Ex Parte Hofer et alDownload PDFPatent Trial and Appeal BoardMar 18, 201612736675 (P.T.A.B. Mar. 18, 2016) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE 121736,675 10/29/2010 134145 7590 Staas & Halsey LLP 1201 New York Ave., NW Suite 700 Washington, DC 20005 03/22/2016 FIRST NAMED INVENTOR Joachim Hofer UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www .uspto.gov ATTORNEY DOCKET NO. CONFIRMATION NO. 2454.1186 2911 EXAMINER GONZALES, VINCENT ART UNIT PAPER NUMBER 2122 NOTIFICATION DATE DELIVERY MODE 03/22/2016 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address( es): ptomail@s-n-h.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte JOACHIM HOFER and LUTZ LEUTEL T Appeal2014-003433 Application 12/736,675 Technology Center 2100 Before ERIC S. FRAHM, JOHN P. PINKERTON, and JEFFREY A. STEPHENS, Administrative Patent Judges. PINKERTON, Administrative Patent Judge. DECISION ON APPEAL Appellants 1 file this appeal under 35 U.S.C. § 134(a) from the Examiner's Final Rejection of claims 17-35, which constitute all of the claims pending in this application. We have jurisdiction under 35 U.S.C. § 6(b ). We affirm. 1 Appellants identify SIEMENS AKTIENGESELLSCHAFT as the real party in interest. App. Br. 1. Appeal2014-003433 Application 12/736,675 STATEMENT OF THE CASE Introduction Appellants' invention is generally directed to recognizing a state of a noise-generating machine. Spec. i-f 2.2 Claim 17 is representative and reproduced below: 17. A method for recognizing a state of a noise-generating object to be investigated that generates noise during operation, where the noise is not purposely generated by the noise- generating object, but results from the operation thereof, compnsmg: automatically adapting a statistical basic classification model of acoustic features generated for at least one reference object, based on acoustic features of a noise generated by the noise-generating object, by using a processor to obtain an individually adapted statistical classification model; and classifying, by the processor, the state of the noise- generating object based on the individually adapted statistical classification model. References Casey US 2001/0044719 Al Nov. 22, 2001 Klein US 2009/0012783 Al Jan. 8,2009 2 Our Decision refers to the Final Office Action mailed Feb. 14, 2013 ("Final Act."), Appellants' Appeal Brief filed June 18, 2013 ("App. Br."), the Examiner's Answer mailed Oct. 10, 2013 ("Ans."), Appellants' Reply Brief filed Dec. 11, 2013 "(Reply Br."), and the amended Specification filed Oct. 29, 2010 ("Spec."). 2 Appeal2014-003433 Application 12/736,675 Rejection on Appeal Claims 17-35 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Casey and Klein. Issues Appellants' arguments in the Briefs raise the following issues: 1. Does the combination of Casey and Klein teach or suggest "recognizing a state of a noise-generating object to be investigated that generates noise during operation, where the noise is not purposely generated by the noise-generating object, but results from the operation thereof," as recited in claim 17, and as similarly recited in independent claims 33 and 35? 2. Does the combination of Casey and Klein teach or suggest "adapting a statistical basic classification model of acoustic features ... based on acoustic features of a noise generated by the noise-generating object" (the "adapting limitation"), as recited in claim 17, and as similarly recited in independent claims 33 and 35? 3. Does the combination of Casey and Klein teach or suggest wherein said adapting "occurs during commissioning of the noise-generated object, either at regular maintenance intervals or when there is a change in an acoustic environment of the noise-generating object," as recited in claim 20? 3 Appeal2014-003433 Application 12/736,675 ANALYSIS We have reviewed the Examiner's rejection in light of Appellants' arguments in the Appeal Brief and Reply Brief that the Examiner has erred. We disagree with Appellants' arguments. Unless otherwise noted, we adopt as our own the findings and reasons set forth by the Examiner in the Office Action from which this appeal is taken (Final Act. 2-9) and in the Examiner's Answer in response to Appellants' Appeal Brief (Ans. 9-12), and we concur with the conclusions reached by the Examiner. For emphasis, we consider and highlight Appellants' arguments relating to the issues noted above. Issue 1 In the Appeal Brief, Appellants argue it was asserted, in the Final Office Action, that paragraphs 54 and 95 of Casey teach "recognizing a state of a noise-generating object to be investigated that generates noise during operation, where the noise is not purposely generated by the noise- generating object, but results from the operation thereof." App. Br. 4. After quoting paragraphs 54 and 95 of Casey, Appellants argue nothing in Casey or Klein describes "adapting a statistical basic classification model of acoustic features ... of a noise generated by the noise-generating object." Id. at 4--5. Appellants also argue nothing in paragraph 135 of Casey describes "adapting a statistical basic classification model of acoustic features." Id. at 5. In the Reply Brief, Appellants argue nothing in paragraph 40 of Klein or paragraph 55 of Casey, which was cited in the Answer, teaches or is relevant to "recognizing a state of a noise-generating object." Reply Br. 1-3. 4 Appeal2014-003433 Application 12/736,675 We are not persuaded by Appellants' arguments. In the Final Office Action, the Examiner finds, and we agree, paragraph 95 of Casey teaches or suggests "recognizing a state of a noise-generating object to be investigated" because it teaches sounds vary over time and "my model partitions the acoustic signal generated by a particular source or sound class into a finite number of states." Final Act. 2. The Examiner also finds, and we agree, paragraph 13 5 of Casey teaches determining "an optimal number of states for the given data." Id. at 3. In the Briefs, Appellants failed to address these findings of the Examiner. Although Appellants referred to the Examiner's citation of paragraphs 54 and 95 of Casey in the Appeal Brief in regard to the limitation of "recognizing a state of a noise-generating object to be investigated," Appellants argue that these paragraphs do not teach the "adapting limitation" and "where the noise is not purposely generated by the noise-generating object." App. Br. 4--5. Appellants also argue that paragraph 13 5 of Casey does not teach the "adapting limitation" and "noise" as described in the preamble. App. Br. 5. These arguments are not persuasive because, instead of addressing the teachings of paragraphs 95 and 13 5 of Casey in regard to the limitation of "recognizing a state of a noise- generating object," Appellants assert these paragraphs do not teach the "adapting limitation" and the limitation "where the noise is not purposely generated by the noise-generating object." Non-obviousness cannot be established, however, by attacking references individually where the rejection is based upon the teachings of a combination of references. In re Merck & Co., Inc., 800 F.2d 1091, 1097 (Fed. Cir. 1986) (citing In re Keller, 642 F.2d 413, 425(CCPA1981)). In addition, Appellants argument that nothing in paragraph 40 of Klein or paragraph 55 of Casey teaches or is 5 Appeal2014-003433 Application 12/736,675 relevant to "recognizing a state of a noise-generating object" is not persuasive because the Examiner did not cite these paragraphs as teaching the limitation of "recognizing a state of a noise-generating object." See Reply Br. 1-3. Thus, because Appellants have not provided persuasive evidence or argument to rebut the Examiner's findings regarding the teachings of paragraphs 9 5 and 13 5 of Casey, we agree with the Examiner that Casey teaches "recognizing a state of a noise-generating object."3 Regarding the limitations of a noise-generating object "that generates noise during operation, where the noise is not purposely generated by the noise-generating object, but results from the operation thereof," Appellants argue in the Appeal Brief that these limitations are not taught by paragraphs 54 and 95 of Casey. App. Br. 5. In the Answer, the Examiner relies on paragraph 55 of Casey as teaching these limitations. Ans. 10-11. In particular, the Examiner finds the teaching in Casey that "a glass smashing can be distinguished from a glass bouncing, or a clay pot smashing" teaches "[ w ]herein the sound of glass smashing is not purposely generated by the glass but results ... [from] the operation thereof." Id. at 11. In the Reply Brief, Appellants quote paragraph 55 of Casey and argue it "is not related to recognizing a state of a noise-generating object," but instead to recognizing the object itself, as in paragraph 54. Reply Br. 2-3. This argument is not 3 In the Reply Brief, Appellants argue nothing has been cited or found in Casey and Klein as teaching the state of a noise-generating object is being "classified." See Reply Br. 3. This argument is, however, waived as it was raised for the first time in the Reply Brief without a showing of good cause. See 37 C.F.R. § 41.41(b)(2) (2012); see also Ex parte Borden, 93 USPQ2d 14 73, 14 7 4 (BP AI 2010) (informative) ("[T]he reply brief [is not] an opportunity to make arguments that could have been made in the principal brief on appeal to rebut the Examiner's rejections, but were not."). 6 Appeal2014-003433 Application 12/736,675 persuasive because it does not address the Examiner's finding that paragraph 55 of Casey teaches or suggests "where the noise is not purposely generated by the noise-generating object, but results from the operation thereof." Thus, for these reasons, we agree with the Examiner that Casey teaches or suggests "recognizing a state of a noise-generating object to be investigated that generates noise during operation, where the noise is not purposely generated by the noise-generating object, but results from the operation thereof," as recited in claim 17, and as similarly recited in independent claims 3 3 and 3 5. Issue 2 Appellants contend nothing in paragraphs 54 and 95 of Casey, and nothing found elsewhere in Casey or Klein, teaches or suggests "adapting a statistical basic classification model of acoustic features ... based on acoustic features of a noise generated by the noise-generating object," as recited in claim 17, and as similarly recited in independent claims 33 and 35.4 App. Br. 4--5. The Examiner cites paragraph 40 of Klein as teaching the adapting limitation. Final Act. 3 ("Klein shows a classifier that adapts according to the acoustic conditions in the environment"); Ans. 10. In the Reply Brief, Appellants quote paragraph 40 of Klein and argue it was relevantly cited in the final Office Action with respect to the operation of "adapting a statistical basic classification model," but the Answer fails to explain how this paragraph teaches or suggests "recognizing a state of a 4 To the extent Appellants' argument may be based on the alleged failure of Casey and Klein to teach the limitations "where the noise is not purposely generated by the noise-generating object, but results from the operation thereof," see the discussion supra regarding these limitations with respect to issue 1. 7 Appeal2014-003433 Application 12/736,675 noise-generating object." Reply Br. 1-2. This argument is not persuasive because the Examiner relies on paragraph 40 of Klein as teaching the adapting limitation, rather than the limitation of "recognizing a state of a noise-generating object." As previously stated, non-obviousness cannot be established by attacking references individually where the rejection is based upon the teachings of a combination of references. In re Merck, 800 F.2d at 1097. Appellants have not provided persuasive evidence or argument to rebut the Examiner's finding that paragraph 40 of Klein teaches the adapting limitation. Thus, we agree with the Examiner's finding that Klein teaches or suggests "adapting a statistical basic classification model of acoustic features ... based on acoustic features of a noise generated by the noise-generating object." Issue 3 Appellants contend claim 20 distinguishes over the combined teachings of Casey and Klein by reciting said adopting "occurs during commissioning of the noise-generated object, either at regular maintenance intervals or when there is a change in an acoustic environment of the noise- generating object." App. Br. 6. The Examiner finds, and we agree, paragraph 35 of Klein teaches "[t]he adaptive classifier 308 is adaptive because features (e.g., speech, noise, and distractors) change and are dependent on acoustic conditions in the environment." Ans. 11-12. In the Reply Brief, Appellants argue a person of ordinary skill in the art would not find paragraph 35 of Klein suggests adapting the statistical model "during commissioning of the noise-generating object," as recited in claim 20, but rather this paragraph only suggests there may be a change in the acoustic 8 Appeal2014-003433 Application 12/736,675 environment of the noise-generating object, which needs to be taken into account at some unspecified point in time. Reply Br. 3--4. We are not persuaded by Appellants' arguments. Regarding the interpretation of claim 20, it is unclear whether the "either-or" clause at the end modifies "commissioning." The Specification states the adaptation of the basic classification model can take place during commissioning of the object to be investigated or, in an alternative embodiment, "at regular maintenance intervals, for example once a day," or in a further embodiment, "when there is a change in the acoustic environment of the object to be investigated." Spec. i-f 28. Thus, the Specification is consistent with the "either-or" clause not modifying "commissioning" and, therefore, we conclude the broadest reasonable interpretation of claim 20 is that adapting of the model occurs during commissioning, or at regular maintenance intervals, or when there is a change in an acoustic environment. We also agree with the Examiner's finding that paragraph 35 of Klein teaches or suggests adaptation of the basic classification model when there is a change in an acoustic environment, as recited in claim 20, because it teaches the adaptive classifier is adaptive and "dependent on acoustic conditions in the environment." See Klein i-f 3 5. CONCLUSION We do not find error ( 1) in the Examiner's findings that the combination of Casey and Klein teaches or suggests the limitations in dispute in claims 17 and 20, or (2) in the Examiner's conclusion that the combination of Casey and Klein renders claims 1 7 and 20 obvious. Accordingly, we sustain the Examiner's rejection of claims 17 and 20, as 9 Appeal2014-003433 Application 12/736,675 well as claims 18, 19, and 21-35, which are not argued separately. See App. Br. 6. DECISION We affirm the Examiner's decision rejecting claims 17-35 under 35 U.S.C. § 103(a). No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(l )(iv). AFFIRMED 10 Copy with citationCopy as parenthetical citation