Albert Xiuyuan Wu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Albert Xiuyuan Wu has a total of 43 co-authors. Here are the top co-authors by number of shared publications:
- Zachary Pace Smith
Massachusetts Institute of Technology
13 shared publications - Katherine Mizrahi Rodriguez
Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
9 shared publications - Sharon Lin
Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
8 shared publications - Francesco Maria Benedetti
Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
6 shared publications Qihui Qian
Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
5 shared publications- Gang Han
College of Environmental Science and Engineering Tianjin Key Laboratory of Environmental Remediation and Pollution Control Nankai University Tianjin China
4 shared publications
Latest Publications
- Open Access
- 6 September 2026
- Published by Wiley in AIChE Journal
- Vol. 72 (12)
pyDMS: A Python package for the determination of physics‐informed dual‐mode sorption (DMS) parameters
Sorption in glassy polymer membranes is commonly modeled with the dual‐mode sorption (DMS) model. Fitting the DMS model to sorption isotherms presents challenges, as multiple parameter sets may prove satisfactory. This work presents pyDMS, an open‐source Python package for the computation of DMS parameters obtained via a physics‐informed constrained optimization procedure, incorporating linear free energy relationships (LFERs) and van't Hoff constraints. Here, pyDMS is demonstrated by recomputing DMS parameters and sorption energetics from previously published isotherms of seven glassy polymers. Nonsystematic deviations occur between the DMS parameters obtained from constrained and unconstrained optimizations. These deviations become apparent when the parameters are constrained by theoretically anticipated sorption thermodynamics. pyDMS is used to rapidly compute mixed‐gas sorption isotherms and sorption selectivities in PIM‐1 for a 20/80 / molar mixture. Computation of energetics and sorption selectivities elucidates the importance of error propagation in DMS optimization.
- 6 September 2026
- Published by Wiley in AIChE Journal
- Vol. 72 (12)
Open AccesspyDMS: A Python package for the determination of physics‐informed dual‐mode sorption (DMS) parameters
Sorption in glassy polymer membranes is commonly modeled with the dual‐mode sorption (DMS) model. Fitting the DMS model to sorption isotherms presents challenges, as multiple parameter sets may prove satisfactory. This work presents pyDMS, an open‐source Python package for the computation of DMS parameters obtained via a physics‐informed constrained optimization procedure, incorporating linear free energy relationships (LFERs) and van't Hoff constraints. Here, pyDMS is demonstrated by recomputing DMS parameters and sorption energetics from previously published isotherms of seven glassy polymers. Nonsystematic deviations occur between the DMS parameters obtained from constrained and unconstrained optimizations. These deviations become apparent when the parameters are constrained by theoretically anticipated sorption thermodynamics. pyDMS is used to rapidly compute mixed‐gas sorption isotherms and sorption selectivities in PIM‐1 for a 20/80 / molar mixture. Computation of energetics and sorption selectivities elucidates the importance of error propagation in DMS optimization.
- 20 January 2026
- Published by Elsevier in Chemosphere
- Vol. 395, 144836
Adsorption of ultrashort-, short-, and long-chain per- and polyfluoroalkyl substances (PFAS): Impacts of adsorbent, PFAS type, and competitive ions
- 20 January 2026
- Published by Elsevier in Chemosphere
- Vol. 395, 144836
Adsorption of ultrashort-, short-, and long-chain per- and polyfluoroalkyl substances (PFAS): Impacts of adsorbent, PFAS type, and competitive ions
- 8 December 2025
- Published by Wiley in Water Environment Research
- Vol. 97 (12) , e70227
Benchmarking of Commercial Reverse Osmosis and Nanofiltration Membranes for Ultrashort‐, Short‐, and Long‐Chain Perfluoroalkyl and Polyfluoroalkyl Substance Rejection
Reverse osmosis (RO) and nanofiltration (NF) processes are considered “best available technologies” by the US Environmental Protection Agency for perfluoroalkyl and polyfluoroalkyl substance (PFAS) remediation from water. While these processes are industry standard for applications such as desalination, commercial membranes are typically tailored to said applications, so different membrane products may show differing PFAS rejection behavior based on proprietary manufacturing methods or surface modifications. Additionally, there are limited studies reporting rejection trends of ultrashort‐chain (USC) compared to short‐chain (SC) and long‐chain (LC) PFAS. This work benchmarks a total of 13 commercial RO or NF membranes for eight PFAS, spanning all size classes, under standardized conditions for rejection performance. A comparison of overall PFAS rejection across the membranes showed statistically significant differences in performance, indicating that membranes do not uniformly reject PFAS equally and highlighting the role of membrane chemistry on performance. A strong positive correlation between measured salt rejection and overall PFAS rejection was found. Lastly, USC and SC species were found to have similar rejection while LC species showed significantly higher rejection. These findings emphasize the importance of membrane selection when designing a system for PFAS remediation and provide new insight into PFAS rejection behavior relative to other species and salts.
- 8 December 2025
- Published by Wiley in Water Environment Research
- Vol. 97 (12) , e70227
Benchmarking of Commercial Reverse Osmosis and Nanofiltration Membranes for Ultrashort‐, Short‐, and Long‐Chain Perfluoroalkyl and Polyfluoroalkyl Substance Rejection
Reverse osmosis (RO) and nanofiltration (NF) processes are considered “best available technologies” by the US Environmental Protection Agency for perfluoroalkyl and polyfluoroalkyl substance (PFAS) remediation from water. While these processes are industry standard for applications such as desalination, commercial membranes are typically tailored to said applications, so different membrane products may show differing PFAS rejection behavior based on proprietary manufacturing methods or surface modifications. Additionally, there are limited studies reporting rejection trends of ultrashort‐chain (USC) compared to short‐chain (SC) and long‐chain (LC) PFAS. This work benchmarks a total of 13 commercial RO or NF membranes for eight PFAS, spanning all size classes, under standardized conditions for rejection performance. A comparison of overall PFAS rejection across the membranes showed statistically significant differences in performance, indicating that membranes do not uniformly reject PFAS equally and highlighting the role of membrane chemistry on performance. A strong positive correlation between measured salt rejection and overall PFAS rejection was found. Lastly, USC and SC species were found to have similar rejection while LC species showed significantly higher rejection. These findings emphasize the importance of membrane selection when designing a system for PFAS remediation and provide new insight into PFAS rejection behavior relative to other species and salts.
- Open Access
- 4 October 2021
- Published by Royal Society of Chemistry (RSC) in Journal of Materials Chemistry A
- Vol. 9 (41) , 23631-23642
Sorption-enhanced mixed-gas transport in amine functionalized polymers of intrinsic microporosity (PIMs)
Pure-gas sorption and mixed-gas transport properties of six functionalized PIM-1 variants were systematically investigated to study the role of CO 2 affinity and polymer chemistry on competitive sorption.
- 4 October 2021
- Published by Royal Society of Chemistry (RSC) in Journal of Materials Chemistry A
- Vol. 9 (41) , 23631-23642
Open AccessSorption-enhanced mixed-gas transport in amine functionalized polymers of intrinsic microporosity (PIMs)
Pure-gas sorption and mixed-gas transport properties of six functionalized PIM-1 variants were systematically investigated to study the role of CO 2 affinity and polymer chemistry on competitive sorption.
- 1 October 2021
- Published by Elsevier in Journal of Membrane Science
- Vol. 636
Revisiting group contribution theory for estimating fractional free volume of microporous polymer membranes
- 1 October 2021
- Published by Elsevier in Journal of Membrane Science
- Vol. 636
Revisiting group contribution theory for estimating fractional free volume of microporous polymer membranes
- 2 July 2021
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 54 (14) , 6628-6638
Non-equilibrium Lattice Fluid Modeling of Gas Sorption for Fluorinated Poly(ether imide)s
- 2 July 2021
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 54 (14) , 6628-6638
Non-equilibrium Lattice Fluid Modeling of Gas Sorption for Fluorinated Poly(ether imide)s
- 17 December 2020
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 54 (1) , 22-34
Elucidating the Role of Fluorine Content on Gas Sorption Properties of Fluorinated Polyimides
- 17 December 2020
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 54 (1) , 22-34
Elucidating the Role of Fluorine Content on Gas Sorption Properties of Fluorinated Polyimides
- 5 December 2020
- Published by Wiley in Angewandte Chemie
- Vol. 133 (12) , 6667-6673
Leveraging Free Volume Manipulation to Improve the Membrane Separation Performance of Amine‐Functionalized PIM‐1
Gas‐separation polymer membranes display a characteristic permeability–selectivity trade‐off that has limited their industrial use. The most comprehensive approach to improving performance is to devise strategies that simultaneously increase fractional free volume, narrow free volume distribution, and enhance sorption selectivity, but generalizable methods for such approaches are exceedingly rare. Here, we present an in situ crosslinking and solid‐state deprotection method to access previously inaccessible sorption and diffusion characteristics in amine‐functionalized polymers of intrinsic microporosity. Free volume element (FVE) size can be increased while preserving a narrow FVE distribution, enabling below‐upper bound polymers to surpass the H2/N2, H2/CH4, and O2/N2 upper bounds and improving CO2‐based selectivities by 200 %. This approach can transform polymers into chemical analogues with improved performance, thereby overcoming traditional permeability–selectivity trade‐offs.
- 5 December 2020
- Published by Wiley in Angewandte Chemie
- Vol. 133 (12) , 6667-6673
Leveraging Free Volume Manipulation to Improve the Membrane Separation Performance of Amine‐Functionalized PIM‐1
Gas‐separation polymer membranes display a characteristic permeability–selectivity trade‐off that has limited their industrial use. The most comprehensive approach to improving performance is to devise strategies that simultaneously increase fractional free volume, narrow free volume distribution, and enhance sorption selectivity, but generalizable methods for such approaches are exceedingly rare. Here, we present an in situ crosslinking and solid‐state deprotection method to access previously inaccessible sorption and diffusion characteristics in amine‐functionalized polymers of intrinsic microporosity. Free volume element (FVE) size can be increased while preserving a narrow FVE distribution, enabling below‐upper bound polymers to surpass the H2/N2, H2/CH4, and O2/N2 upper bounds and improving CO2‐based selectivities by 200 %. This approach can transform polymers into chemical analogues with improved performance, thereby overcoming traditional permeability–selectivity trade‐offs.
- 5 December 2020
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 60 (12) , 6593-6599
Leveraging Free Volume Manipulation to Improve the Membrane Separation Performance of Amine‐Functionalized PIM‐1
Gas‐separation polymer membranes display a characteristic permeability–selectivity trade‐off that has limited their industrial use. The most comprehensive approach to improving performance is to devise strategies that simultaneously increase fractional free volume, narrow free volume distribution, and enhance sorption selectivity, but generalizable methods for such approaches are exceedingly rare. Here, we present an in situ crosslinking and solid‐state deprotection method to access previously inaccessible sorption and diffusion characteristics in amine‐functionalized polymers of intrinsic microporosity. Free volume element (FVE) size can be increased while preserving a narrow FVE distribution, enabling below‐upper bound polymers to surpass the H2/N2, H2/CH4, and O2/N2 upper bounds and improving CO2‐based selectivities by 200 %. This approach can transform polymers into chemical analogues with improved performance, thereby overcoming traditional permeability–selectivity trade‐offs.
- 5 December 2020
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 60 (12) , 6593-6599
Leveraging Free Volume Manipulation to Improve the Membrane Separation Performance of Amine‐Functionalized PIM‐1
Gas‐separation polymer membranes display a characteristic permeability–selectivity trade‐off that has limited their industrial use. The most comprehensive approach to improving performance is to devise strategies that simultaneously increase fractional free volume, narrow free volume distribution, and enhance sorption selectivity, but generalizable methods for such approaches are exceedingly rare. Here, we present an in situ crosslinking and solid‐state deprotection method to access previously inaccessible sorption and diffusion characteristics in amine‐functionalized polymers of intrinsic microporosity. Free volume element (FVE) size can be increased while preserving a narrow FVE distribution, enabling below‐upper bound polymers to surpass the H2/N2, H2/CH4, and O2/N2 upper bounds and improving CO2‐based selectivities by 200 %. This approach can transform polymers into chemical analogues with improved performance, thereby overcoming traditional permeability–selectivity trade‐offs.
- 22 July 2020
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 53 (15) , 6220-6234
Facile and Time-Efficient Carboxylic Acid Functionalization of PIM-1: Effect on Molecular Packing and Gas Separation Performance
- 22 July 2020
- Published by American Chemical Society (ACS) in Macromolecules
- Vol. 53 (15) , 6220-6234
Facile and Time-Efficient Carboxylic Acid Functionalization of PIM-1: Effect on Molecular Packing and Gas Separation Performance