Autonomous sense and guide machine learning system
Abstract
A system for generating a machine learning system to generate guidance information based on locations of objects is provided. The system accesses training data that includes training time-of-arrival (“TOA”) information of looks and guidance information for each look. The guidance information is based on a training collection of object locations. The TOA of a look represents, for each object location of a training collection of object locations, times between signals transmitted by transmitters and return signals received by receivers. The return signals represent signals reflected from an object at the object location. The system trains a machine learning system using the training data wherein the machine learning system inputs TOA information and outputs guidance information.
- Inventors:
- Issue Date:
- Research Org.:
- Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1998524
- Patent Number(s):
- 11685050
- Application Number:
- 16/697,652
- Assignee:
- Lawrence Livermore National Security, LLC (Livermore, CA)
- DOE Contract Number:
- AC52-07NA27344
- Resource Type:
- Patent
- Resource Relation:
- Patent File Date: 11/27/2019
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Beer, N. Reginald, Chambers, David H., and Mast, Jeffrey Edward. Autonomous sense and guide machine learning system. United States: N. p., 2023.
Web.
Beer, N. Reginald, Chambers, David H., & Mast, Jeffrey Edward. Autonomous sense and guide machine learning system. United States.
Beer, N. Reginald, Chambers, David H., and Mast, Jeffrey Edward. Tue .
"Autonomous sense and guide machine learning system". United States. https://www.osti.gov/servlets/purl/1998524.
@article{osti_1998524,
title = {Autonomous sense and guide machine learning system},
author = {Beer, N. Reginald and Chambers, David H. and Mast, Jeffrey Edward},
abstractNote = {A system for generating a machine learning system to generate guidance information based on locations of objects is provided. The system accesses training data that includes training time-of-arrival (“TOA”) information of looks and guidance information for each look. The guidance information is based on a training collection of object locations. The TOA of a look represents, for each object location of a training collection of object locations, times between signals transmitted by transmitters and return signals received by receivers. The return signals represent signals reflected from an object at the object location. The system trains a machine learning system using the training data wherein the machine learning system inputs TOA information and outputs guidance information.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {2023},
month = {6}
}
Works referenced in this record:
Method and apparatus for deploying equipment of a communication system
patent, November 2018
- Liu, Ken; Barzegar, Farhad; Gerszberg, Irwin
- US Patent Document 10,139,820
Offshore Seismic Monitoring System and Method
patent-application, November 2015
- Brizard, Thierry; Rodriguez, Salvador
- US Patent Application 14/648496; 20150316675
UDP identification and error mitigation in toa-based indoor localization systems using neural network architecture
journal, July 2009
- Heidari, Mohammad; Alsindi, Nayef; Pahlavan, Kaveh
- IEEE Transactions on Wireless Communications, Vol. 8, Issue 7
Method and apparatus for providing power using an inductive coupling
patent, February 2021
- Britz, David M.; Bennett, Robert; Henry, Paul Shala
- US Patent Document 10,916,969
Method and apparatus for controlling an unmanned aircraft
patent, January 2019
- Barnickel, Donald J.; Beattie, JR., James Gordon; Liu, Ken
- US Patent Document 10,168,695
Communication Method, Communication Device, and Transmitter
patent-application, October 2019
- Aoyama, Hideki; Oshima, Mitsuaki
- US Patent Application 16/370764; 20190334619
Network Autonomous Wireless
patent-application, October 2010
- Bull, Jeffrey F.; Ward, Matthew L.
- US Patent Application 12/4283252; 20100273504
Pose detection and control of unmanned underwater vehicles (UUVs) utilizing an optical detector array
patent, January 2019
- Celikkol, Barbaros; Eren, Firat; Pe'eri, Shachak
- US Patent Document 10,183,732