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  1. B200 工学部/工学研究科
  2. B200a 雑誌掲載論文
  3. 学術雑誌

Discrepancy quantification between experimental and simulated data of CO2 adsorption isotherm using hierarchical Bayesian estimation

http://hdl.handle.net/2237/0002003912
http://hdl.handle.net/2237/0002003912
c2ad3824-7a16-4746-a536-fe3a97650c86
名前 / ファイル ライセンス アクション
Manuscript.pdf Manuscript.pdf (2.4 MB)
 Download is available from 2024/8/31.
Item type itemtype_ver1(1)
公開日 2022-10-12
タイトル
タイトル Discrepancy quantification between experimental and simulated data of CO2 adsorption isotherm using hierarchical Bayesian estimation
言語 en
著者 Kojima, Sotaro

× Kojima, Sotaro

en Kojima, Sotaro

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Park, Jongwoo

× Park, Jongwoo

en Park, Jongwoo

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Carter, Eli A.

× Carter, Eli A.

en Carter, Eli A.

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Walton, Krista S.

× Walton, Krista S.

en Walton, Krista S.

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Realff, Matthew J.

× Realff, Matthew J.

en Realff, Matthew J.

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Sholl, David S.

× Sholl, David S.

en Sholl, David S.

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Yajima, Tomoyuki

× Yajima, Tomoyuki

en Yajima, Tomoyuki

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Fujiki, Junpei

× Fujiki, Junpei

en Fujiki, Junpei

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Kawajiri, Yoshiaki

× Kawajiri, Yoshiaki

en Kawajiri, Yoshiaki

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アクセス権
アクセス権 embargoed access
アクセス権URI http://purl.org/coar/access_right/c_f1cf
権利
言語 en
権利情報 © 2022. This manuscript version is made available under the CC-BY-NC-ND 4.0 license http://creativecommons.org/licenses/by-nc-nd/4.0/
内容記述
内容記述 To quantitatively analyze the inconsistencies commonly observed between experimental and simulated adsorption isotherms, parameter estimation of adsorption isotherm models was conducted by hierarchical Bayesian estimation with parameter uncertainties being quantified as probability distributions. The estimation method was implemented using Markov Chain Monte Carlo (MCMC) to analyze multiple data sets obtained from different sources, including a publicly available database. To describe the discrepancies of experimental and simulated adsorption data, the simulation data was set as the reference to which experimental measurements were compared. We applied the proposed approach to analyze CO2 adsorption isotherms that are measured and simulated on zeolite 13X and MIL-101(Cr). In these case studies, the discrepancy of CO2 adsorption isotherm was successfully quantified between experimental measurements and predictions given by molecular simulations using Grand Canonical Monte Carlo (GCMC), where uncertainties were quantified as probability distributions. Furthermore, experimental data sets that agree well with the GCMC simulation have been identified, providing insights into experimental and measurement methods as well as choosing the right assumptions in the molecular simulation.
言語 en
内容記述タイプ Abstract
出版者
言語 en
出版者 Elsevier
言語
言語 eng
資源タイプ
資源タイプresource http://purl.org/coar/resource_type/c_6501
タイプ journal article
出版タイプ
出版タイプ AM
出版タイプResource http://purl.org/coar/version/c_ab4af688f83e57aa
関連情報
関連タイプ isVersionOf
識別子タイプ DOI
関連識別子 https://doi.org/10.1016/j.seppur.2022.121371
収録物識別子
収録物識別子タイプ PISSN
収録物識別子 1383-5866
書誌情報 en : Separation and Purification Technology

巻 296, p. 121371, 発行日 2022-09-01
ファイル公開日
日付 2024-09-01
日付タイプ Available
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