A real-time spectrum analyzer (RSTA) includes an analog-to-digital converter (ADC) configured to convert in an input analog signal into a digital input data stream, a fast Fourier transform (FFT) unit configured to generate FFTs of the digital input data stream for successive time slices of the input analog signal, wherein the FFTs of each time slice are grouped into FFT bins, each FFT bin including the FFTs of a given frequency band, a first detector configured to reduce a number of FFTs per bin generated by the FFT unit and output a corresponding thinned FFT data stream for each of the successive time slices, a second detector configured to compress the thinned FFT data stream output by the first detector and output a compressed FFT data stream for each of the successive time slices, an FFT plotter configured to generate first display data representing an FFT plot of a given time slice of the input analog signal from the thinned FFT data stream output by the first detector, and a spectrogram plotter configured to generate second display data of a spectrogram of the given time slice and previous time slices of the input analog signal from the compressed FFT data stream output by the second detector.

A real-time spectrum analyzer (RSTA) includes an analog-to-digital converter (ADC) configured to convert in an input analog signal into a digital input data stream, a fast Fourier transform (FFT) unit configured to generate FFTs of the digital input data stream for successive time slices of the input analog signal, wherein the FFTs of each time slice are grouped into FFT bins, each FFT bin including the FFTs of a given frequency band, a first detector configured to reduce a number of FFTs per bin generated by the FFT unit and output a corresponding thinned FFT data stream for each of the successive time slices, a second detector configured to compress the thinned FFT data stream output by the first detector and output a compressed FFT data stream for each of the successive time slices, an FFT plotter configured to generate first display data representing an FFT plot of a given time slice of the input analog signal from the thinned FFT data stream output by the first detector, and a spectrogram plotter configured to generate second display data of a spectrogram of the given time slice and previous time slices of the input analog signal from the compressed FFT data stream output by the second detector.

An method for detecting excursion in plasma processing and controlling plasma processing is disclosed. The method includes the steps of tracking harmonics that are produced due to nonlinearity of an impedance of a plasma environment. The method includes the steps of creating a fingerprint of energy distribution in frequency space based on the tracked harmonics and comparing the created fingerprint with reference spectra of an ideal plasma processing to detect deviation of the fingerprint with the reference spectra. The method includes the steps of detecting an excursion in the plasma processing based on the detected deviation. The method includes the steps of generating recommendations to control the detected excursion. Such recommendations are generated based on the detected deviation and the associated historical data related to corrective action stored in a corrective action database.

An method for detecting excursion in plasma processing and controlling plasma processing is disclosed. The method includes the steps of tracking harmonics that are produced due to nonlinearity of an impedance of a plasma environment. The method includes the steps of creating a fingerprint of energy distribution in frequency space based on the tracked harmonics and comparing the created fingerprint with reference spectra of an ideal plasma processing to detect deviation of the fingerprint with the reference spectra. The method includes the steps of detecting an excursion in the plasma processing based on the detected deviation. The method includes the steps of generating recommendations to control the detected excursion. Such recommendations are generated based on the detected deviation and the associated historical data related to corrective action stored in a corrective action database.

An electrical test device may include a power supply, a conductive probe element, and a spectral analysis block. The power supply may be connected to an external power source. The conductive probe element may be connected to the power supply and may be configured to be energized by the power supply. The probe element may be configured to be placed in contact with an electrical system under test and apply an input signal containing current for measuring at least one parameter of the electrical system. The spectral analysis block may be connected to the probe element and may be configured to receive an output signal from the electrical system in response to the application of the current to the electrical system. The spectral analysis block may be configured to analyze frequency spectra of the output signal and detect a broadband increase in energy of the frequency spectra above a predetermined energy threshold. The broadband increase in energy may be representative of the occurrence of arcing in the electrical system.

An electrical test device may include a power supply, a conductive probe element, and a spectral analysis block. The power supply may be connected to an external power source. The conductive probe element may be connected to the power supply and may be configured to be energized by the power supply. The probe element may be configured to be placed in contact with an electrical system under test and apply an input signal containing current for measuring at least one parameter of the electrical system. The spectral analysis block may be connected to the probe element and may be configured to receive an output signal from the electrical system in response to the application of the current to the electrical system. The spectral analysis block may be configured to analyze frequency spectra of the output signal and detect a broadband increase in energy of the frequency spectra above a predetermined energy threshold. The broadband increase in energy may be representative of the occurrence of arcing in the electrical system.

A power conversion device of an embodiment includes a rectifier that full-wave rectifies alternating current of a plurality of phases supplied from a power supply side, a capacitor that smoothes an output voltage of the rectifier, a voltage detection unit that detects the smoothed voltage, and an open phase detection unit that detects that an open phase has occurred in the alternating current of the plurality of phases based on a component having a frequency that is twice as high as a fundamental frequency of the alternating current of the plurality of phases included in frequency components of the smoothed voltage.

Collect a full band capture spectral reading from a plurality of cable/fiber broadband network customer units (e.g., cable modems or equivalent optical units); for each of the cable/fiber broadband network customer units, construct an ideal spectral reading. For each of the cable/fiber broadband network customer units, subtract the ideal spectral reading from the full band capture spectral reading to obtain a resultant spectrum. For at least one of the cable/fiber broadband network customer units, identify a persistent deviation from zero in the resultant spectrum that does not match a known impairment type. Identify at least one new impairment type corresponding to the persistent deviation from zero. Remediation of the new impairment type can be carried out as appropriate, and/or a detection pattern can be deployed to identify future occurrences of the new impairment type.

Collect a full band capture spectral reading from a plurality of cable/fiber broadband network customer units (e.g., cable modems or equivalent optical units); for each of the cable/fiber broadband network customer units, construct an ideal spectral reading. For each of the cable/fiber broadband network customer units, subtract the ideal spectral reading from the full band capture spectral reading to obtain a resultant spectrum. For at least one of the cable/fiber broadband network customer units, identify a persistent deviation from zero in the resultant spectrum that does not match a known impairment type. Identify at least one new impairment type corresponding to the persistent deviation from zero. Remediation of the new impairment type can be carried out as appropriate, and/or a detection pattern can be deployed to identify future occurrences of the new impairment type.

In one embodiment, an apparatus includes: a sensor to sense real world information; a digitizer coupled to the sensor to digitize the real world information into digitized information; a signal processor coupled to the digitizer to process the digitized information into a spectrogram; a neural engine coupled to the signal processor, the neural engine comprising an autoencoder to compress the spectrogram into a compressed spectrogram; and a wireless circuit coupled to the neural engine to send the compressed spectrogram to a remote destination, to enable the remote destination to process the compressed spectrogram.