Data Mining for Binary Separation Materials in Published Adsorption Isotherms

被引:20
作者
Iacomi, Paul [1 ,2 ]
Llewellyn, Philip L. [1 ]
机构
[1] Aix Marseille Univ, CNRS, MADIREL, UMR 7246, F-13397 Marseille, France
[2] Univ Montpellier, CNRS ENSCM UM, UMR 5253, ICGM, F-34095 Montpellier, France
关键词
METAL-ORGANIC-FRAMEWORK; STRUCTURAL-CHANGES; CO2; ADSORPTION; MOF; PERFORMANCE; SELECTIVITY; ADSORBENT; CRYSTALS; CAPACITY; PROPANE;
D O I
10.1021/acs.chemmater.9b03376
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The scientific literature is replete with data describing novel porous structures, making the selection of an adsorbent for storage and separation applications a difficult task, and often leading to overlooked materials. In this study, we use a high-throughput methodology to process a dataset of 32 000 adsorption isotherms from the NIST adsorption database (ISODB) and generate key performance indicators applicable to binary separation on 4400 hosts and 49 guests, with the aim of simplifying the aforementioned choice. The procedure is validated against an internal dataset to gauge the suitability of the derived indicators. The results are then collated in a powerful online dashboard, which can be used to explore material-adsorbate pairs. Finally, we use this toolchain to scrutinize several challenging and industrially relevant case studies and highlight materials that may be promising for further analysis.
引用
收藏
页码:982 / 991
页数:10
相关论文
共 59 条
[21]   Co-adsorption and Separation of CO2-CH4 Mixtures in the Highly Flexible MIL-53(Cr) MOF [J].
Hamon, Lomig ;
Llewellyn, Philip L. ;
Devic, Thomas ;
Ghoufi, Aziz ;
Clet, Guillaume ;
Guillerm, Vincent ;
Pirngruber, Gerhard D. ;
Maurin, Guillaume ;
Serre, Christian ;
Driver, Gordon ;
van Beek, Wouter ;
Jolimaitre, Elsa ;
Vimont, Alexandre ;
Daturi, Marco ;
Ferey, Gerard .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2009, 131 (47) :17490-17499
[22]   pyGAPS: a Python']Python-based framework for adsorption isotherm processing and material characterisation [J].
Iacomi, Paul ;
Llewellyn, Philip L. .
ADSORPTION-JOURNAL OF THE INTERNATIONAL ADSORPTION SOCIETY, 2019, 25 (08) :1533-1542
[23]   Role of Structural Defects in the Adsorption and Separation of C3 Hydrocarbons in Zr-Fumarate-MOF (MOF-801) [J].
Iacomi, Paul ;
Formalik, Filip ;
Marreiros, Joao ;
Shang, Jin ;
Rogacka, Justra ;
Mohmeyer, Alexander ;
Behrens, Peter ;
Ameloot, Rob ;
Kuchta, Bogdan ;
Llewellyn, Philip L. .
CHEMISTRY OF MATERIALS, 2019, 31 (20) :8413-8423
[24]   Commentary: The Materials Project: A materials genome approach to accelerating materials innovation [J].
Jain, Anubhav ;
Shyue Ping Ong ;
Hautier, Geoffroy ;
Chen, Wei ;
Richards, William Davidson ;
Dacek, Stephen ;
Cholia, Shreyas ;
Gunter, Dan ;
Skinner, David ;
Ceder, Gerbrand ;
Persson, Kristin A. .
APL MATERIALS, 2013, 1 (01)
[25]   A series of amide functionalized isoreticular metal organic frameworks [J].
Keceli, E. ;
Hemgesberg, M. ;
Gruenker, R. ;
Bon, V. ;
Wilhelm, C. ;
Philippi, T. ;
Schoch, R. ;
Sun, Y. ;
Bauer, M. ;
Ernst, S. ;
Kaskel, S. ;
Thiel, Werner R. .
MICROPOROUS AND MESOPOROUS MATERIALS, 2014, 194 :115-125
[26]  
KNAEBEL KS, 1995, CHEM ENG-NEW YORK, V102, P92
[27]   Kinetic Separation of Propene and Propane in Metal-Organic Frameworks: Controlling Diffusion Rates in Plate-Shaped Crystals via Tuning of Pore Apertures and Crystallite Aspect Ratios [J].
Lee, Chang Yeon ;
Bae, Youn-Sang ;
Jeong, Nak Cheon ;
Farha, Omar K. ;
Sarjeant, Amy A. ;
Stern, Charlotte L. ;
Nickias, Peter ;
Snurr, Randall Q. ;
Hupp, Joseph T. ;
Nguyen, SonBinh T. .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2011, 133 (14) :5228-5231
[28]   High-Throughput Screening Approach for Nanoporous Materials Genome Using Topological Data Analysis: Application to Zeolites [J].
Lee, Yongjin ;
Barthel, Senja D. ;
Dlotko, Pawel ;
Moosavi, Seyed Mohamad ;
Hess, Kathryn ;
Smit, Berend .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2018, 14 (08) :4427-4437
[29]  
Lemmon E.W., 2018, 23 NIST, V23
[30]   High-Throughput Computational Screening of Multivariate Metal-Organic Frameworks (MTV-MOFs) for CO2 Capture [J].
Li, Song ;
Chung, Yongchul G. ;
Simon, Cory M. ;
Snurr, Randall Q. .
JOURNAL OF PHYSICAL CHEMISTRY LETTERS, 2017, 8 (24) :6135-6141