Data supporting the manuscript "Nanometer Scale Imaging to Develop Quantitative Descriptors of Bipolar Membrane Junction Structure"
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-RamÃrez, 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 -
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
Original Source
https://data.nlr.gov/submissions/328Research Areas
Keywords
bipolar membranes, atomic force microscopy, image analysis, electrodialysis, junction morphology, nanoscale characterizationDOE Project Details
Project Name Liquid Sunlight Alliance Fuels from Sunlight Hub
Project Number DE-SC0021266

