Cited by 67Fuel Cells and Related MaterialsElectrocatalysts for Energy ConversionNanomaterials and Printing Technologies

The DOI matches its Crossref record; the references it cites are not checked yet.

Slot-die-coating operability windows for polymer electrolyte membrane fuel cell cathode catalyst layers

Open access
Creel, Erin B., Tjiptowidjojo, Kristianto, Alex Lee, J., Livingston, Kelsey M., Randall Schunk, P., Bell, Nelson S., Serov, Alexey, Wood III, David L.·2022·Journal of Colloid and Interface Science

Abstract

Roll-to-roll (R2R) slot-die coating of polymer electrolyte membrane fuel cell (PEMFC) catalyst layers represents a scalable deposition method for producing 10-20 m 2·min-1 of catalyst-coated gas diffusion layers (GDLs). This high-throughput production technique will help lower the cost of PEMFC catalyst layers. The uniformity of the wet layer applied by slot die deposition is affected by process parameters such as substrate speed, vacuum pressure applied at the upstream meniscus, gap between the slot die lips and substrate, ink rheology, and other ink and substrate properties. The set of conditions for producing a defect-free coating with a dilute ink typically requires little to no upstream vacuum pressure, so suitable operating conditions can be found easily through trial and error and operator intuition. However, the higher viscosity of more concentrated inks dramatically shifts the range of settings that result in a homogeneous coating to higher vacuum levels, which are harder to find through hit or miss. A predictive model showing the range of operable conditions decreases material wastage inherent in experimentally searching for suitable parameters. In this study, the defect-free coating parameter window is explored experimentally and theoretically for two concentrations of PEFC cathode inks. Both a full capillary hydrodynamic model and a computationally cheaper viscocapillary model successfully predict the experimentally determined coating window within the experimental and model uncertainty limits for inks with 5.3 wt% and 12.0 wt% solids ink while maintaining the 0.1 mg Pt·cm-2 Pt areal loading target. This paper demonstrates a viable pathway for meeting the $30/kW net ultimate cost target of the United States Department of Energy (U.S. DOE) Hydrogen Fuel Cells Technologies Office (HFTO). The concentrated ink lowers the thermal energy and capital expenditure (CapEx) budget of the coating process by decreasing the amount of time, energy, and floorspace required for drying the coating.

Overview

Integrity signals

Registry

Crossref · 10.1016/j.jcis.2021.11.047

Cites

Statistics

Recomputing p-values needs the paper’s full text.

Verification

Claims the paper makes

We couldn’t retrieve this paper’s full text, so its claims and self-check weren’t run. The registry and citation checks still apply.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Citations

The citation lists haven’t been fetched yet

References 43 · Cited by 67

Research works printed but not linked: 34

  1. Mehta, 2003, Review and analysis of PEM fuel cell design and manufacturing, J. Power Sources, 114, 32, 10.1016/S0378-7753(02)00542-6 · DOI
  2. Arai, 2015, A monolithic device for CO2 photoreduction to generate liquid organic substances in a single-compartment reactor, Energy Environ. Sci., 8, 1998, 10.1039/C5EE01314C · DOI
  3. Whiston, 2019, Expert assessments of the cost and expected future performance of proton exchange membrane fuel cells for vehicles, Proc. Natl. Acad. Sci. U. S. A., 116, 4899, 10.1073/pnas.1804221116 · DOI
  4. Debe, 2012, Electrocatalyst approaches and challenges for automotive fuel cells, Nature, 486, 43, 10.1038/nature11115 · DOI · Paper page
  5. Mauger, 2018, Gravure coating for roll-to-roll manufacturing of proton-exchange-membrane fuel cell catalyst layers, J. Electrochem. Soc., 165, F1012, 10.1149/2.0091813jes · DOI · Paper page
  6. Krebs, 2010, Product integration of compact roll-to-roll processed polymer solar cell modules: methods and manufacture using flexographic printing, slot-die coating and rotary screen printing, J. Mater. Chem., 20, 8994, 10.1039/c0jm01178a · DOI
  7. Blankenburg, 2009, Reel-to-reel wet coating as an efficient up-scaling technique for the production of bulk-heterojunction polymer solar cells, Sol. Energy Mater. Sol. Cells, 93, 476, 10.1016/j.solmat.2008.12.013 · DOI
  8. Razza, 2016, Research update: large-area deposition, coating, printing, and processing techniques for the upscaling of perovskite solar cell technology, APL Mater., 4, 091508, 10.1063/1.4962478 · DOI
  9. Espinosa, 2011, A life cycle analysis of polymer solar cell modules prepared using roll-to-roll methods under ambient conditions, Sol. Energy Mater. Sol. Cells, 95, 1293, 10.1016/j.solmat.2010.08.020 · DOI
  10. Zimmermann, 2011, ITO-Free flexible inverted organic solar cell modules with high fill factor prepared by slot die coating, Sol. Energy Mater. Sol. Cells, 95, 1587, 10.1016/j.solmat.2010.11.025 · DOI
  11. Wu, 2013, Transparent conductive film by large area roll-to-roll processing, Thin Solid Films, 544, 427, 10.1016/j.tsf.2013.02.087 · DOI
  12. Kim, 2015, A one-step roll-to-roll process of stable AgNW/PEDOT:PSS solution using imidazole as a mild base for highly conductive and transparent films: optimizations and mechanisms, J. Mater. Chem. C, 3, 5859, 10.1039/C5TC00801H · DOI
  13. Shin, 2016, A 250-Mm-width, flexible, and continuous roll-to-roll slot-die coated carbon nanotube/silver nanowire film fabrication and a study on the effect of anti-reflective overcoat, Thin Solid Films, 598, 95, 10.1016/j.tsf.2015.12.004 · DOI
  14. Liu, 2017, Improvement of lithium-ion battery performance by two-layered slot-die coating operation, Energy Technol., 5, 1235, 10.1002/ente.201600536 · DOI
  15. Chen, 2016, Improvement of lithium-ion battery performance using a two-layered cathode by simultaneous slot-die coating, J. Energy Storage, 5, 156, 10.1016/j.est.2015.12.008 · DOI
  16. Mohanty, 2014, Non-destructive evaluation of slot-die-coated lithium secondary battery electrodes by in-line laser Caliper and IR thermography methods †, Anal. Methods, 6, 674, 10.1039/C3AY41140K · DOI
  17. Schmitt, 2013, Slot-die processing of lithium-ion battery electrodes-coating window characterization, Chem. Eng. Process., 68, 32, 10.1016/j.cep.2012.10.011 · DOI
  18. Jensen, 2012, Manufacture and demonstration of organic photovoltaic-powered electrochromic displays using roll coating methods and printable electrolytes, J. Polym. Sci., Part B: Polym. Phys., 50, 536, 10.1002/polb.23038 · DOI
  19. Sandstrom, 2012, Ambient fabrication of flexible and large-area organic light-emitting devices using slot-die coating, Nat. Commun., 3, 1002, 10.1038/ncomms2002 · DOI
  20. Søndergaard, 2013, Fast printing of thin, large area, ITO free electrochromics on flexible barrier foil, J. Polym. Sci., Part B: Polym. Phys., 51, 132, 10.1002/polb.23189 · DOI
  21. Garner, 2014, Ultra-slim flexible glass for roll-to-roll electronic device fabrication, Appl. Phys. A Mater. Sci. Process., 116, 403, 10.1007/s00339-014-8468-2 · DOI
  22. Burdzik, 2018, Homogeneity analysis of square meter-sized electrodes for PEM electrolysis and PEM fuel cells, J. Coatings Technol. Res., 15, 1423, 10.1007/s11998-018-0074-3 · DOI
  23. Takahashi, 2015, Analysis of the Microstructure Formation Process and Its Influence on the Performance of Polymer Electrolyte Fuel-Cell Catalyst Layers, ChemElectroChem, 2, 1560, 10.1002/celc.201500131 · DOI · Paper page
  24. Schunk, 2013, GOMA 6.0: a full-newton finite element program for free and moving boundary problems with coupled fluid/solid momentum, energy, mass, and chemical species transport: user’s guide, Albuquerque
  25. Fowkes, 1964, Attractive forces at interfaces, Ind. Eng. Chem., 56, 40, 10.1021/ie50660a008 · DOI
  26. Ding, 2016, A review of the operating limits in slot die coating processes, AIChE J., 62, 2508, 10.1002/aic.15268 · DOI
  27. Romero, 2004, Low-flow limit in slot coating of dilute solutions of high molecular weight polymer, J. Nonnewton. Fluid Mech., 118, 137, 10.1016/j.jnnfm.2004.03.004 · DOI
  28. Malakhov, 2019, Mechanics of the low-flow limit in slot-die coating with no vacuum, AIChE J., 65, e16593, 10.1002/aic.16593 · DOI
  29. Carvalho, 2000, Low-flow limit in slot coating: theory and experiments, AIChE J., 46, 1907, 10.1002/aic.690461003 · DOI
  30. Sackinger, 1996, A Newton-Raphson pseudo-solid domain mapping technique for free and moving boundary problems, Finite Element Implement., 125, 83
  31. Higgins, 1980, Capillary pressure and viscous pressure drop set bounds on coating bead operability, Chem. Eng. Sci., 35, 673, 10.1016/0009-2509(80)80018-2 · DOI
  32. Koh, 2012, Operability window of slot coating using viscocapillary model for Carreau-type coating liquids, Korea Aust. Rheol. J., 24, 137, 10.1007/s13367-012-0016-z · DOI
  33. Kierzenka, 2008, A BVP solver that controls residual and error, J. Numer. Anal. Ind. Appl. Math., 3, 27
  34. Maza, 2015, Transient response of two-layer slot coating flows to periodic disturbances, AIChE J., 61, 1699, 10.1002/aic.14734 · DOI

Metadata

Authors
Creel, E. B., Tjiptowidjojo, K., Alex Lee, J., Livingston, K. M., Randall Schunk, P., Bell, N. S., Serov, A., & Wood III, D. L.
Affiliations
  • Oak Ridge National Laboratory (US)
  • University of New Mexico (US)
  • Sandia National Laboratories (US)
Venue
Journal of Colloid and Interface Science
Publisher
Elsevier BV
Published
2022-03
Volume
610
Pages
474-485
ISSN
0021-9797 (ISSN-L)
OpenAlex
W3211599356
Cited by
67
References
43
Citations by year
2026: 21 · 2025: 12 · 2024: 12 · 2023: 15 · 2022: 7
FWCI
2.50
Type
journal article
Language
en
Open access
Locations
  • Journal of Colloid and Interface Science (acceptedVersion)
  • PubMed (publishedVersion)
  • OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
Funders
  • National Nuclear Security Administration (DE-EE0008323, DE-NA0003525)
  • Sandia National Laboratories
  • US Department of Energy
  • Office of Energy Efficiency and Renewable Energy
Topics
  • Physical Sciences › Engineering › Electrical and Electronic Engineering › Fuel Cells and Related Materials
  • Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Electrocatalysts for Energy Conversion
  • Physical Sciences › Engineering › Electrical and Electronic Engineering › Nanomaterials and Printing Technologies
Keywords
slot-die coating, roll-to-roll coating, proton exchange membrane fuel cells, cathode catalyst layer, gas diffusion layer, ink rheology, coating uniformity, ink concentration, platinum loading, fuel cell cost reduction

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Slot-die-coating operability windows for polymer electrolyte membrane fuel cell cathode catalyst layers. https://app.cochat.ai/papers/10.1016/j.jcis.2021.11.047
The paper
Creel, E. B., Tjiptowidjojo, K., Alex Lee, J., Livingston, K. M., Randall Schunk, P., Bell, N. S., Serov, A., & Wood III, D. L. (2022). Slot-die-coating operability windows for polymer electrolyte membrane fuel cell cathode catalyst layers. Journal of Colloid and Interface Science. https://doi.org/10.1016/j.jcis.2021.11.047