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Researchers generate a carbon capture breakthrough using AI, physics and supercomputers

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By illuminem briefings

· 2 min read

illuminem summarizes for you the essential news of the day. Read the full piece on UIC Today or enjoy below:

🗞️ Driving the news: A collaborative effort between the University of Illinois Chicago, Argonne National Laboratory, and other institutions has led to the development of an AI model capable of generating over 100,000 potential metal-organic frameworks for carbon capture technology
• This initiative aims to speed up the discovery of new materials necessary for combating climate change

🔭 The context: Utilizing generative AI, similar to systems that produce images from text prompts, the team seeks to streamline the process of identifying effective carbon capture materials
• The AI model generated tens of thousands of structures, from which six promising candidates for further investigation were identified, marking a significant advancement in the field

🌍 Why it matters for the planet: The urgent need for scalable and efficient carbon capture technologies is met with the slow pace of material discovery
• By harnessing AI, researchers can rapidly explore vast chemical spaces, identifying potential carbon capture materials more quickly and efficiently, thus accelerating the development of vital climate change mitigation technologies

⏭️ What's next: The six high-performing structures identified by the AI model offer a new avenue for laboratory synthesis and real-world testing
• The open-source nature of the project's framework encourages widespread adoption and adaptation, potentially leading to further breakthroughs in carbon capture and other applications of metal-organic frameworks

💬 One quote: "If you keep it to yourself, then you are reducing the chance of innovation," said Santanu Chaudhuri, highlighting the importance of open-source collaboration in addressing the urgent need for carbon capture solutions

📈 One stat: The AI-driven framework can complete the entire process, from model generation to 3D simulations, in just 12 hours using modern supercomputing resources, demonstrating the efficiency and scalability of this approach

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