Systems and methods for screening particle source manufacturing and development test data
Abstract
A computing system obtains test data for a particle source. The test data was generated by the particle source when the particle source was caused to emit particles. The test data comprises a first set of measurements of a first type and a second set of measurements of a second type. The computing system applies a data agnostic predictive model to the test data. The data agnostic predictive model is generated without a parametric analysis of variables of the first type and variables of the second type. The data agnostic predictive model outputs, based upon the test data, a value that is indicative of whether or not the test data is abnormal. Based upon the value, the computing system outputs an indication that the particle source was operating sub-optimally when emitting the particles.
- Inventors:
- Issue Date:
- Research Org.:
- Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 2222079
- Patent Number(s):
- 11719727
- Application Number:
- 17/172,353
- Assignee:
- National Technology & Engineering Solutions of Sandia, LLC (Albuquerque, NM)
- DOE Contract Number:
- NA0003525
- Resource Type:
- Patent
- Resource Relation:
- Patent File Date: 02/10/2021
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Multari, Rosalie A., Ray, Jaideep, Miller, Lisa Michelle, Cummings, Jr., Paul Girard, Ferrizz, Robert, Walla, Lisa A., Patel, Nishant Bhupendra, Martin, Shawn, and Co, Curtis. Systems and methods for screening particle source manufacturing and development test data. United States: N. p., 2023.
Web.
Multari, Rosalie A., Ray, Jaideep, Miller, Lisa Michelle, Cummings, Jr., Paul Girard, Ferrizz, Robert, Walla, Lisa A., Patel, Nishant Bhupendra, Martin, Shawn, & Co, Curtis. Systems and methods for screening particle source manufacturing and development test data. United States.
Multari, Rosalie A., Ray, Jaideep, Miller, Lisa Michelle, Cummings, Jr., Paul Girard, Ferrizz, Robert, Walla, Lisa A., Patel, Nishant Bhupendra, Martin, Shawn, and Co, Curtis. Tue .
"Systems and methods for screening particle source manufacturing and development test data". United States. https://www.osti.gov/servlets/purl/2222079.
@article{osti_2222079,
title = {Systems and methods for screening particle source manufacturing and development test data},
author = {Multari, Rosalie A. and Ray, Jaideep and Miller, Lisa Michelle and Cummings, Jr., Paul Girard and Ferrizz, Robert and Walla, Lisa A. and Patel, Nishant Bhupendra and Martin, Shawn and Co, Curtis},
abstractNote = {A computing system obtains test data for a particle source. The test data was generated by the particle source when the particle source was caused to emit particles. The test data comprises a first set of measurements of a first type and a second set of measurements of a second type. The computing system applies a data agnostic predictive model to the test data. The data agnostic predictive model is generated without a parametric analysis of variables of the first type and variables of the second type. The data agnostic predictive model outputs, based upon the test data, a value that is indicative of whether or not the test data is abnormal. Based upon the value, the computing system outputs an indication that the particle source was operating sub-optimally when emitting the particles.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {2023},
month = {8}
}
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Works referenced in this record:
Radiation imaging system and apparatus and method for detecting defective pixel
patent, November 2013
- Tada, Takuji
- US Patent Document 8,591,108
Detection of Pesticides and Dioxins in Tissue Fats and Rendering Oils Using Laser-Induced Breakdown Spectroscopy (LIBS)
journal, February 2013
- Multari, Rosalie A.; Cremers, David A.; Scott, Thomas
- Journal of Agricultural and Food Chemistry, Vol. 61, Issue 10
Detection of Biological Contaminants on Foods and Food Surfaces Using Laser-Induced Breakdown Spectroscopy (LIBS)
journal, August 2013
- Multari, Rosalie A.; Cremers, David A.; Dupre, Jo Anne M.
- Journal of Agricultural and Food Chemistry, Vol. 61, Issue 36
Methods for Detecting Parasites, Viruses, Bacteria and Drugs in Human and Animal Blood and Cerebral Spinal Fluid, Using Laser-Induced Breakdown Spectroscopy
patent-application, December 2014
- Multari, Rosalie A.; Cremers, David A.
- US Patent Application 14/303313; 20140368819
High speed X-ray microscope
patent, May 2017
- Adler, David L.; Adler, Benjamin Thomas; Babian, Freddie Erich
- US Patent Document 9,646,732
The Use of Laser-Induced Breakdown Spectroscopy for Distinguishing between Bacterial Pathogen Species and Strains
journal, July 2010
- Multari, Rosalie A.; Cremers, David A.; Dupre, Joanne M.
- Applied Spectroscopy, Vol. 64, Issue 7
Proof of Principle for a Real-Time Pathogen Isolation Media Diagnostic: The Use of Laser-Induced Breakdown Spectroscopy to Discriminate Bacterial Pathogens and Antimicrobial-ResistantStaphylococcus aureusStrains Grown on Blood Agar
journal, January 2013
- Multari, Rosalie A.; Cremers, David A.; Bostian, Melissa L.
- Journal of Pathogens, Vol. 2013
Use of laser-induced breakdown spectroscopy for the differentiation of pathogens and viruses on substrates
journal, February 2012
- Multari, Rosalie A.; Cremers, David A.; Bostian, Melissa L.
- Applied Optics, Vol. 51, Issue 7
Methods for forming recognition algorithms for laser-induced breakdown spectroscopy
patent, February 2014
- Multari, Rosalie A.; Cremers, David A.
- US Patent Document 8,655,807
Measuring Spherical and Chromatic Aberrations in Cathode Lens Electrode Microscopes
patent-application, July 2019
- Tromp, Rudolf M.
- US Patent Application 16/294017; 20190206655