`__________________
`
`BEFORE THE PATENT TRIAL AND APPEAL BOARD
`__________________________________________________________________
`
`
`
`AMAZON.COM, INC.,
`
`Petitioner,
`
`v.
`
`JAWBONE INNOVATIONS, LLC,
`
`Patent Owner.
`
`
`Patent No. 11,122,357
`Filing Date: August 5, 2013
`Issue Date: September 14, 2021
`
`Inventor: Gregory C. Burnett
`Title: FORMING VIRTUAL MICROPHONE ARRAYS USING
`DUAL OMNIDIRECTIONAL MICROPHONE ARRAY (DOMA)
`
`
`
`
`__________________________________________________________________
`
`PATENT OWNER’S PRELIMINARY RESPONSE
`
`Case No. IPR2023-00251
`__________________________________________________________________
`
`
`
`
`
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`
`Page(s)
`
`TABLE OF CONTENTS
`
`
`I.
`INTRODUCTION ........................................................................................... 1
`THE ’357 PATENT ......................................................................................... 1
`II.
`III. THE RELEVANT ALLEGED PRIOR ART .................................................. 2
`A.
`Brandstein (Ex. 1003) ........................................................................... 2
`B.
`Gannot (Ex. 1004) ................................................................................. 2
`IV. CLAIM CONSTRUCTION ............................................................................ 3
`V.
`LEVEL OF ORDINARY SKILL IN THE ART ............................................. 3
`VI. ARGUMENT ................................................................................................... 3
`A.
`Legal Standard ....................................................................................... 3
`B.
`Ground 1: Brandstein and Gannot Do Not Render Obvious
`Claims 1-20 ........................................................................................... 5
`1.
`Petitioner’s Combination Does Not Disclose or Render
`Obvious “a signal processor. . . to apply a varying linear
`transfer function between the first and second
`microphone signals;” as Required by Claims 1-20 ..................... 5
`Ground 2: Brandstein, Gannot, and Griffiths-Jim Do Not
`Render Any Claims Obvious ................................................................. 8
`D. Ground 3: Brandstein, Gannot, and McCowan Do Not Render
`Any Claims Obvious ............................................................................. 9
`VII. CONCLUSION ................................................................................................ 9
`
`
`C.
`
`i
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`
`TABLE OF AUTHORITIES
`
` Page(s)
`
`Cases
`Apple Inc. v. Samsung Elecs. Co.,
`839 F.3d 1034 (Fed. Cir. 2016) ............................................................................ 4
`Forest Lab’ys, LLC v. Sigmapharm Lab’ys, LLC,
`918 F.3d 928 (Fed. Cir. 2019) .............................................................................. 4
`Graham v. John Deere Co. of Kansas City,
`383 U.S. 1 (1966) .............................................................................................. 3, 4
`KSR Int’l Co. v. Telefex Inc.,
`550 U.S. 398 (2007) .............................................................................................. 4
`Statutes
`35 U.S.C. § 103 .......................................................................................................... 4
`
`
`
`ii
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`
`I.
`
`INTRODUCTION
`On November 21, 2022, Amazon.com, Inc. (“Petitioner”) filed a Petition
`
`requesting inter partes review of claims 1-20 (“Challenged Claims”) of U.S. Patent
`
`No. 11,122,357 (the “’357 Patent”) (Ex. 1001). Paper 1 (“Petition” or “Pet.”). The
`
`declaration of Richard M. Stern, Ph.D. (Ex. 1002) accompanied the Petition. On
`
`December 8, 2022, the Board issued a Notice of Filing Date Accorded for the
`
`Petition and set the time for filing patent owner’s preliminary response. Paper 5.
`
`The Board should deny the Petition because the Petition fails to show a
`
`reasonable probability of success as to any claim. In particular, the Petition does not
`
`show that Brandstein and Gannot render obvious “a signal processor . . . to apply a
`
`varying linear transfer function between the first and second microphone signals” as
`
`recited in both independent claims of the ’357 Patent.
`
`II. THE ’357 PATENT
`The ’357 Patent discloses and claims apparatuses for implementing “dual
`
`omnidirectional microphone array noise suppression.” ’357 Patent, Abstract. The
`
`prior art was concerned with “nulling out noise sources” to reduce noise. Id. By
`
`contrast, the ’357 Patent seeks to remove speech from its noise signal. Id.; see also
`
`id., 4:61-5:4. This highly effective removal of speech from the noise signal enables
`
`the invention to effectively remove noise from its speech signal. Id., Abstract.
`
`1
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`The ’357 Patent uses at least two physical microphones to generate virtual
`
`microphones which have similar noise responses and dissimilar speech responses.
`
`’357 Patent, Abstract; 3:54-67. In embodiments, one of the signals will have a null
`
`in the direction of speech, which results in a “clean” noise signal. Id., 4:1-13, 5:1-4.
`
`With speech removed from the noise signal, the noise signal can then, in turn, be
`
`used to effectively remove noise from the speech. Id., 13:1-13.
`
`III. THE RELEVANT ALLEGED PRIOR ART
`A. Brandstein (Ex. 1003)
`Microphone Arrays: Signal Processing Techniques and Applications, (Ex.
`
`1003, “Brandstein”) is a collection of articles discussing topics in microphone
`
`arrays. Ex. 1003 at 5. Brandstein purports to have been published in 2001. Id. at 4.
`
`Petitioner primarily relies on the paper “Robust Adaptive Beamforming” as
`
`reproduced in Brandstein. See Brandstein at 87-99.
`
`B. Gannot (Ex. 1004)
`Signal Enhancement Using Beamforming and Nonstationarity with
`
`Applications to Speech by Sharon Gannot, David Burshtein, and Ehud Weinstein
`
`(Ex. 1004, “Gannot”) is a paper purportedly published in August 2001. Gannot
`
`discusses a “sensor array located in an enclosure, where arbitrary transfer functions
`
`(TFs) relate the source signal and the sensors.” Ex. 1004 at 1614. Rather than
`
`2
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`estimating the transfer functions, Gannon provides a method of estimating “the TFs
`
`ratios.” Id.
`
`IV. CLAIM CONSTRUCTION
`For the purposes of this Preliminary Response only, Patent Owner believes
`
`that claim construction is not required to resolve any issues.
`
`V. LEVEL OF ORDINARY SKILL IN THE ART
`For the purposes of this Preliminary Response only, Patent Owner utilizes
`
`Petitioner’s proposed level of skill in the art—“a minimum of a bachelor’s degree in
`
`computer engineering, computer science, electrical engineering, mechanical
`
`engineering, or a similar field, and approximately three years of industry or academic
`
`experience in a field related to acoustics, speech recognition, speech detection, or
`
`signal processing. Work experience could substitute for formal education, and
`
`additional formal education could substitute for work experience (citation omitted).”
`
`Pet. at 24.
`
`VI. ARGUMENT
`A. Legal Standard
`The question of obviousness is resolved on the basis of underlying factual
`
`determinations, including: (1) the scope and content of the prior art, (2) any
`
`differences between the claimed subject matter and the prior art, (3) the level of skill
`
`in the art, and (4) where in evidence, so called secondary considerations. Graham
`
`3
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`v. John Deere Co. of Kansas City, 383 U.S. 1, 17–18 (1966). A claim is only
`
`unpatentable under 35 U.S.C. § 103 if “the differences between the subject matter
`
`sought to be patented and the prior art are such that the subject matter as a whole
`
`would have been obvious at the time the invention was made to a person having
`
`ordinary skill in the art to which said subject matter pertains.” KSR Int’l Co. v.
`
`Telefex Inc., 550 U.S. 398, 406 (2007) (quoting 35 U.S.C. § 103).
`
`“An invention is not obvious simply because all of the claimed limitations
`
`were known in the prior art at the time of the invention. Instead, we ask ‘whether
`
`there is a reason, suggestion, or motivation in the prior art that would lead one of
`
`ordinary skill in the art to combine the references, and that would also suggest a
`
`reasonable likelihood of success.’” Forest Lab’ys, LLC v. Sigmapharm Lab’ys, LLC,
`
`918 F.3d 928, 934 (Fed. Cir. 2019). “Of course, concluding that the references are
`
`within the scope and content of the prior art to be considered for obviousness does
`
`not end the inquiry. Graham makes clear that the obviousness inquiry requires a
`
`determination whether the claimed invention would have been obvious to a skilled
`
`artisan.” Apple Inc. v. Samsung Elecs. Co., 839 F.3d 1034, 1050 n.14 (Fed. Cir.
`
`2016).
`
`
`
`4
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`B. Ground 1: Brandstein and Gannot Do Not Render
`Obvious Claims 1-20
`Petitioner’s Combination Does Not Disclose or
`1.
`Render Obvious “a signal processor. . . to apply a
`varying linear transfer function between the first
`and second microphone signals;” as Required by
`Claims 1-20
`Claim 1 and its dependent claims (2-14) and claim 15 and its dependent claims
`
`(16-20) recite “a signal processor . . . to apply a varying linear transfer function
`
`between the first and second microphone signals.”1
`
`Petitioner admits that Brandstein does not disclose this limitation but argues
`
`that it would be obvious over Brandstein in view of Gannot. Pet. at 33-35. Petitioner
`
`therefore argues that Gannot “discloses applying a varying linear transfer function
`
`between the first and second microphone signals” and that a POSITA would use
`
`Gannot’s algorithm. Id. at 33. However, as discussed below, Gannot does not
`
`disclose the use of a varying linear transfer function—instead, it is directed towards
`
`using an estimate of the ratio of two unknown transfer functions. Petitioner provides
`
`no evidence that the estimated ratio vector is itself a varying linear transfer function.
`
`Accordingly, the Petition fails to show that this limitation is obvious.
`
`
`1 Amazon relies on its claim 1 arguments with respect to claim 15 and its dependents.
`
`Pet. at 60-63.
`
`5
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`According to Petitioner, Gannot “sets forth a more-robust GSC solution that
`
`can handle source-to-microphone acoustic paths with arbitrary transfer functions.”
`
`Id. at 33-34. Petitioner cites to Gannot’s general discussion of transfer functions. Id.
`
`at 34 (citing Gannot at 1615-17).
`
`However, while Gannot discusses transfer functions, it does not apply a
`
`varying linear transfer function as claimed. Instead, Gannot applies an estimated
`
`ratio of unknown, arbitrary transfer functions. Gannot at 1615 (“We then show that
`
`a suboptimal algorithm can be implemented by estimating the TFs ratios instead of
`
`estimating the actual TFs.”) (emphasis added).
`
`Indeed, Gannot is explicitly directed to estimating and using the ratio of
`
`unknown TFs instead of the actual transfer functions. Id. It explains that
`
`“Unfortunately, we usually do not have access to the actual TFs. . . . Later, we show
`
`how we can estimate the TFs ratio.” Id. at 1618. As Gannot further explains, “the
`
`knowledge of the TFs ratios . . . is sufficient to implement the sidelobe canceler.” Id.
`
`Gannot goes on to demonstrate how to estimate the ratio when the TFs are unknown.
`
`Id. at 1619-21. Gannot does not describe the ratio as a transfer function, but rather
`
`as a vector. Gannot at 1619 (referring to “TFs ratio vector H”).
`
`Petitioner provides no evidence that the estimated ratio vector is a varying
`
`linear transfer function. Instead, Petitioner identifies only Am as a possible transfer
`
`function. Pet. at 34. Am is not described as a varying linear transfer function, and
`
`6
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`Petitioner makes no showing that it is. Moreover, as Gannot explains, the estimated
`
`ratio vector Hm takes the place of Am. Gannot at 1618 (“Thus, the knowledge of the
`
`TFs ratios Hm(ejw) = Am(ejw)/A1(ejw) is sufficient to implement the sidelobe
`
`canceler.”), 1620, Fig. 4. In any event, Am is not used within Gannot’s algorithm,
`
`which is described at Fig. 4:
`
`
`
`Gannot at 1620.
`
`As Gannot concludes, “the use of TFs ratio rather than the TFs themselves
`
`. . . improves the efficiency and robustness of the algorithm since shorter filters can
`
`be used.” Id. at 1624.
`
`As shown above, the algorithm does not mention or use transfer functions,
`
`only the transfer function ratio vector H. Petitioner does not address this deficiency.
`
`7
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`Pet. at 33-35. Accordingly, Gannot does not disclose applying a varying linear
`
`transfer function between the first and second microphone signals.
`
`Gannot further does not render obvious applying a varying linear transfer
`
`function between the first and second microphone signals. As explained above,
`
`Gannot is directed to and encourages its readers to use the TF ratio, rather than a
`
`transfer function. Indeed, Gannot explains that avoiding the use of transfer functions
`
`“improves the efficiency and robustness of the algorithm.” Gannot at 1624. Gannot
`
`thus explicitly teaches away from applying a transfer function.
`
`Petitioner provides no other arguments regarding this limitation.
`
`Accordingly, the Petition fails to show a reasonable likelihood that Amazon’s
`
`combination discloses or renders obvious this limitation and the Board should deny
`
`institution.
`
`C. Ground 2: Brandstein, Gannot, and Griffiths-Jim Do Not
`Render Any Claims Obvious
`Ground 2 is directed to dependent claims 4, 13, 14, 18, and 19, and utilizes
`
`Petitioner’s Ground 1 arguments for the independent claims on which those claims
`
`rely. Pet. at 66-68. As discussed above, Petitioner has failed to show that claim 1 or
`
`15 are obvious under Ground 1. Petitioner’s Ground 2 arguments do not remedy
`
`this deficiency. Accordingly, the Petition does not present a reasonable likelihood
`
`of prevailing with respect to any claim as to Ground 2.
`
`
`
`8
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`D. Ground 3: Brandstein, Gannot, and McCowan Do Not
`Render Any Claims Obvious
`Ground 3 is directed to dependent claims 4, 5, 6, 13, 14, 18, and 19, and
`
`utilizes Petitioner’s Ground 1 arguments for the independent claims on which those
`
`claims rely. Pet. at 66. As discussed above, Petitioner has failed to show that claims
`
`1 or 15 are obvious under Ground 1. Petitioner’s Ground 3 arguments do not remedy
`
`this deficiency. Accordingly, the Petition does not present a reasonable likelihood
`
`of prevailing with respect to any claim as to Ground 3.
`
`VII. CONCLUSION
`As discussed above, Petitioner’s combination fails to disclose or render
`
`obvious a key limitation of each claim of the ’357 Patent, and therefore, does not
`
`anticipate or render obvious any claims. The Board should, therefore, deny the
`
`Petition.
`
`
`
`
`
`
`
`Dated: March 8, 2023
`
`
`
`
`
`
`
`
`
`Respectfully submitted,
`
`By:
`
`/
`/Peter Lambrianakos
`
`
`Peter Lambrianakos (Reg. No. 58,279)
`Lead Counsel for Patent Owner
`FABRICANT LLP
`411 Theodore Fremd Avenue,
`Suite 206 South
`Rye, New York 10580
`Tel. 212-257-5797
`Fax. 212-257-5796
`Email: plambrianakos@fabricantllp.com
`
`9
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`CERTIFICATE OF WORD COUNT
`The undersigned hereby certifies that the portions of the above-captioned
`
`PATENT OWNER’S PRELIMINARY RESPONSE specified in 37 C.F.R. § 42.24
`
`has 1,756 words in compliance with the 14,000 word limit set forth in 37 C.F.R.
`
`§ 42.24. This word count was prepared using Microsoft Word for Office 365.
`
`
`
`
`
`March 8, 2023
`
`
`
`
`
`
`
`
`
`
`
`Respectfully submitted,
`
`By:
`
`/
`/Peter Lambrianakos
`
`
`Peter Lambrianakos (Reg. No. 58,279)
`Lead Counsel for Patent Owner
`FABRICANT LLP
`411 Theodore Fremd Avenue,
`Suite 206 South
`Rye, New York 10580
`Tel. 212-257-5797
`Fax. 212-257-5796
`Email: plambrianakos@fabricantllp.com
`
`10
`
`
`
`IPR2023-00251
`PATENT NO. 11,122,357
`CERTIFICATE OF SERVICE
`A copy of the foregoing Patent Owner’s Preliminary Response has been
`
`served on Petitioner’s counsel of record as follows:
`
`Colin B. Heideman
`Email: 2cbh@knobbe.com
`Email: BoxSEAZN2L1925LP6@knobbe.com
`Nathan D. Reeves
`Email: 2ndr@knobbe.com
`Logan P. Young
`Email: 2lpy@knobbe.com
`KNOBBE MARTENS, OLSON & BEAR, LLP
`925 Fourth Avenue, Suite 2500
`Seattle, Washington 98104
`
`Joseph R. Re
`Email: 2jrr@knobbe.com
`KNOBBE MARTENS, OLSON & BEAR, LLP
`2040 Main Street, 14th Floor
`Irvine, California 92614
`
`Attorneys for Amazon.com, Inc.
`
`
`
`March 8, 2023
`
`
`
`
`
`By:
`
`/
`/Peter Lambrianakos
`
`
`Peter Lambrianakos (Reg. No. 58,279)
`Lead Counsel for Patent Owner
`FABRICANT LLP
`411 Theodore Fremd Avenue,
`Suite 206 South
`Rye, New York 10580
`Tel. 212-257-5797
`Fax. 212-257-5796
`
`
`
`