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Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure"

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This dataset contains atomic force microscopy images associated with the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure" by Maria Kelly, Emily R. Dunn, Ellis A. Spickermann, Josephine N. Gruber, César A. Lasalde-Ramírez, P. N. Romero Zavala, Éowyn Lucas, Ankur Gupta, Harry A. Atwater, and Wilson A. Smith. The dataset contains both raw images as well as segmented images produced by the image processing workflow described in the manuscript.  A readme file and meta data file are included to provide additional details regarding the sample identity, image acquisition parameters, and file naming scheme.

Citation Formats

TY - DATA AB - This dataset contains atomic force microscopy images associated with the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure" by Maria Kelly, Emily R. Dunn, Ellis A. Spickermann, Josephine N. Gruber, César A. Lasalde-Ramírez, P. N. Romero Zavala, Éowyn Lucas, Ankur Gupta, Harry A. Atwater, and Wilson A. Smith. The dataset contains both raw images as well as segmented images produced by the image processing workflow described in the manuscript.  A readme file and meta data file are included to provide additional details regarding the sample identity, image acquisition parameters, and file naming scheme. AU - Kelly, Maria A2 - Dunn, Emily R. A3 - Spickermann, Ellis A. A4 - Gruber, Josephine N. A5 - Lasalde-Ramirez, Cesar A. A6 - Romero Zavala, P. N. A7 - Lucas, Eowyn A8 - Gupta, Ankur A9 - Atwater, Harry A. A10 - Smith, Wilson DB - Open Energy Data Initiative (OEDI) DP - Open EI | National Laboratory of the Rockies DO - KW - bipolar membranes KW - atomic force microscopy KW - image analysis KW - electrodialysis KW - junction morphology KW - nanoscale characterization LA - English DA - 2026/06/24 PY - 2026 PB - National Laboratory of the Rockies, University of Colorado Boulder T1 - Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure" UR - https://data.openei.org/submissions/8715 ER -
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Kelly, Maria, et al. Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure". National Laboratory of the Rockies, University of Colorado Boulder, 24 June, 2026, NREL. https://data.nlr.gov/submissions/328.
Kelly, M., Dunn, E., Spickermann, E., Gruber, J., Lasalde-Ramirez, C., Romero Zavala, P., Lucas, E., Gupta, A., Atwater, H., & Smith, W. (2026). Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure". [Data set]. NREL. National Laboratory of the Rockies, University of Colorado Boulder. https://data.nlr.gov/submissions/328
Kelly, Maria, Emily R. Dunn, Ellis A. Spickermann, Josephine N. Gruber, Cesar A. Lasalde-Ramirez, P. N. Romero Zavala, Eowyn Lucas, Ankur Gupta, Harry A. Atwater, and Wilson Smith. Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure". National Laboratory of the Rockies, University of Colorado Boulder, June, 24, 2026. Distributed by NREL. https://data.nlr.gov/submissions/328
@misc{OEDI_Dataset_8715, title = {Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure"}, author = {Kelly, Maria and Dunn, Emily R. and Spickermann, Ellis A. and Gruber, Josephine N. and Lasalde-Ramirez, Cesar A. and Romero Zavala, P. N. and Lucas, Eowyn and Gupta, Ankur and Atwater, Harry A. and Smith, Wilson}, abstractNote = {This dataset contains atomic force microscopy images associated with the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure" by Maria Kelly, Emily R. Dunn, Ellis A. Spickermann, Josephine N. Gruber, César A. Lasalde-Ramírez, P. N. Romero Zavala, Éowyn Lucas, Ankur Gupta, Harry A. Atwater, and Wilson A. Smith. The dataset contains both raw images as well as segmented images produced by the image processing workflow described in the manuscript. \ A readme file and meta data file are included to provide additional details regarding the sample identity, image acquisition parameters, and file naming scheme.}, url = {https://data.nlr.gov/submissions/328}, year = {2026}, howpublished = {NREL, National Laboratory of the Rockies, University of Colorado Boulder, https://data.nlr.gov/submissions/328}, note = {Accessed: 2026-08-09} }

Details

Data from Jun 24, 2026

Last updated Jun 24, 2026

Submitted Jun 24, 2026

Organization

National Laboratory of the Rockies, University of Colorado Boulder

Contact

Maria Kelly

Authors

Maria Kelly

National Laboratory of the Rockies, University of Colorado Bou...

Emily R. Dunn

California Institute of Technology

Ellis A. Spickermann

California Institute of Technology

Josephine N. Gruber

National Laboratory of the Rockies

Cesar A. Lasalde-Ramirez

California Institute of Technology

P. N. Romero Zavala

University of Colorado Boulder

Eowyn Lucas

California Institute of Technology

Ankur Gupta

University of Colorado Boulder

Harry A. Atwater

California Institute of Technology

Wilson Smith

National Laboratory of the Rockies, University of Colorado Bou...

Research Areas

DOE Project Details

Project Name Liquid Sunlight Alliance Fuels from Sunlight Hub

Project Number DE-SC0021266

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