly ash and slag have been used to partially replace cement, the increasing demand for these alternatives has outpaced supply. This shortage has intensified the search for new, sustainable options
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.The MIT team's innovative approach leverages large language models to analyze vast amounts of scientific literature and over one million rock samples. This AI-driven framework sorts candidate materials into 19 categories, ranging from biomass to mining byproducts and demolished construction materials
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.Mahjoubi explains two crucial properties for potential cement replacements:
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Source: Interesting Engineering
The study revealed that suitable materials are globally available and many can be incorporated into concrete mixes with minimal processing. Ceramics, such as old tiles, bricks, and pottery, have emerged as particularly promising candidates
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Interestingly, the potential of ceramics in concrete is not a new concept. Ancient Roman concrete, known for its durability, incorporated ceramics to enhance waterproofing. This historical precedent has sparked collaborations with experts in ancient concrete studies at MIT
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.By identifying everyday and industrial waste materials as potential cement substitutes, this research contributes to the development of a circular economy in the construction sector. It offers a way to repurpose materials that would otherwise end up in landfills, giving them a second life in buildings and infrastructure
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.The research team plans to enhance their AI framework to assess an even broader range of materials while experimentally validating the most promising candidates. Professor Elsa Olivetti, a senior author on the study, expressed excitement about leveraging the latest developments in large language models for future research
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.Randolph Kirchain, co-author and director of the MIT Concrete Sustainability Hub, emphasized the potential of this approach to support sustainable construction practices without compromising on essential qualities like strength, safety, and durability
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.As the construction industry seeks to reduce its environmental footprint, this AI-driven approach to material design represents a significant step towards more sustainable building practices, potentially transforming the future of concrete production.
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