DOE Patents title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Wireless signal monitoring and analysis, and related methods, systems, and devices

Abstract

Wireless signal classifiers and systems that incorporate the same may include an energy-based detector configured to analyze an entire set of measurements and generate a first signal classification result, a cyclostationary-based detector configured to analyze less than the entire set of measurements and generate a second signal classification result; and a classification merger configured to merge the first signal classification result and the second signal classification result. Ensemble wireless signal classification and systems and devices the incorporate the same are disclosed. Some ensemble wireless signal classification may include energy-based classification processes and machine learning-based classification processes. In some embodiments, incremental machine learning techniques may be incorporated to add new machine learning-based classifiers to a system or update existing machine learning-based classifiers.

Inventors:
; ; ; ;
Issue Date:
Research Org.:
Idaho National Laboratory (INL), Idaho Falls, ID (United States); Univ. of Utah, Salt Lake City, UT (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1892625
Patent Number(s):
11251889
Application Number:
16/569,565
Assignee:
Battelle Energy Alliance, LLC (Idaho Falls, ID); University of Utah Research Foundation (Salt Lake City, UT)
Patent Classifications (CPCs):
G - PHYSICS G06 - COMPUTING G06N - COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
H - ELECTRICITY H04 - ELECTRIC COMMUNICATION TECHNIQUE H04B - TRANSMISSION
DOE Contract Number:  
AC07-05ID14517
Resource Type:
Patent
Resource Relation:
Patent File Date: 09/12/2019
Country of Publication:
United States
Language:
English

Citation Formats

Derr, Kurt W., Ramirez, Samuel, Kasera, Sneha K., Becker, Christopher D., and Baset, Aniqua Z. Wireless signal monitoring and analysis, and related methods, systems, and devices. United States: N. p., 2022. Web.
Derr, Kurt W., Ramirez, Samuel, Kasera, Sneha K., Becker, Christopher D., & Baset, Aniqua Z. Wireless signal monitoring and analysis, and related methods, systems, and devices. United States.
Derr, Kurt W., Ramirez, Samuel, Kasera, Sneha K., Becker, Christopher D., and Baset, Aniqua Z. Tue . "Wireless signal monitoring and analysis, and related methods, systems, and devices". United States. https://www.osti.gov/servlets/purl/1892625.
@article{osti_1892625,
title = {Wireless signal monitoring and analysis, and related methods, systems, and devices},
author = {Derr, Kurt W. and Ramirez, Samuel and Kasera, Sneha K. and Becker, Christopher D. and Baset, Aniqua Z.},
abstractNote = {Wireless signal classifiers and systems that incorporate the same may include an energy-based detector configured to analyze an entire set of measurements and generate a first signal classification result, a cyclostationary-based detector configured to analyze less than the entire set of measurements and generate a second signal classification result; and a classification merger configured to merge the first signal classification result and the second signal classification result. Ensemble wireless signal classification and systems and devices the incorporate the same are disclosed. Some ensemble wireless signal classification may include energy-based classification processes and machine learning-based classification processes. In some embodiments, incremental machine learning techniques may be incorporated to add new machine learning-based classifiers to a system or update existing machine learning-based classifiers.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {2022},
month = {2}
}

Works referenced in this record:

System and Method for Policy-Based Spectrum Management
patent-application, March 2015


Sparse Auditory Reproducing Kernel (Spark) Features for Noise-Robust Speech and Speaker Recognition
patent-application, November 2013


Cognitive radio methodology, physical layer policies and machine learning
patent-application, October 2013


RFDump
conference, January 2009

  • Lakshminarayanan, Kaushik; Sapra, Samir; Seshan, Srinivasan
  • Proceedings of the 5th international conference on Emerging networking experiments and technologies - CoNEXT '09
  • https://doi.org/10.1145/1658939.1658968

Method and Apparatus for Selecting Reference Signal Tones for Decoding a Channel
patent-application, October 2012


Dof
journal, August 2011


Light-controlled electrokinetic assembly of particles near surfaces
patent-application, January 2017


Attenuating Noise in Seismic Data
patent-application, June 2009


Transceiver Operating in a Wireless Communications Network, a System and Method for Transmission in the Network
patent-application, April 2014


Apparatus and method for performing properizing frequency shift (p-FRESH) vectorizing
patent-application, December 2013


Subscriber-specific tracing in communications
patent-application, March 2015


Cognitive networked electronic warfare
patent, July 2013


Methods for detecting and classifying signals transmitted over a radio frequency spectrum
patent-application, February 2009


Hybrid cooperative spectrum sensing with cyclostationary detection for cognitive radio networks
conference, December 2016


Exploiting multiple antennas for spectrum sensing in cognitive radio networks
patent-application, October 2010