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<p>The discovery of crystalline reticular materials remains largely trial-and-error despite their societal importance. We introduce our algorithmic iterative reticular synthesis (AIRES) cycle, which integrates automated synthesis, image recognition, single-crystal X-ray diffraction and, crucially, customized algorithmic decision-making, to maximize distinct crystal discoveries rather than optimizing single targets. Demonstrated on zeolitic imidazolate frameworks (ZIFs), AIRES achieves twice the discovery rate of random exploration, crystallizing 10 new linkers into diverse ZIF topologies and expanding the single-linker Zn-ZIF library by one-third. By transforming reticular synthesis from an empirical process to a systematic exploration, AIRES provides a scalable and efficient blueprint for accelerating materials discovery.</p><p></p>

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Algorithmic iterative reticular synthesis of zeolitic imidazolate framework crystals

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2025年11月25日

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  • Zichao Rong,
  • Zihao Chen,
  • Felix Luong,
  • Saumil Chheda,
  • H. T. Nhan Luong,
  • Zhiling Zheng,
  • Kevin Greco,
  • Abdullah A. Alghamdi,
  • K. Huyen Bui,
  • Théo Jaffrelot Inizan,
  • Tung Nguyen-Dang,
  • H. Hieu Pham,
  • Dung D. Le,
  • Joachim Sauer,
  • Viet Bac T. Phung,
  • Jennifer T. Chayes,
  • Christian Borgs,
  • Mario Boley,
  • Laurent El Ghaoui,
  • Omar M. Yaghi

摘要

The discovery of crystalline reticular materials remains largely trial-and-error despite their societal importance. We introduce our algorithmic iterative reticular synthesis (AIRES) cycle, which integrates automated synthesis, image recognition, single-crystal X-ray diffraction and, crucially, customized algorithmic decision-making, to maximize distinct crystal discoveries rather than optimizing single targets. Demonstrated on zeolitic imidazolate frameworks (ZIFs), AIRES achieves twice the discovery rate of random exploration, crystallizing 10 new linkers into diverse ZIF topologies and expanding the single-linker Zn-ZIF library by one-third. By transforming reticular synthesis from an empirical process to a systematic exploration, AIRES provides a scalable and efficient blueprint for accelerating materials discovery.