Systems, methods, and devices having databases and automated reports for electronic spectrum management
David William Kleinbeck, Lees Summit, MO (US); Ronald C. Dzierwa, Baltimore, MD (US); and Daniel Carbajal, Severna Park, MD (US)
Assigned to Digital Global Systems, Inc., Tysons Corner, VA (US)
Filed by Digital Global Systems, Inc., Tysons Corner, VA (US)
Filed on Mar. 5, 2025, as Appl. No. 19/071,161.
Application 19/071,161 is a continuation of application No. 18/432,762, filed on Feb. 5, 2024, granted, now 12,284,538.
Application 18/432,762 is a continuation of application No. 18/142,892, filed on May 3, 2023, granted, now 11,930,382, issued on Mar. 12, 2024.
Application 18/142,892 is a continuation of application No. 17/579,192, filed on Jan. 19, 2022, granted, now 11,647,409, issued on May 9, 2023.
Application 17/579,192 is a continuation of application No. 17/191,215, filed on Mar. 3, 2021, granted, now 11,234,146, issued on Jan. 25, 2022.
Application 17/191,215 is a continuation of application No. 16/692,444, filed on Nov. 22, 2019, granted, now 10,945,146, issued on Mar. 9, 2021.
Application 16/692,444 is a continuation of application No. 16/353,811, filed on Mar. 14, 2019, granted, now 10,492,091, issued on Nov. 26, 2019.
Application 16/353,811 is a continuation of application No. 15/681,540, filed on Aug. 21, 2017, granted, now 10,237,770, issued on Mar. 19, 2019.
Application 15/681,540 is a continuation in part of application No. 15/496,660, filed on Apr. 25, 2017, granted, now 10,257,727, issued on Apr. 9, 2019.
Application 15/681,540 is a continuation in part of application No. 15/478,916, filed on Apr. 4, 2017, abandoned.
Application 15/496,660 is a continuation in part of application No. 15/412,982, filed on Jan. 23, 2017, granted, now 10,122,479, issued on Nov. 6, 2018.
Application 15/496,660 is a continuation in part of application No. 14/983,678, filed on Dec. 30, 2015, abandoned.
Application 15/478,916 is a continuation in part of application No. 14/934,808, filed on Nov. 6, 2015, abandoned.
Application 14/934,808 is a continuation of application No. 14/504,836, filed on Oct. 2, 2014, granted, now 9,185,591, issued on Nov. 10, 2015.
Application 14/983,678 is a continuation of application No. 14/504,802, filed on Oct. 2, 2014, granted, now 9,253,673, issued on Feb. 2, 2016.
Application 14/504,836 is a continuation of application No. 14/331,706, filed on Jul. 15, 2014, granted, now 8,977,212, issued on Mar. 10, 2015.
Application 14/504,802 is a continuation of application No. 14/329,835, filed on Jul. 11, 2014, granted, now 8,874,044, issued on Oct. 28, 2014.
Application 14/329,835 is a continuation of application No. 14/087,441, filed on Nov. 22, 2013, granted, now 8,787,836, issued on Jul. 22, 2014.
Application 14/331,706 is a continuation in part of application No. 14/086,875, filed on Nov. 21, 2013, granted, now 8,798,548, issued on Aug. 5, 2014.
Application 14/086,875 is a continuation in part of application No. 14/082,916, filed on Nov. 18, 2013, granted, now 8,780,968, issued on Jul. 15, 2014.
Application 14/087,441 is a continuation in part of application No. 14/082,916, filed on Nov. 18, 2013, granted, now 8,780,968, issued on Jul. 15, 2014.
Application 14/086,875 is a continuation in part of application No. 14/082,873, filed on Nov. 18, 2013, granted, now 8,805,291, issued on Aug. 12, 2014.
Application 14/087,441 is a continuation in part of application No. 14/082,873, filed on Nov. 18, 2013, granted, now 8,805,291, issued on Aug. 12, 2014.
Application 14/087,441 is a continuation in part of application No. 14/082,930, filed on Nov. 18, 2013, granted, now 8,824,536, issued on Sep. 2, 2014.
Application 14/086,875 is a continuation in part of application No. 14/082,930, filed on Nov. 18, 2013, granted, now 8,824,536, issued on Sep. 2, 2014.
Application 14/082,916 is a continuation of application No. 13/912,893, filed on Jun. 7, 2013, granted, now 9,078,162, issued on Jul. 7, 2015.
Application 14/082,873 is a continuation of application No. 13/912,683, filed on Jun. 7, 2013, granted, now 9,288,683, issued on Mar. 15, 2016.
Application 14/082,930 is a continuation of application No. 13/913,013, filed on Jun. 7, 2013, granted, now 9,622,041, issued on Apr. 11, 2017.
Claims priority of provisional application 61/789,758, filed on Mar. 15, 2013.
Prior Publication US 2025/0227524 A1, Jul. 10, 2025
1. An apparatus for spectrum data management for a radio frequency (RF) environment, comprising:
at least one receiver;
wherein the apparatus is operable to create learning data including power level measurements of the RF environment based on a machine learning (ML) algorithm;
wherein the apparatus is operable to detect at least one signal in the RF environment based on matched positive and negative gradients;
wherein the apparatus is operable to determine a baseline based on the matched positive and negative gradients;
wherein the apparatus is operable to smooth a real-time spectral sweep with a correction vector and a first smoothing filter;
wherein the apparatus is operable to perform a second smoothing filter only on frequencies outside a frequency range of the at least one signal;
wherein the apparatus is operable to apply a gradient detection algorithm to smoothed signal data based on the ML algorithm;
wherein the apparatus is operable to use gradients from the gradient detection algorithm and the first smoothing filter to create a calibration vector;
wherein the apparatus is operable to use the calibration vector to de-bias raw signal data based on the ML algorithm;
wherein the apparatus is operable to subtract the baseline from the real-time spectral sweep to reveal the at least one signal;
wherein the apparatus is operable to add the at least one signal to a signal observation database based on a pre-recognition delay;
wherein the apparatus is operable to process signal data using compressed data for deltas, thereby generating processed data;
wherein the deltas are differentials from the baseline and minimize data sets or sample data required for comparisons and/or analytics.
