Elucidating the Sigmoidal Adsorption Behavior of Xenon in Flexible Hofmann-Type MOFs Through Experiments and Molecular Dynamics with Machine Learning Potentials

  • Kim, Hyojin; 
  • Shin, Dong Yun; 
  • Choe, Jong Hyeak; 
  • Cheon, Gayoung; 
  • Yun, Hongryeol; 
  • 외 2명
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3

초록

Sigmoidal adsorption in flexible metal-organic frameworks (MOFs) can be achieved through a dramatic phase transition from narrow to large pores; however, such a unique phenomenon, which is not induced by abrupt phase changes, has rarely been reported. We report a series of flexible Hofmann-type MOFs, CoNi-Pipe, NiNi-Pipe, and CoPd-Pipe, pillared with a dimensional (3D) piperazine linker. Owing to the rotational flexibility and 3D dimensionality of the piperazine linker, CoNi-Pipe and CoPd-Pipe exhibited Xe-induced gate opening and the corresponding sigmoidal adsorption isotherms. CoNi-Pipe revealed not only excellent Xe/Kr separation but also Xe recovery performance, attributed to the greatest linker rotation and flexibility, along with moderate Xe binding strength, as validated by the machine learning potential-based molecular dynamics simulations and van der Waals-corrected DFT calculations. Thus, this work provides an effective approach for gaining a deeper understanding of the structural dynamics in flexible frameworks and expanding the repertoire of computational studies.

키워드

kinetic analysis; machine learning potential; metal-organic frameworks; rotational dynamics; sigmoidal xenon adsorption; METAL-ORGANIC FRAMEWORK; BREATHING BEHAVIOR; SEPARATION; FUNCTIONALITY; FLEXIBILITY; CRYSTAL; CO2
제목
Elucidating the Sigmoidal Adsorption Behavior of Xenon in Flexible Hofmann-Type MOFs Through Experiments and Molecular Dynamics with Machine Learning Potentials
저자
Kim, Hyojin; Shin, Dong Yun; Choe, Jong Hyeak; Cheon, Gayoung; Yun, Hongryeol; Lee, Jung-Hoon; Hong, Chang Seop
DOI
10.1002/smll.202509479
발행일
2026-02
유형
Article
저널명
Small
권
22
호
10