Dr. Steven P. Brumby Profile

Dr. Steven P. Brumby

SPIE Involvement:

Author

Publications (40)

Proceedings Article | 4 October 2023 Presentation + Paper

AI-powered automated landscape monitoring at global scale

Mark Hannel, Erin Glennie, Brendan McAndrew, Steven Brumby, Amy Larson, Mark Mathis, Peter Kerins, Joseph Mazzariello, Megan Hansen, Gracie Ermi

Proceedings Volume 12675, 1267507 (2023) https://doi.org/10.1117/12.2683797

KEYWORDS: Education and training, Land cover, Data modeling, Clouds, Vegetation, Reflectivity, Image processing, Taxonomy, Satellites, Temporal resolution

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Proceedings Article | 8 June 2018 Paper

Satellite imagery analysis for automated global food security forecasting

Daniela Moody, Steven Brumby, Rick Chartrand, Ryan Keisler, Mark Mathis, Carly Beneke, David Nicholaeff, Samuel Skillman, Michael Warren, Justin Poehnelt

Proceedings Volume 10644, 1064429 (2018) https://doi.org/10.1117/12.2315960

KEYWORDS: Satellite imaging, Earth observing sensors, Satellites, Image analysis, Defense and security, Analytical research

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Proceedings Article | 5 May 2017 Paper

Crop classification using temporal stacks of multispectral satellite imagery

Daniela Moody, Steven Brumby, Rick Chartrand, Ryan Keisler, Nathan Longbotham, Carly Mertes, Samuel Skillman, Michael Warren

Proceedings Volume 10198, 101980G (2017) https://doi.org/10.1117/12.2262804

KEYWORDS: Spatial resolution, Data modeling, Satellite communications, Image classification, Satellites, Satellite imaging, Earth observing sensors, Landsat, Agriculture, Multispectral imaging, Sensors, Remote sensing, Clouds

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SPIE Journal Paper | 9 December 2014 Open Access

Land cover classification in multispectral imagery using clustering of sparse approximations over learned feature dictionaries

Daniela Moody, Steven Brumby, Joel Rowland, Garrett Altmann

JARS, Vol. 8, Issue 01, 084793, (December 2014) https://doi.org/10.1117/12.10.1117/1.JRS.8.084793

KEYWORDS: Associative arrays, Image classification, Multispectral imaging, Spatial resolution, Satellites, Satellite imaging, Earth observing sensors, Vegetation, Image processing, Feature extraction

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Proceedings Article | 13 June 2014 Paper

Automatic detection of pulsed radio frequency (RF) targets using sparse representations in undercomplete learned dictionaries

Daniela Moody, David Smith, Steven Brumby

Proceedings Volume 9090, 90900C (2014) https://doi.org/10.1117/12.2049845

KEYWORDS: Associative arrays, Signal to noise ratio, Target detection, Target recognition, Interference (communication), Chemical elements, Detection and tracking algorithms, Signal processing, Feature extraction, Stochastic processes

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Proceedings Article | 22 May 2014 Paper

Land cover classification in multispectral satellite imagery using sparse approximations on learned dictionaries

Daniela Moody, Steven Brumby, Joel Rowland, Garrett Altmann

Proceedings Volume 9124, 91240Y (2014) https://doi.org/10.1117/12.2049843

KEYWORDS: Associative arrays, Satellites, Spatial resolution, Image classification, Earth observing sensors, Satellite imaging, Vegetation, Multispectral imaging, Feature extraction, Soil science

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Proceedings Article | 29 May 2013 Paper

Decoupling sparse coding of SIFT descriptors for large-scale visual recognition

Zhengping Ji, James Theiler, Rick Chartrand, Garrett Kenyon, Steven Brumby

Proceedings Volume 8750, 87500K (2013) https://doi.org/10.1117/12.2018204

KEYWORDS: Associative arrays, Visualization, Detection and tracking algorithms, Image classification, Algorithm development, Evolutionary algorithms, Scanning probe microscopy, Optimization (mathematics), Databases, Image segmentation

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Proceedings Article | 18 May 2013 Paper

Undercomplete learned dictionaries for land cover classification in multispectral imagery of Arctic landscapes using CoSA: clustering of sparse approximations

Daniela Moody, Steven Brumby, Joel Rowland, Chandana Gangodagamage

Proceedings Volume 8743, 87430B (2013) https://doi.org/10.1117/12.2016135

KEYWORDS: Associative arrays, Image classification, Satellites, Earth observing sensors, Spatial resolution, Satellite imaging, RGB color model, Vegetation, Multispectral imaging, Image resolution

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Proceedings Article | 19 October 2012 Paper

Learning sparse discriminative representations for land cover classification in the Arctic

Daniela Moody, Steven Brumby, Joel Rowland, Chandana Gangodagamage

Proceedings Volume 8514, 85140Q (2012) https://doi.org/10.1117/12.930182

KEYWORDS: Associative arrays, Spatial resolution, Satellites, Image classification, Satellite imaging, Vegetation, Earth observing sensors, Remote sensing, RGB color model, Detection and tracking algorithms

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Proceedings Article | 27 September 2011 Paper

Radio frequency (RF) transient classification using sparse representations over learned dictionaries

Daniela Moody, Steven Brumby, Kary Myers, Norma Pawley

Proceedings Volume 8138, 81381S (2011) https://doi.org/10.1117/12.898894

KEYWORDS: Associative arrays, Signal to noise ratio, Interference (communication), Chemical elements, Surveillance, Remote sensing, Detection and tracking algorithms, Evolutionary algorithms, Feature extraction

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Proceedings Article | 7 June 2011 Paper

Image fusion for remote sensing using fast, large-scale neuroscience models

Steven Brumby

Proceedings Volume 8064, 806402 (2011) https://doi.org/10.1117/12.884447

KEYWORDS: Associative arrays, Visual process modeling, Visual cortex, Neurons, Satellite imaging, Earth observing sensors, Satellites, Data modeling, Chemical species, Image fusion

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Proceedings Article | 4 June 2011 Paper

Classification of transient signals using sparse representations over adaptive dictionaries

Daniela Moody, Steven Brumby, Kary Myers, Norma Pawley

Proceedings Volume 8058, 805804 (2011) https://doi.org/10.1117/12.883341

KEYWORDS: Associative arrays, Detection and tracking algorithms, Chemical species, Wavelets, Interference (communication), Image classification, Data modeling, Signal processing, Surveillance, Feature extraction

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Proceedings Article | 28 April 2010 Paper

Capturing dynamics on multiple time scales: a multilevel fusion approach for cluttered electromagnetic data

Steven Brumby, Kary Myers, Norma Pawley

Proceedings Volume 7710, 771002 (2010) https://doi.org/10.1117/12.850199

KEYWORDS: Chemical species, Feature extraction, Electromagnetism, Detection and tracking algorithms, Process modeling, Signal to noise ratio, Associative arrays, Data fusion, Radar

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Proceedings Article | 28 April 2009 Paper

Detection of facilities in satellite imagery using semi-supervized image classification and auxiliary contextual observables

Neal Harvey, C. Ruggiero, N. Pawley, B. MacDonald, A. Oyer, L. Balick, S. Brumby

Proceedings Volume 7341, 73410Q (2009) https://doi.org/10.1117/12.819330

KEYWORDS: Detection and tracking algorithms, Algorithm development, Target detection, Buildings, Feature extraction, Satellite imaging, Earth observing sensors, Satellites, Target recognition, Image classification

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Proceedings Article | 3 October 2006 Paper

An expert lidar data analysis toolset for explosive debris plumes

Martin Pieck, John Stephens, Steven Brumby, Paul Pope, Ryan Channell, Eva Birnbaum

Proceedings Volume 6367, 63670E (2006) https://doi.org/10.1117/12.692452

KEYWORDS: LIDAR, Clouds, Video, Data analysis, Cameras, Backscatter, Explosives, MATLAB, Aerosols, Data acquisition

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Proceedings Article | 1 June 2005 Paper

Genie Pro: robust image classification using shape, texture, and spectral information

Simon Perkins, Kim Edlund, Diana Esch-Mosher, Damian Eads, Neal Harvey, Steven Brumby

Proceedings Volume 5806, (2005) https://doi.org/10.1117/12.604519

KEYWORDS: Image analysis, Image processing, Image classification, Roads, Evolutionary algorithms, Satellite imaging, Earth observing sensors, Satellites, Geographic information systems, Hyperspectral imaging

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Proceedings Article | 30 December 2003 Paper

Multimodal approach to feature extraction for image and signal learning problems

Damian Eads, Steven Williams, James Theiler, Reid Porter, Neal Harvey, Simon Perkins, Steven Brumby, Nancy David

Proceedings Volume 5200, (2003) https://doi.org/10.1117/12.506611

KEYWORDS: Image classification, Feature extraction, Computer programming, Binary data, Remote sensing, Genetics, Pattern recognition, Data modeling, Machine learning, Multispectral imaging

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Proceedings Article | 19 December 2002 Paper

Real-time detection of optical transients with RAPTOR

Konstantin Borozdin, Steven Brumby, Mark Galassi, Katherine McGowan, Daniel Starr, Thomas Vestrand, Robert White, Przemek Wozniak, James Wren

Proceedings Volume 4847, (2002) https://doi.org/10.1117/12.461102

KEYWORDS: Telescopes, Astronomy, Astronomical imaging, Cameras, Stars, Image quality, Image filtering, Photometry, Data processing, Data acquisition

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Proceedings Article | 27 November 2002 Paper

RAPTOR experiment: a system for monitoring the optical sky in real time

W. Vestrand, Konstantin Borozdin, Steven Brumby, Donald Casperson, Edward Fenimore, Mark Galassi, Katherine McGowan, Simon Perkins, William Priedhorsky, Daniel Starr, Robert White, Przemek Wozniak, James Wren

Proceedings Volume 4845, (2002) https://doi.org/10.1117/12.459515

KEYWORDS: Telescopes, Cameras, Imaging systems, Stars, Space telescopes, Robotics, Observatories, CCD cameras, Spatial resolution, Optical filters

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Proceedings Article | 27 November 2002 Paper

Distributed control system for rapid astronomical transient detection

James Wren, Konstantin Borozdin, Steven Brumby, Donald Casperson, Mark Galassi, Katherine McGowan, Daniel Starr, W. Vestrand, Robert White, Przemek Wozniak

Proceedings Volume 4845, (2002) https://doi.org/10.1117/12.459507

KEYWORDS: Telescopes, Observatories, Cameras, Image processing, Control systems, Data acquisition, Robotics, Space telescopes, Computer programming, Astronomy

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Proceedings Article | 21 November 2002 Paper

Applications of machine learning techniques in digital processing of images of the Martian surface

Catherine Plesko, Steven Brumby, John Armstrong, Elliot Ginder, Conway Leovy

Proceedings Volume 4790, (2002) https://doi.org/10.1117/12.453861

KEYWORDS: Mars, Image processing, Feature extraction, Machine learning, Binary data, Algorithm development, Genetic algorithms, Computer programming, Cameras, Genetics

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Proceedings Article | 8 November 2002 Paper

Evolving spatio-spectral feature extraction algorithms for hyperspectral imagery

Steven Brumby, Amy Galbraith

Proceedings Volume 4816, (2002) https://doi.org/10.1117/12.451692

KEYWORDS: Hyperspectral imaging, Algorithm development, Image processing, Feature extraction, Genetics, Computer programming, Imaging systems, Binary data, Image classification, Earth observing sensors

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Proceedings Article | 2 August 2002 Paper

Automated simultaneous multiple feature classification of MTI data

Neal Harvey, James Theiler, Lee Balick, Paul Pope, John Szymanski, Simon Perkins, Reid Porter, Steven Brumby, Jeffrey Bloch, Nancy David, Mark Galassi

Proceedings Volume 4725, (2002) https://doi.org/10.1117/12.478767

KEYWORDS: Image classification, Clouds, Classification systems, Image processing, Sulfur, Feature extraction, Image segmentation, Multispectral imaging, Thermography, Remote sensing

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Proceedings Article | 2 August 2002 Paper

Feature extraction from multiple data sources using genetic programming

John Szymanski, Steven Brumby, Paul Pope, Damian Eads, Diana Esch-Mosher, Mark Galassi, Neal Harvey, Hersey McCulloch, Simon Perkins, Reid Porter, James Theiler, Aaron Young, Jeffrey Bloch, Nancy David

Proceedings Volume 4725, (2002) https://doi.org/10.1117/12.478765

KEYWORDS: Feature extraction, Multispectral imaging, Genetics, Image processing, Computer programming, Data modeling, Sensors, Evolutionary algorithms, Machine learning, Remote sensing

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Proceedings Article | 25 January 2002 Paper

LOBSTER-ISS: an imaging x-ray all-sky monitor for the International Space Station

George Fraser, Adam Brunton, Nigel Bannister, James Pearson, Martin Ward, Tim Stevenson, D. Watson, Bob Warwick, S. Whitehead, Paul O'Brian, Nicholas White, Keith Jahoda, Kevin Black, Stanley Hunter, Phil Deines-Jones, William Priedhorsky, Steven Brumby, Konstantin Borozdin, Thomas Vestrand, A. Fabian, Keith Nugent, Andrew Peele, Thomas Irving, Steve Price, Steve Eckersley, Ian Renouf, Mark Smith, Arvind Parmar, I. McHardy, P. Uttley, Andrew Lawrence

Proceedings Volume 4497, (2002) https://doi.org/10.1117/12.454217

KEYWORDS: X-rays, Microchannel plates, Sensors, X-ray optics, X-ray astronomy, X-ray imaging, Gamma radiation, Galactic astronomy, Stars, Space telescopes

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Proceedings Article | 23 January 2002 Paper

Evolutionary computation and post wildfire land-cover mapping with multispectral imagery

Steven Brumby, Steven Koch, Leslie Hansen

Proceedings Volume 4545, (2002) https://doi.org/10.1117/12.453671

KEYWORDS: Landsat, Multispectral imaging, Remote sensing, Evolutionary algorithms, Image classification, Image processing, Binary data, Satellites, Machine learning, Earth observing sensors

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Proceedings Article | 17 January 2002 Paper

Automatic feature extraction for panchromatic Mars Global Surveyor Mars Orbiter camera imagery

Catherine Plesko, Steven Brumby, Conway Leovy

Proceedings Volume 4480, (2002) https://doi.org/10.1117/12.453333

KEYWORDS: Mars, Algorithm development, Evolutionary algorithms, Image processing, Feature extraction, Cameras, Genetic algorithms, Binary data, Image classification, Databases

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Proceedings Article | 17 January 2002 Paper

Evolving land cover classification algorithms for multispectral and multitemporal imagery

Steven Brumby, James Theiler, Jeffrey Bloch, Neal Harvey, Simon Perkins, John Szymanski, Aaron Young

Proceedings Volume 4480, (2002) https://doi.org/10.1117/12.453331

KEYWORDS: Landsat, Image classification, Remote sensing, Binary data, Multispectral imaging, Clouds, Image processing, Satellites, Machine learning, Earth observing sensors

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Proceedings Article | 20 August 2001 Paper

Support vector machines for broad-area feature classification in remotely sensed images

Simon Perkins, Neal Harvey, Steven Brumby, Kevin Lacker

Proceedings Volume 4381, (2001) https://doi.org/10.1117/12.437019

KEYWORDS: Image classification, Image processing, Machine learning, Remote sensing, Binary data, Classification systems, Multispectral imaging, Hyperspectral imaging, Satellite imaging, Earth observing sensors

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Proceedings Article | 20 August 2001 Paper

Evolving forest fire burn severity classification algorithms for multispectral imagery

Steven Brumby, Neal Harvey, Jeffrey Bloch, James Theiler, Simon Perkins, Aaron Young, John Szymanski

Proceedings Volume 4381, (2001) https://doi.org/10.1117/12.437013

KEYWORDS: Landsat, Image processing, Image classification, Remote sensing, Multispectral imaging, Genetic algorithms, Machine learning, Binary data, Satellites, Earth observing sensors

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Proceedings Article | 5 January 2001 Paper

Faster, better, cheaper metrology of lobster-eye (square-pore) optics

Thomas Irving, Andrew Peele, Keith Nugent, Steven Brumby

Proceedings Volume 4145, (2001) https://doi.org/10.1117/12.411639

KEYWORDS: X-rays, Metrology, Channel projecting optics, X-ray optics, Optics manufacturing, Data modeling, Charge-coupled devices, Optical metrology, Fabrication, Monte Carlo methods

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Proceedings Article | 5 January 2001 Paper

LIGA for lobster?

Andrew Peele, Thomas Irving, Keith Nugent, Derrick Mancini, Nicolai Moldovan, Todd Christenson, Robert Petre, Steven Brumby, William Priedhorsky

Proceedings Volume 4145, (2001) https://doi.org/10.1117/12.411641

KEYWORDS: Microchannel plates, X-rays, Image quality, Polymethylmethacrylate, Reflectivity, Metals, X-ray optics, Photomasks, Reflection, Telescopes

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Proceedings Article | 15 November 2000 Paper

MTI dense-cloud mask algorithm compared to a cloud mask evolved by a genetic algorithm and to the MODIS cloud mask

Karen Hirsch, Steven Brumby, Neal Harvey, Anthony Davis

Proceedings Volume 4132, (2000) https://doi.org/10.1117/12.406591

KEYWORDS: Clouds, MODIS, Genetic algorithms, Thermography, Space operations, Image processing, Evolutionary algorithms, Multispectral imaging, Atmospheric modeling, Near infrared

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Proceedings Article | 15 November 2000 Paper

Advanced processing for high-bandwidth sensor systems

John Szymanski, Phil Blain, Jeffrey Bloch, Christopher Brislawn, Steven Brumby, Maureen Cafferty, Mark Dunham, Janette Frigo, Maya Gokhale, Neal Harvey, Garrett Kenyon, Won-Ha Kim, J. Layne, Dominique Lavenier, Kevin McCabe, Melanie Mitchell, Kurt Moore, Simon Perkins, Reid Porter, S. Robinson, Alfonso Salazar, James Theiler, Aaron Young

Proceedings Volume 4132, (2000) https://doi.org/10.1117/12.406575

KEYWORDS: Digital signal processing, Field programmable gate arrays, Sensors, Signal processing, Image processing, Algorithm development, Reconfigurable computing, Image segmentation, Remote sensing, Feature extraction

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Proceedings Article | 15 November 2000 Paper

Parallel evolution of image processing tools for multispectral imagery

Neal Harvey, Steven Brumby, Simon Perkins, Reid Porter, James Theiler, Aaron Young, John Szymanski, Jeffrey Bloch

Proceedings Volume 4132, (2000) https://doi.org/10.1117/12.406611

KEYWORDS: Image processing, Binary data, Clocks, Multispectral imaging, Feature extraction, Computer architecture, Time metrology, Landsat, Genetic algorithms, Earth observing sensors

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Proceedings Article | 13 October 2000 Paper

GENIE: a hybrid genetic algorithm for feature classification in multispectral images

Simon Perkins, James Theiler, Steven Brumby, Neal Harvey, Reid Porter, John Szymanski, Jeffrey Bloch

Proceedings Volume 4120, (2000) https://doi.org/10.1117/12.403635

KEYWORDS: Image processing, Image classification, Genetic algorithms, Roads, Earth observing sensors, High resolution satellite images, Machine learning, Algorithm development, Image resolution, Neural networks

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Proceedings Article | 23 August 2000 Paper

Genetic algorithm for combining new and existing image processing tools for multispectral imagery

Steven Brumby, Neal Harvey, Simon Perkins, Reid Porter, John Szymanski, James Theiler, Jeffrey Bloch

Proceedings Volume 4049, (2000) https://doi.org/10.1117/12.410371

KEYWORDS: Image processing, Multispectral imaging, Genetic algorithms, Ions, Vegetation, Binary data, Visible radiation, Remote sensing, Evolutionary algorithms, Feature extraction

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Proceedings Article | 1 November 1999 Paper

Investigation of image feature extraction by a genetic algorithm

Steven Brumby, James Theiler, Simon Perkins, Neal Harvey, John Szymanski, Jeffrey Bloch, Melanie Mitchell

Proceedings Volume 3812, (1999) https://doi.org/10.1117/12.367697

KEYWORDS: Feature extraction, Genetic algorithms, Genetics, Remote sensing, Evolutionary algorithms, Image analysis, Computer programming, MODIS, Algorithm development, Image processing

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Proceedings Article | 27 October 1999 Paper

Evolving retrieval algorithms with a genetic programming scheme

James Theiler, Neal Harvey, Steven Brumby, John Szymanski, Steve Alferink, Simon Perkins, Reid Porter, Jeffrey Bloch

Proceedings Volume 3753, (1999) https://doi.org/10.1117/12.366303

KEYWORDS: Algorithm development, Genetics, Computer programming, Vegetation, Genetic algorithms, Remote sensing, Image processing, Data modeling, Sensors, Atmospheric modeling

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Proceedings Article | 31 August 1998 Paper

Square microchannel arrays for focusing neutrons and x rays

Alberto Cimmino, Brendan Allman, Steven Brumby, Thomas Irving, Anthony Klein, Keith Nugent, Ian Anderson, Peter Hoghoj, Andrew Peele

Proceedings Volume 3511, (1998) https://doi.org/10.1117/12.324327

KEYWORDS: X-rays, Microchannel plates, Glasses, Reflectivity, X-ray optics, Monte Carlo methods, Optical arrays, X-ray imaging, Reflection, Staring arrays

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Showing 5 of 40 publications

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