Prosecution Insights
Last updated: August 17, 2026
Application No. 18/600,239

TRANSDUCER RESONANCE NOISE REDUCTION USING A LOW-PASS FILTER

Final Rejection §103
Filed
Mar 08, 2024
Examiner
PERENY, TYLER J
Art Unit
2843
Tech Center
2800 — Semiconductors & Electrical Systems
Assignee
Qualcomm Incorporated
OA Round
4 (Final)
95%
Grant Probability
Favorable
5-6
OA Rounds
0m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 95% — above average
95%
Career Allowance Rate
165 granted / 174 resolved
+26.8% vs TC avg
Moderate +6% lift
Without
With
+6.1%
Interview Lift
resolved cases with interview
Fast prosecutor
2y 0m
Avg Prosecution
29 currently pending
Career history
201
Total Applications
across all art units

Statute-Specific Performance

§101
0.4%
-39.6% vs TC avg
§103
54.9%
+14.9% vs TC avg
§102
20.6%
-19.4% vs TC avg
§112
22.1%
-17.9% vs TC avg
Black line = Tech Center average estimate • Based on career data from 174 resolved cases

Office Action

§103
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Response to Arguments Applicant's arguments filed 04/30/2026 have been fully considered but they are not persuasive. Regarding claims 1, 11, & 18, in response to applicant’s arguments that the combination of Straeussnigg et al. (US 10,659,889 B2), hereinafter Strae, and Bach et al. (US 2018/0063644 A1), hereinafter Bach, do not disclose “wherein the resonance frequency of the transducer is higher than a range of interest and in a range from approximately 16 kHz to approximately 30 kHz” and “wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz”, this is not persuasive. Bach discloses, in figure 5A, that the digital filter 502, which may be a low-pass filter (Para [0035]), has a corner frequency of approximately 10 kHz. Thus, the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz is disclosed, as required by the invention as claimed. Further, Bach continues to disclose, in figures 1 & 5A, wherein the resonance frequency of the transducer (MEMs sensor 110 frequency response depicted as curve 501) is higher than the audio band (Para [0040], “the band of interest (e.g., audio band)”…20 Hz to 20 kHz) with a “resonator boost” (Para [0038]) or increase in the gain of the frequency response present at frequencies of about 25 kHz (Para [0038]). Thus, the transducer reaches its resonant peak, indicative of its resonance frequency, at a value higher than the audio band. Examiner notes the use of the broad term approximately to establish the bounds of the resonance frequency. Therefore, Bach discloses that the resonance frequency is in a range from approximately 16 kHz to approximately 30 kHz and is higher than a range of interest, as required by the invention as claimed. Further still, Strae discloses, in figure 2 & 6, the frequency response of the microphone signal of the MEMs-microphone (i.e., the transducer) before and after utilizing the low-pass filter as an equalizer with respective +-10% variations in the frequency responses (Col. 5, Lines 30-66). Graphs 500a, 500b, & 500c depict the frequency response of the MEMs-microphone and discloses the resonant peak, indicative of its resonance frequency, as approximately 15 kHz to approximately 21 kHz. Thus, the resonance frequency of the transducer is in a range from approximately 16 kHz to approximately 30 kHz is disclosed, as required by the invention as claimed. Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claims 1-5, 7, 11-12, & 14-22 are rejected under 35 U.S.C. 103 as being unpatentable over Straeussnigg et al. (US 10,659,889 B2), hereinafter Strae, in view of Bach et al. (US 2018/0063644 A1), hereinafter Bach. Regarding claim 1, Strae discloses, in figure 2 & 6, a system, comprising: a transducer to convert an input to an analog signal (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”); an analog-to-digital converter (ADC) to convert the analog signal to a digital signal (Col. 4, Lines 36-38, “ analog-to-digital converter 110 in order to provide a digital representation of the microphone signal 112 in the digital domain”); a low-pass filter (LPF) to filter the digital signal to create a filtered digital signal (Col. 3, Lines 55-57, “example embodiments comprise a low-pass filter within the equalizer device [104]. A low-pass filter may be implemented…as a digital filter”), wherein the LPF is configured such that noise near a resonance frequency of the transducer is reduced in the filtered digital signal (Col. 6, Lines 4-10, “the frequency responses of the corresponding graphs 600a to 600c illustrate that the spectral requirement may also be achieved by means of a low-pass filter, which may, for example, be implemented using an IIR-filter. The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal”); and wherein a resonance frequency of the transducer is in a range from approximately 16 kHz to approximately 30 kHz (Col. 5, Lines 30-66, figure 6 depicts the frequency response of the microphone signal of the MEMs-microphone (i.e., the transducer) before and after utilizing the low-pass filter as an equalizer with respective +-10% variations in the frequency responses (Col. 5, Lines 30-66). Graphs 500a, 500b, & 500c depict the frequency response of the MEMs-microphone and discloses the resonant peak, indicative of its resonance frequency, as approximately 15 kHz to approximately 21 kHz), but fails to disclose wherein the resonance frequency of the transducer is higher than a range of interest; wherein a corner frequency of the LPF is configurable via a multi-bit input value provided to the LPF; and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz. However, Bach discloses, in figure 3A, 3C, 5A, & 5B, wherein the resonance frequency of the transducer is higher than a range of interest and in a range from approximately 16 kHz to approximately 30 kHz (MEMs sensor 110 frequency response depicted as curve 501 is higher than the audio band Para [0040], “the band of interest (e.g., audio band)”…20 Hz to 20 kHz with a “resonator boost” (Para [0038]) or increase in the gain of the frequency response present at frequencies of about 25 kHz (Para [0038]). Thus, the transducer reaches its resonant peak, indicative of its resonance frequency, at a value higher than the audio band and approximately 30 kHz); wherein a corner frequency of the LPF (Para [0032], “digital filter 220 may include a low-pass filter”) is configurable (Para [0053], “coefficient and structure selection unit 240 loads selected coefficients into digital filter 220 and digital noise shaper 230…the different sets of coefficients may provide different sensitivity scaling (e.g., gain adjustment), different frequency responses to equalize the analog channel, and different frequency bands of operation”) via a multi-bit input value provided to the LPF (Para [0053] & [0033], “coefficient and structure selection unit 240 loads selected coefficients [different from input from 210] into digital filter 220 and digital noise shaper 230, in accordance with settings of one or more control bits in programmable coefficients selection control memory 260, in various embodiments… low-pass filter modules 205 and 207 each has 8-bit coefficients that are programmable (e.g., adjustable by setting or loading a user specified value)…modules 205, 207 correspond to the configurable digital filter and gain adjustment module 220”…see figures 5A & 5B); and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz (figure 5A discloses that the digital filter 502, which may be a low-pass filter (Para [0035]), has a corner frequency of approximately 10 kHz). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the LPF and frequency characteristics of Bach in the system of Strae, to achieve the benefit of providing different sensitivity scaling, different frequency responses to equalize the analog channel, and different frequency bands of operation as necessitated by the system while attenuating undesired frequencies as necessary (Bach, Para [0040] & [0053]). Regarding claim 2, Strae in view of Bach discloses the system of claim 1, and Strae continues to disclose, in figure 6, wherein the LPF is configured (Col. 6, Lines 4-10, “the frequency responses of the corresponding graphs 600a to 600c illustrate that the spectral requirement may also be achieved by means of a low-pass filter, which may, for example, be implemented using an IIR-filter. The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal”) such than an increase in sensitivity of the transducer in a particular frequency range is reduced in the filtered digital signal (see figure 6 showing a reduced increase in sensitivity of the transducer from roughly 10kHz to 25kHz). Regarding claim 3, Strae in view of Bach discloses the system of claim 1, and Strae continues to disclose, in figure 2, wherein the transducer comprises a micro-electromechanical systems (MEMS) device (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”). Regarding claim 4, Strae in view of Bach discloses the system of claim 1, and Strae continues to disclose, in figure 2, wherein the transducer comprises a microphone (Col. 5, Lines 19-20, “MEMS-microphone as it may be used as a microphone 102 within a microphone package”). Regarding claim 5, Strae in view of Bach discloses the system of claim 1, and Strae continues to disclose, in figure 2 & 6, wherein a signal-to-noise ratio (SNR) of the digital signal is improved by approximately 1 decibel (dB) in the filtered digital signal (Col. 6, Lines 8-11, “The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal of the microphone package 100 by 2 dB.”). Regarding claim 7, Strae in view of Bach discloses the system of claim 1, and Bach continues to disclose, in figure 3A & 3C, wherein the multi-bit input value is stored by the LPF (Para [0047], “once coefficients are loaded into digital filter 220, the coefficients remain unchanged during operation until new coefficients are loaded”…[i.e., stored]) Regarding claim 11, Strae discloses, in figure 2 & 6, a system, comprising: a transducer to provide an analog signal in response to an input (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”); an analog-to-digital converter (ADC) to convert an ADC input to a digital signal (Col. 4, Lines 36-38, “analog-to-digital converter 110 in order to provide a digital representation of the microphone signal 112 in the digital domain”); a low-pass filter (LPF) to filter an LPF input and provide a filtered output (Col. 3, Lines 55-57, “example embodiments comprise a low-pass filter within the equalizer device [104]. A low-pass filter may be implemented…as a digital filter”), wherein the LPF is configured such that noise associated with resonance of the transducer is reduced in the filtered output (Col. 6, Lines 4-10, “the frequency responses of the corresponding graphs 600a to 600c illustrate that the spectral requirement may also be achieved by means of a low-pass filter, which may, for example, be implemented using an IIR-filter. The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal”); and wherein a resonance frequency of the transducer is in a range from approximately 16 kHz to approximately 30 kHz (Col. 5, Lines 30-66, figure 6 depicts the frequency response of the microphone signal of the MEMs-microphone (i.e., the transducer) before and after utilizing the low-pass filter as an equalizer with respective +-10% variations in the frequency responses (Col. 5, Lines 30-66). Graphs 500a, 500b, & 500c depict the frequency response of the MEMs-microphone and discloses the resonant peak, indicative of its resonance frequency, as approximately 15 kHz to approximately 21 kHz), but fails to disclose wherein the resonance frequency of the transducer is higher than a range of interest; wherein a corner frequency of the LPF is configurable via a multi-bit input value provided to the LPF; and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz. However, Bach discloses, in figure 3A, 3C, 5A, & 5B, wherein the resonance frequency of the transducer is higher than a range of interest and in a range from approximately 16 kHz to approximately 30 kHz (MEMs sensor 110 frequency response depicted as curve 501 is higher than the audio band Para [0040], “the band of interest (e.g., audio band)”…20 Hz to 20 kHz with a “resonator boost” (Para [0038]) or increase in the gain of the frequency response present at frequencies of about 25 kHz (Para [0038]). Thus, the transducer reaches its resonant peak, indicative of its resonance frequency, at a value higher than the audio band and approximately 30 kHz); wherein a corner frequency of the LPF (Para [0032], “digital filter 220 may include a low-pass filter”) is configurable (Para [0053], “coefficient and structure selection unit 240 loads selected coefficients into digital filter 220 and digital noise shaper 230…the different sets of coefficients may provide different sensitivity scaling (e.g., gain adjustment), different frequency responses to equalize the analog channel, and different frequency bands of operation”) via a multi-bit input value provided to the LPF (Para [0053] & [0033], “coefficient and structure selection unit 240 loads selected coefficients [different from input from 210] into digital filter 220 and digital noise shaper 230, in accordance with settings of one or more control bits in programmable coefficients selection control memory 260, in various embodiments… low-pass filter modules 205 and 207 each has 8-bit coefficients that are programmable (e.g., adjustable by setting or loading a user specified value)…modules 205, 207 correspond to the configurable digital filter and gain adjustment module 220”…see figures 5A & 5B); and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz (figure 5A discloses that the digital filter 502, which may be a low-pass filter (Para [0035]), has a corner frequency of approximately 10 kHz). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the LPF and frequency characteristics of Bach in the system of Strae, to achieve the benefit of providing different sensitivity scaling, different frequency responses to equalize the analog channel, and different frequency bands of operation as necessitated by the system while attenuating undesired frequencies as necessary (Bach, Para [0040] & [0053]). Regarding claim 12, Strae in view of Bach discloses the system of claim 11, and continues to disclose, in figure 2, wherein the ADC input is the analog signal and the LPF input is the digital signal (Col. 4, Lines 36-38, “analog-to-digital converter 110 in order to provide a digital representation of the microphone signal 112 in the digital domain”…analog signal provided to the ADC and the digital signal 112 provided to the LPF). Regarding claim 14, Strae in view of Bach discloses the system of claim 11, and Strae continues to disclose, in figure 6, wherein the LPF is configured (Col. 6, Lines 4-10, “the frequency responses of the corresponding graphs 600a to 600c illustrate that the spectral requirement may also be achieved by means of a low-pass filter, which may, for example, be implemented using an IIR-filter. The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal”) such than an increase in sensitivity of the transducer in a particular frequency range is reduced in the filtered output (see figure 6 showing a reduced increase in sensitivity of the transducer from roughly 10kHz to 25kHz). Regarding claim 15, Strae in view of Bach discloses the system of claim 11, and Strae continues to disclose, in figure 2, wherein the transducer comprises a micro-electromechanical systems (MEMS) device (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”). Regarding claim 16, Strae in view of Bach discloses the system of claim 11, and Strae continues to disclose, in figure 2, wherein the transducer comprises a microphone (Col. 5, Lines 19-20, “MEMS-microphone as it may be used as a microphone 102 within a microphone package”). Regarding claim 17, Strae in view of Bach discloses the system of claim 11, and Strae continues to disclose, in figure 2 & 6, wherein a signal-to-noise ratio (SNR) of the digital signal is improved by approximately 1 decibel (dB) in the filtered output (Col. 6, Lines 8-11, “The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal of the microphone package 100 by 2 dB.”). Regarding claim 18, Strae discloses, in figure 2 & 6, a system, comprising: converting, by a transducer of a system, an input to an analog signal (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”); converting, by an analog-to-digital converter (ADC) of the system, the analog signal to a digital signal (Col. 4, Lines 36-38, “analog-to-digital converter 110 in order to provide a digital representation of the microphone signal 112 in the digital domain”); filtering, by a low-pass filter (LPF) of the system, the digital signal and to create a filtered digital signal (Col. 3, Lines 55-57, “example embodiments comprise a low-pass filter within the equalizer device [104]. A low-pass filter may be implemented…as a digital filter”), wherein the filtering of the digital signal reduces noise near a resonance frequency of the transducer (Col. 6, Lines 4-10, “the frequency responses of the corresponding graphs 600a to 600c illustrate that the spectral requirement may also be achieved by means of a low-pass filter, which may, for example, be implemented using an IIR-filter. The example embodiment illustrated in FIG. 6 also leads to an increase in the signal-to-noise ratio of the modified microphone signal”) and reduces a sensitivity increase of the transducer in a particular frequency range (see figure 6 showing a reduced increase in sensitivity of the transducer from roughly 10kHz to 25kHz); and wherein a resonance frequency of the transducer is in a range from approximately 16 kHz to approximately 30 kHz (Col. 5, Lines 30-66, figure 6 depicts the frequency response of the microphone signal of the MEMs-microphone (i.e., the transducer) before and after utilizing the low-pass filter as an equalizer with respective +-10% variations in the frequency responses (Col. 5, Lines 30-66). Graphs 500a, 500b, & 500c depict the frequency response of the MEMs-microphone and discloses the resonant peak, indicative of its resonance frequency, as approximately 15 kHz to approximately 21 kHz), but fails to disclose wherein the resonance frequency of the transducer is higher than a range of interest; wherein a corner frequency of the LPF is configurable via a multi-bit input value provided to the LPF; and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz. However, Bach discloses, in figure 3A, 3C, 5A, & 5B, wherein the resonance frequency of the transducer is higher than a range of interest and in a range from approximately 16 kHz to approximately 30 kHz (MEMs sensor 110 frequency response depicted as curve 501 is higher than the audio band Para [0040], “the band of interest (e.g., audio band)”…20 Hz to 20 kHz with a “resonator boost” (Para [0038]) or increase in the gain of the frequency response present at frequencies of about 25 kHz (Para [0038]). Thus, the transducer reaches its resonant peak, indicative of its resonance frequency, at a value higher than the audio band and approximately 30 kHz); wherein a corner frequency of the LPF (Para [0032], “digital filter 220 may include a low-pass filter”) is configurable (Para [0053], “coefficient and structure selection unit 240 loads selected coefficients into digital filter 220 and digital noise shaper 230…the different sets of coefficients may provide different sensitivity scaling (e.g., gain adjustment), different frequency responses to equalize the analog channel, and different frequency bands of operation”) via a multi-bit input value provided to the LPF (Para [0053] & [0033], “coefficient and structure selection unit 240 loads selected coefficients [different from input from 210] into digital filter 220 and digital noise shaper 230, in accordance with settings of one or more control bits in programmable coefficients selection control memory 260, in various embodiments… low-pass filter modules 205 and 207 each has 8-bit coefficients that are programmable (e.g., adjustable by setting or loading a user specified value)…modules 205, 207 correspond to the configurable digital filter and gain adjustment module 220”…see figures 5A & 5B); and wherein the corner frequency of the LPF is in a range from approximately 5 kHz to approximately 20 kHz (figure 5A discloses that the digital filter 502, which may be a low-pass filter (Para [0035]), has a corner frequency of approximately 10 kHz). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the LPF and frequency characteristics of Bach in the system of Strae, to achieve the benefit of providing different sensitivity scaling, different frequency responses to equalize the analog channel, and different frequency bands of operation as necessitated by the system while attenuating undesired frequencies as necessary (Bach, Para [0040] & [0053]). Regarding claim 19, Strae in view of Bach discloses the method of claim 18, and Strae continues to disclose, in figure 2, wherein the transducer comprises a micro-electromechanical systems (MEMS) device (Col. 4, Lines 28-29, “MEMS microphone comprises a transducer 111 implemented as a MEMS device”). Regarding claim 20, Strae in view of Bach discloses the method of claim 18, and Strae continues to disclose, in figure 2, wherein the transducer comprises a microphone (Col. 5, Lines 19-20, “MEMS-microphone as it may be used as a microphone 102 within a microphone package”). Regarding claim 21, Strae in view of Bach discloses the system of claim 1, and Bach continues to disclose, in figure 5A & 5B, wherein the range of interest comprises approximately 20 Hz to approximately 20 kHz (Para [0038], “audio band (e.g., frequencies between about 20 Hz and about 20 kHz)”). Regarding claim 22, Strae in view of Bach discloses the system of claim 11, and Bach continues to disclose, in figure 5A & 5B, wherein the range of interest comprises approximately 20 Hz to approximately 20 kHz (Para [0038], “audio band (e.g., frequencies between about 20 Hz and about 20 kHz)”). Claim 9 is rejected under 35 U.S.C. 103 as being unpatentable over Strae in view of Bach, as applied to claims 1-5, 7, 11-12, & 14-22 above, and further in view of Bach et al. (US 2019/0123762 A1), hereinafter Bach 762. Regarding claim 9, Strae in view of Bach discloses the system of claim 1, but fails to disclose wherein a sample rate of the LPF is in a range from approximately 600 kHz to approximately 6 MHz. However, Bach 762 discloses, in figure 2, wherein a sample rate of the LPF (Para [0020], “lowpass filter 102…is configured to operate at sampling frequency F2”) is in a range from approximately 600 kHz to approximately 6 MHz (Para [0022], “sampling frequency F2…may range substantially from 750 kHz to 8 MHz”). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the sampling frequency of Bach 762 in the LPF of Strae and Bach, to achieve the benefit of improving power efficiency of the system while including the ability to target a wide range of audio applications (Bach, Para [0019]). Claim 10 is rejected under 35 U.S.C. 103 as being unpatentable over Strae in view of Bach as applied to claims 1-5, 7, 11-12, & 14-22 above, and further in view of McGibney et al. (US 10,554,215 B1), hereinafter McGibney. Regarding claim 10, Strae in view of Bach discloses the system of claim 1, but fails to disclose wherein the LPF comprises a single pole infinite impulse response (IIR) filter and a sinc filter. However, McGibney discloses, in figure 31, wherein the LPF comprises a single pole infinite impulse response (IIR) filter and a sinc filter (Col. 27 & 28, Lines 62-67 & 1-21, “filter 274 is a lowpass filter (e.g., one or more finite impulse response (FIR) filters, one or more comb filters, one or more raised cosine filters, one or more cascaded integrated comb (CIC) filters, one or more infinite impulse response (IIR) filters, one or more decimation stages, one or more fast Fourier transform (FFT) filters, and/or one or more discrete Fourier transform (DFT) filters, etc)… FIR filter has a sin x/x (e.g., or “sinc”) frequency response”). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the filters of McGibney in the LPF of Strae and Bach, to achieve the benefit of implementing a LPF with appropriate frequency responses as necessary to attenuate unwanted signals at differing frequency points (McGibney, Col. 28, Lines 1-5). Claim 13 is rejected under 35 U.S.C. 103 as being unpatentable over Strae in view of Bach, as applied to claims 1-5, 7, 11-12, & 14-22 above, and further in view of Medina (US 10,181,858 B1). Regarding claim 13, Strae in view of Bach discloses the system of claim 11, but fails to disclose wherein the LPF input is the analog signal and the ADC input is the filtered output. However, Medina discloses, in figure 3, wherein the LPF input is the analog signal and the ADC input is the filtered output (Col. 6, Lines 46-48, “[analog] signal is filtered by low-pass filter (LPF) 341, then digitized by analog-to-digital converter (ADC) 320”). It would have been obvious to one of ordinary skill in the art, before the effective filing date of the claimed invention, to include the order of Medina in the system of Strae and Bach, since all the claimed elements were known in the prior art and one skilled in the art could have combined the elements as claimed by known methods with no change in their respective functions [i.e., filtering the signal before digitizing rather than digitizing and then filtering the signal to attenuate unwanted frequencies and reduce noise in the system], and the combination yielded nothing more than predictable results to one of ordinary skill in the art. (KSR Int'l Co. v. Teleflex Inc., 550 U.S. 398, 415‐421, 82 USPQ2d 1385). Conclusion THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. The prior art made of record and not relied upon is considered pertinent to applicant's disclosure: Barefoot (US 2021/0029449 A1) [Figure 1. Discloses A method for improving the effective signal-to-noise ratio (“SNR”) of an analog to digital converter (“ADC”) for active loudspeakers uses the two available channels of a stereo ADC to separately process the low- and high-frequency components of an audio signal. Because the power spectral density of music approximates a pink noise spectrum, the high-frequency component of the signal has peak levels low enough to avoid exceeding the maximum ADC input level. The audio signal is analog high-pass filtered and the resulting high-frequency signal component is sent directly to a first ADC channel without attenuation. The remaining low-frequency component is attenuated and sent to a second ADC channel. The digital signals are processed, converted back to analog, amplified, and reproduced by loudspeaker drivers. Noise and distortion at low frequencies is less audible than higher frequencies, so the improved SNR at higher frequencies yields a significant practical improvement in audio fidelity.] Any inquiry concerning this communication or earlier communications from the examiner should be directed to TYLER J PERENY whose telephone number is (571)272-4189. The examiner can normally be reached M-F 7:30-5. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Taelor Kim can be reached at (571) 270-7166. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /TYLER J PERENY/Examiner, Art Unit 2836
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Prosecution Timeline

Show 8 earlier events
Jan 09, 2026
Request for Continued Examination
Jan 24, 2026
Response after Non-Final Action
Jan 30, 2026
Non-Final Rejection mailed — §103
Apr 10, 2026
Interview Requested
Apr 24, 2026
Applicant Interview (Telephonic)
Apr 24, 2026
Examiner Interview Summary
Apr 30, 2026
Response Filed
Jul 21, 2026
Final Rejection mailed — §103 (current)

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5-6
Expected OA Rounds
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Grant Probability
99%
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