← Back to Patent Explorer
USH1415H Expired / Lapsed US ⏱️ 0.0 years remaining

Signal processor/analyzer with a neural network coupled to an acoustic charge transport (act) device (act)

Assignee: United States Department of the Air Force
•
Filing: 1992-10-26
•
Granted: 1995-02-07
•
Expires: 2012-10-26
📄 Original PDF 🌐 Google Patents 🔄 Sync Now

Abstract

Abstract The Unique Neural Network Signal Processor/Analyzer (UNSPA), for real-time analysis of analog signals, involves combining acoustic charge transport (ACT) device(s) and an artificial neural network processor on a single, monolithic substrate. The ACT will act as input to the neural network. The UNSPA will allow non-destructive, high-speed, real-time signal analysis with improved performance and decreased size over conventional methods. The UNSPA can function as, but is not limited to, signal classification, prediction or error detection. Applications for such functions could be: target or speech recognition, signal prediction, sensor fusion, adaptive control, image classification, in-line error detection.

Inventors

  • 👤 Ronald F. K. Merryman

Bibliographic Details

Application Number —
Jurisdiction US
Data Source google_patents
Last Synchronized 2026-11-03 22:35
CPC Classifications
G; G06; G06F; G06F17/00; G06F17/10; G06N; G06N3/00; G06N3/02; G06N3/06; G06N3/063

Claims Analysis

Total Claims: 5
Claim 1
Independent Claim 151 words
A signal processor/analyzer for real-time analysis of analog signals, comprising an acoustic charge transport device (ACT) and an artificial neural network processor, combined on a single, monolithic GaAs substrate; wherein the acoustic charge transport device comprises a channel, a surface acoustic wave driver coupled to the channel, an input contact coupled to a signal input line for an analog signal, a plurality of taps for sensing the charge of a signal in the channel, and an output contact coupled to a signal output line at which the analog signal can exit; each tap of the acoustic charge transport device being coupled via an attenuator to means for summing and to an input of the artificial neural network processor, a summed output being created in the summing means, the artificial neural network processor having an output which can be fed back to the artificial neural network processor for training and other purposes.
Claim 2
Dependent Claim 151 words
A signal processor/analyzer for real-time analysis of analog signals, comprising an acoustic charge transport device (ACT) and an artificial neural network processor, combined on a single, monolithic GaAs substrate; wherein the acoustic charge transport device comprises a channel, a surface acoustic wave driver coupled to the channel, an input contact coupled to a signal input line for an analog signal, a plurality of taps for sensing the charge of a signal in the channel, and an output contact coupled to a signal output line at which the analog signal can exit; each tap of the acoustic charge transport device being coupled via an attenuator to means for summing and to an input of the artificial neural network processor, a summed output being created in the summing means, the artificial neural network processor having an output which can be fed back to the artificial neural network processor for training and other purposes.
Claim 3
Independent Claim 154 words
A method of signal processing and analysis for real-time analysis of analog signals, comprising the steps of: a) sampling a signal using a surface acoustic wave (SAW) device at an input contact (source); b) transporting charge packets in an acoustic charge transport device (ACT) channel, there being a plurality of taps over the channel; c) non-destructively sensing the charge in packets passing the taps; d) attenuating the signal at outputs from the taps, to normalize the signal to provide normalized data before input to an artificial neural network having a plurality of "neurons" organized in levels; e) multiplying the normalized data entering the "neurons" by a weighting variable, then summing all inputs to each neuron; a resulting sum being passed through a thresholding function and a resulting value being passed to a next level of "neurons"; f) the charge packets continuing in the ACT channel until said charge packets are extracted at an output.
Claim 4
Independent Claim 154 words
A method of signal processing and analysis for real-time analysis of analog signals, comprising the steps of: a) sampling a signal using a surface acoustic wave (SAW) device at an input contact (source); b) transporting charge packets in an acoustic charge transport device (ACT) channel, there being a plurality of taps over the channel; c) non-destructively sensing the charge in packets passing the taps; d) attenuating the signal at outputs from the taps, to normalize the signal to provide normalized data before input to an artificial neural network having a plurality of "neurons" organized in levels; e) multiplying the normalized data entering the "neurons" by a weighting variable, then summing all inputs to each neuron; a resulting sum being passed through a thresholding function and a resulting value being passed to a next level of "neurons"; f) the charge packets continuing in the ACT channel until said charge packets are extracted at an output.
Claim 5
Dependent Claim 50 words
A method of signal processing and analysis according to claim 2, further comprising the steps of: comparing a final output value to a "desired" output value during training, using the difference between these values to adjust weights of the neurons, continuing until the difference is minimized to a specified level.

References Cited (Backward Citations)

US4752750A Cited
US4884216A Cited
US4918617A Cited
US5008833A Cited
US4884001A Cited
US5109351A Cited
US5067095A Cited
US5063390A Cited

USPTO Annuity & Maintenance Windows

Annuity Stage Window Opens Payment Deadline Surcharge Period Until Estimated Fee Status
3.5 Years (Year 4) 1998-02-06 1998-08-08 1999-02-07 $2000.00 Window Closed / Lapsed
7.5 Years (Year 8) 2002-02-06 2002-08-08 2003-02-07 $3760.00 Window Closed / Lapsed
11.5 Years (Year 12) 2006-02-06 2006-08-08 2007-02-07 $7700.00 Window Closed / Lapsed

Assigned Categories & Tags

No categories assigned to this patent yet.

Assign Category Tag