skip to main content
US FlagAn official website of the United States government
dot gov icon
Official websites use .gov
A .gov website belongs to an official government organization in the United States.
https lock icon
Secure .gov websites use HTTPS
A lock ( lock ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites.

Explore Research Products in the PAR
It may take a few hours for recently added research products to appear in PAR search results.


  • Home
  • Search Results
  • Page 1 of 3

Search for: All records

Award ID contains: 1653525

Note: When clicking on a Digital Object Identifier (DOI) number, you will be taken to an external site maintained by the publisher. Some full text articles may not yet be available without a charge during the embargo (administrative interval).
What is a DOI Number?

Some links on this page may take you to non-federal websites. Their policies may differ from this site.

  1. ; ; (, International Conference on Microwave Photonics)
    Accepted Manuscript Full Text Available
  2. ; (, SPIE)
    Hagan, David J.; McKee, Michael (Ed.)
  3. ; (, Education and Training in Optics and Photonics)
    Accepted Manuscript Full Text Available
  4. ; ; (, International Conference on Microwave Photonics)
    Full Text Available 
  5. ; ; (, International Conference on Microwave Photonics)
    Accepted Manuscript Full Text Available
  6. ; (, Optics Letters)
    In this Letter, an unsupervised-learning platform—generative adversarial network (GAN)—is proposed for experimental data augmentation in a deep-learning assisted photonic-based instantaneous microwave frequency measurement (IFM) system. Only 75 sets of experimental data are required and the GAN can augment the small amount of data into 5000 sets of data for training the deep learning model. Furthermore, frequency measurement error of the estimated frequency has improved by an order of magnitude from 50 MHz to 5 MHz. The proposed use of GAN effectively reduces the amount of experimental data needed by 98.75% and reduces measurement error by 10 times. 
    more » « less
  7. ; ; (, IEEE Photonics Technology Letters)
    Full Text Available 
  8. ; (, Photonics in Switching and Computing)
    Full Text Available 
  9. ; (, IEEE Research and Applications of Photonics in Defense Conference (RAPID))
    Full Text Available 
  10. (, Conference on Lasers and Electro-Optics)
    Full Text Available