Honeywell International Inc.Download PDFPatent Trials and Appeals BoardSep 1, 20202019005529 (P.T.A.B. Sep. 1, 2020) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE 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 APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 14/673,524 03/30/2015 Jan Lukas H0043344-5444/1121-592US 8335 89941 7590 09/01/2020 HONEYWELL/S&S Intellectual Property Services Group 300 S. Tryon Street Suite 600 Charlotte, NC 28202 EXAMINER BACHNER, ROBERT G ART UNIT PAPER NUMBER 2898 NOTIFICATION DATE DELIVERY MODE 09/01/2020 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): pairdocketing@ssiplaw.com patentservices-us@honeywell.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte JAN LUKAS, ONDREJ KOTABA, DAVID C. VACANTI, MICHAL DOBES, and BRENNAN KILTY Appeal 2019-005529 Application 14/673,524 Technology Center 2800 ____________ Before N. WHITNEY WILSON, MONTÉ T. SQUIRE, and MICHAEL G. MCMANUS, Administrative Patent Judges. SQUIRE, Administrative Patent Judge. DECISION ON APPEAL1 Appellant2 appeals under 35 U.S.C. § 134(a) from the Examiner’s decision to finally reject claims 1, 2, 8, 9, 12, 13, 18–20, 22, and 23. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 This Decision refers to the Specification filed Mar. 30, 2015 (“Spec.”); Final Office Action dated Sept. 25, 2018 (“Final Act.”); Advisory Action dated Dec. 10, 2018 (“Adv. Act.”); Appeal Brief filed Mar. 22, 2019 (“Appeal Br.”); Examiner’s Answer dated May 13, 2019 (“Ans.”); and Reply Brief filed July 12, 2019 (“Reply Br.”). 2 We use the word “Appellant” to refer to “applicant” as defined in 37 C.F.R. § 1.42. Appellant identifies Honeywell International Inc. as the real party in interest. Appeal Br. 3. Appeal 2019-005529 Application 14/673,524 2 CLAIMED SUBJECT MATTER The invention relates to aircraft weather radar systems and methods. Spec. ¶¶ 1, 4. Claim 1 illustrates the subject matter on appeal and is reproduced below from the Claims Appendix to the Appeal Brief: 1. A method comprising: receiving, by a processor, information indicative of weather in a volume of airspace surrounding a volume of interest, wherein the information comprises radar reflectivity values; determining, by the processor and based at least in part on a model and the received information, a predicted iced water content level for the volume of interest, wherein the model is generated based on an application of a nonlinear regression technique to previously measured information indicative of known weather and corresponding previously measured iced water content; and outputting, by the processor for display at a display device, a graphical indication indicative of the predicted ice water content for the volume of interest. Appeal Br. 29 (key disputed claim language italicized and bolded). REFERENCES The Examiner relies on the following prior art references as evidence in rejecting the claims on appeal: Name Reference Date Kamarianakis et al. (“Kamarianakis”) US 2014/0309977 Al Oct. 16, 2014 Hogan et al., The Retrieval of IWC from Radar Reflectivity Factor and Temperature and Its Use in Evaluating a Mesoscale Model, Am. Meteorological Soc. 301–17 (2006) (“Hogan”). Appeal 2019-005529 Application 14/673,524 3 Pokharel et al., Evaluation of Collocated Measurements of Radar Reflectivity and Particle Sizes in Ice Clouds, J. Appl. Meteorology and Climatology, Vol. 50, 2104–19 (2011) (“Pokharel”). REJECTIONS On appeal, the Examiner maintains (Ans. 3) the following rejections:3 1. Claims 1, 2, 9, 12, 18, 19, 22, and 23 are rejected under 35 U.S.C. § 103 as being unpatentable over Pokharel in view of Kamarianakis (“Rejection 1”). Final Act. 8. 2. Claims 8, 13, and 20 are rejected under 35 U.S.C. § 103 as being unpatentable over Pokharel in view of Kamarianakis as applied to claims 1, 9, and 19 above, and further in view of Hogan (“Rejection 2”). Final Act. 14. OPINION Having considered the respective positions the Examiner and Appellant advance in light of this appeal record, we affirm the Examiner’s rejections based essentially on the fact-finding and reasoning the Examiner provides in the Answer, Advisory Action, and Final Office Action. We add the following primarily for emphasis. Rejection 1 The Examiner rejects claims 1, 2, 9, 12, 18, 19, 22, and 23 under § 103 as obvious over the combination of Pokharel and Kamarianakis. Final Act. 8–14. In response to the Examiner’s rejection, Appellant presents 3 The Examiner’s rejection of claims 1–5, 7–16, 18–20, 22, and 23 under 35 U.S.C. § 101 is withdrawn at page 4 of the Answer. Appeal 2019-005529 Application 14/673,524 4 arguments for the patentability of the rejected claims under separate headings/groupings in the Appeal Brief (Appeal Br. 15–25), which we address in turn below. Claim 1 The Examiner determines that the combination of Pokharel and Kamarianakis suggests a method satisfying the limitations of claim 1 and concludes the combination would have rendered the claim obvious. Final Act. 8–10 (citing Pokharel, 2104–2106, 2109, Fig. 1; Kamarianakis ¶ 79). The Examiner finds Pokharel discloses the majority of the limitations of claim 1 but that Pokharel does not disclose “the model is generated based on an application of a nonlinear regression technique to previously measured information indicative of known weather and corresponding previously measured iced water content” recitation of the claim. Id. at 8–9. The Examiner, however, relies on Kamarianakis for disclosing or suggesting that limitation. Id. at 9–10. In particular, the Examiner finds Kamarianakis discloses that historical data may be used in a nonlinear regression technique to predict current/future states of the previously measured data and nonlinear regression is a known technique for forecasting based on previously measured data. Id. at 9–10 (citing Kamarianakis ¶ 79). Based on the above findings, the Examiner concludes it would have been obvious to one having ordinary skill in the art to use nonlinear regression in the method of Pokharel for the obvious benefit of obtaining good predictions of measured ice water content based on previous measurements, and the features of claim[]1 would have been obvious to one having ordinary skill in the art. Id. at 10. Appeal 2019-005529 Application 14/673,524 5 Appellant argues the Examiner’s rejection of claim 1 should be reversed because the Examiner has failed to establish that Pokharel in view of Kamarianakis discloses or suggests the method of claim 1. Appeal Br. 15; Reply Br. 2. In particular, Appellant argues that, in contrast to the claimed method, Pokharel does not describe determining a predicted ice water content level for a flight line based on information indicative of weather in a volume of airspace surrounding the flight line. Appeal Br. 16. Rather, Appellant contends Pokharel describes measuring particle size using a particle probe and comparing probe measurements with radar measurements. Id. at 16. Appellant further contends that, contrary to the Examiner’s findings, Figure 1 of Pokharel does not disclose or suggest “a graphical indication indicative of the predicted ice water content for the volume of interest,” as recited in claim 1. Id. at 16. Appellant also contends Pokharel does not disclose “the model is generated based on an application of a nonlinear regression technique to previously measured information indicative of known weather and corresponding previously measured iced water content” recitation of the claim. Id. at 17. Appellant argues that, because “the ‘conditions’ being predicted in Pokharel and Kamarianakis are wholly different,” a person of ordinary skill in the art would not have looked to Kamarianakis for suggesting that limitation. Id. at 17–18 (arguing “the Examiner has not shown that a person of ordinary skill in the art would have looked to a reference about ‘forecasting models that involve . . . urban occupancy (road traffic) data’ to modify a method described by Pokharel”). Appellant also argues the Examiner has failed to establish that “there would have been an apparent reason for one of ordinary skill in the art to Appeal 2019-005529 Application 14/673,524 6 modify the method and system disclosed by Pokharel in view of Kamarianakis.” Id. at 15; Reply Br. 3–7. Rather, Appellant contends that a person of ordinary skill in the art in possession of Pokharel would not have had any apparent reason, with rational underpinning, to use a model generated based on a non-linear regression technique to make a prediction regarding iced water content based on radar reflectivity information. Appeal Br. 18; see also Reply Br. 6–7 (same). We do not find Appellant’s arguments persuasive of reversible error in the Examiner’s rejection. The preponderance of the evidence of record supports the Examiner’s fact-finding and reasoning underlying the rejection. See Ans. 4–8; Final Act. 9–10. Regarding “determining . . . based at least in part on a model and the received information, a predicted iced water content level for the volume of interest,” as the Examiner finds (Ans. 4–5; Final Act. 9), Pokharel discloses taking radar reflectivity measurements in a volume of airspace, i.e., above the flight path and below the flight path, performing interpolation on the measured reflectivity data, and using the interpolated data, at least in part, to predict iced water content. Pokharel, Abstract (describing “use of the data for establishing relationships between measured reflectivity and ice water content”), p. 2105 (describing using measured radar reflectivity data “to derive relationships between reflectivity and iced water content”), p. 2109 (disclosing “an interpolation is performed between measured activities above and below the flight line”), Fig. 1 (showing correlation between interpolated reflectivity at flight level and the concentration of ice particles). Regarding “outputting . . . a graphical indication indicative of the predicted ice water content for the volume of interest,” as the Examiner finds Appeal 2019-005529 Application 14/673,524 7 (Ans. 5–6), Figure 1 of Pokharel shows graphs indicating the correlation between interpolated radar reflectivity data at flight level in a vertical section through a deep mountain cloud and the concentration of ice particles (ice water content) during segments of the flight. See Pokharel, Fig. 1, pp. 2106–2017. In view of Pokharel’s teachings, we agree with the Examiner (Ans. 5; Final Act. 9–10) that one of ordinary skill in the art would have reasonably interpreted or understood the graphical information in Figure 1 of Pokharel as falling within the scope of “outputting . . . a graphical indication indicative of the predicted ice water content for the volume of interest” in the manner claimed, and determine it would have been obvious to display as part of Pokharel’s radar system. See In re Burckel, 592 F.2d 1175, 1179 (CCPA 1979) (“[A] reference must be considered not only for what it expressly teaches, but also for what it fairly suggests.”). Appellant’s arguments do not reveal reversible error in the Examiner’s analysis or factual findings in this regard. Appellant’s contention that Pokharel describes measuring particle size using a particle probe and comparing probe measurements with radar measurements (Appeal Br. 16) is not persuasive because Pokharel is good for all it teaches and would have reasonably suggested to one of ordinary skill. In re Bode, 550 F.2d 656, 661 (CCPA 1977) (stating that a “reference must be evaluated for all it teaches”). The fact that Pokharel discusses measuring particle sizes using a particle probe and comparing probe measurements with radar measurements, without more, does not negate or take away from Pokharel’s teachings regarding receiving radar reflectivity measurements in a volume of airspace, interpolating the data, and using the interpolated data, at least in part, to Appeal 2019-005529 Application 14/673,524 8 produce a correlation between interpolated radar reflectivity and the concentration of ice particles (see Pokharel, Abstract, pp. 2105–2107, 2109, Fig. 1), which, we agree with the Examiner, reasonably suggests “determining . . . based at least in part on a model and the received information, a predicted iced water content level for the volume of interest,” as claimed. Appellant’s contention that Pokharel does not disclose “the model is generated based on an application of a nonlinear regression technique to previously measured information indicative of known weather and corresponding previously measured iced water content” (Appeal Br. 17) is not persuasive because it is premised on what Appellant contends the Pokharel reference teaches individually, and not the combined teachings of the cited prior art references as a whole, and what the combined teachings of the references would have suggested to one of ordinary skill in the art. One cannot show non-obviousness by attacking references individually where the rejection is based on a combination of references. In re Keller, 642 F.2d 413, 425 (CCPA 1981). The Examiner does not rely solely upon Pokharel for disclosing that limitation. Rather, as we previously discuss above, the Examiner relies on Kamarianakis for disclosing or suggesting “an application of a nonlinear regression technique” recitation of the claim. See Ans. 5–6; Final Act. 9–10 (citing Kamarianakis ¶ 79). Appellant’s argument that the Examiner has failed to establish an apparent reason for one of ordinary skill in the art to modify Pokharel’s method in view of Kamarianakis’ disclosure (Appeal Br. 15, 18) is equally unpersuasive. Contrary to what Appellant argues, on the record before us, we determine that the Examiner does provide a sufficient and well-supported Appeal 2019-005529 Application 14/673,524 9 reason with rational underpinning to evince why one of ordinary skill would have combined the teachings of Pokharel and Kamarianakis to arrive at Appellant’s claimed method. Final Act. 5 (explaining it would have been obvious to one of ordinary skill in the art to use nonlinear regression in Pokharel’s method to obtain good predictions of ice water content based on previously measured radar reflectivity information); Kamarianakis ¶ 8 (disclosing that “[t]hrough the use of this technique, significant accuracy gains are achieved and at virtually no loss of important information to the end user”), ¶ 79 (disclosing nonlinear regression as a known prediction method); Pokharel 2105 (noting “that reflectivity is a highly nonlinear measure”); see also KSR Int’l Co. v. Teleflex, Inc., 550 U.S. 398, 420 (2007) (explaining that any need or problem known in the art can provide a reason for combining the elements in the manner claimed). Appellant’s disagreement as to the Examiner’s factual findings and reason for combining the references, without more, is insufficient to establish reversible error. SmithKline Beecham Corp. v. Apotex Corp., 439 F.3d 1312, 1320 (Fed. Cir. 2006) (“[M]ere statements of disagreement . . . as to the existence of factual disputes do not amount to a developed argument.”). Appellant’s contentions that “the ‘conditions’ being predicted in Pokharel and Kamarianakis are wholly different” (Appeal Br. 17) and a person of ordinary skill in the art would not have modified Pokharel in view of Kamarianakis because Kamarianakis relates to “forecasting models that involve . . . urban occupancy (road traffic) data” (id. at 17–18) are not persuasive because Kamarianakis’ teachings are not limited to the disclosures in its preferred embodiments or intended uses. See In re Susi, Appeal 2019-005529 Application 14/673,524 10 440 F.2d 442, 445-46 (CCPA 1971) (explaining that disclosure of particular preferred embodiments does not teach away from a prior art reference’s broader disclosure); see also In re Applied Materials, Inc., 692 F.3d 1289, 1298 (Fed. Cir. 2012) (“A reference must be considered for everything that it teaches, not simply the described invention or a preferred embodiment.”). Although Kamarianakis describes nonlinear regression methods for use in forecasting models that involve “urban occupancy (road traffic)” (Kamarianakis ¶ 7), such disclosure is exemplary or merely preferred embodiments and, without more, does not negate or take away from Kamarianakis’ broad disclosure regarding nonlinear regression being a known technique for reducing data volatility and use in models for making accurate predictions based on previous measurements (Kamarianakis ¶¶ 3, 8, 79). KSR, 550 U.S. at 416 (“The combination of familiar elements according to known methods is likely to be obvious when it does no more than yield predictable results.”). Moreover, as the Examiner finds and explains (Ans. 6–8), Pokharel and Kamarianakis are analogous art because they relate to similar problems, i.e., prediction of conditions using previously measured data and issues with asymmetric and scattered data (Pokharel, Fig. 1, 2105, 2109; Kamarianakis, Figs. 4, 6, ¶¶ 2, 8, 48), which is reasonably pertinent to a problem faced by the Inventors and that the claimed invention seeks to address (Spec. ¶¶ 4, 20, 32). See In re Bigio, 381 F.3d 1320, 1325 (Fed. Cir. 2004) (stating the criteria for determining whether prior art is analogous); see also In re Clay, 966 F.2d 656, 659 (Fed. Cir. 1992) (“A reference is reasonably pertinent if . . . it is one which, because of the matter with which it deals, logically would have commended itself to an inventor’s attention in considering his Appeal 2019-005529 Application 14/673,524 11 problem.”). Thus, we agree with the Examiner that a person of ordinary skill in the art would have had reasonable basis to look to Kamarianakis and consider modifying Pokharel’s method in view of Kamarianakis’ teachings. We, therefore, sustain the Examiner’s rejection of claim 1. Claims 9, 18, 22, and 23 Although Appellant nominally presents arguments for the patentability of dependent claims 9, 18, 22, and 23, enumerated under separate headings, respectively, at pages 20, 21, 23, and 24 of the Appeal Brief, Appellant does not present any additional substantive argument, but instead repeats and relies principally on the same arguments Appellant previously presents above in response to the Examiner’s rejection of claim 1. Thus, based on the fact-finding, analysis, and conclusions the Examiner provides in the record, and for principally the same reasons we discuss above for sustaining the Examiner’s rejection of claim 1, we sustain the Examiner’s rejection of claims 9, 18, 22, and 23. Claim 2 Claim 2 depends from claim 1 and further recites “wherein the graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values.” Appeal Br. 29 (Claims Appendix). The Examiner determines that the combination of Pokharel and Kamarianakis suggests a method satisfying the limitations of claim 2 and concludes the combination would have rendered the claim obvious. Final Act. 8–10. Regarding “the graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values” recitation of claim 2, the Examiner Appeal 2019-005529 Application 14/673,524 12 finds Pokharel teaches that limitation because the graphical indication of Figure 1 of Pokharel is “indicative of predicted ice water content being above any arbitrary specified level.” Id. at 10 (internal quotes omitted). The Examiner finds and explains that, because claim 2 does not recite any “specified level” or specific “ranges of predicted iced water content values,” and Figure 1 of Pokharel indicates that the predicted iced water content (ice concentration) is greater than zero, Figure 1 of Pokharel discloses that limitation of the claim. Ans. 8. Appellant argues that the Examiner’s rejection of claim 2 should be reversed because Figure 1 of Pokharel does not disclose or suggest “the graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values,” as recited in the claim. Appeal Br. 19–20; Reply Br. 8. Appellant contends the Examiner appears to have read out the recitation that the “graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values” and appears to have based the rejection on an assertion that FIG. 1 of Pokharel illustrates predicted iced water content level in general. Appeal Br. 19. Appellant further contends Figure 1 of Pokharel “fails to show any consideration to the measured concentration of ice particles ‘being above a specified level or of one or more ranges of predicted iced water content values,’ instead of merely showing whatever data was measured.” Id. at 19–20. We do not find Appellant’s arguments persuasive of reversible error in the Examiner’s rejection. Rather, we determine the Examiner’s interpretation of the phrase “the graphical indication is indicative of the Appeal 2019-005529 Application 14/673,524 13 predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values” of claim 2 constitutes the broadest reasonable interpretation consistent with the Specification and language of the claim. During prosecution, claims are given their broadest reasonable interpretation consistent with the specification. In re Am. Acad. of Sci. Tech. Ctr., 367 F.3d 1359, 1364 (Fed. Cir. 2004). The words used in a claim must be read in light of the specification, as they would have been interpreted by one of ordinary skill in the art at the time of the invention. Id. at 1364. As we note above, claim 2 does not recite any specified level or ranges of predicted iced water content values. The Specification also does not provide any special definition for the phrase “the graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values” beyond the language recited in the claim. Further, Appellant does not identify or direct us to any description in the Specification indicating that the phrase must narrowly be construed to mean any specified level or ranges of predicted iced water content values beyond the language of the claim. Thus, absent any special or scope-limiting definition in the Specification, we find the Examiner correctly applies the broadest reasonable interpretation of the phrase to mean the graphical indication is indicative of predicted iced water content being above any arbitrary specified level. In re ICON Health & Fitness, Inc., 496 F.3d 1374, 1379 (Fed. Cir. 2007) (“[W]e look to the specification to see if it provides a definition for claim terms, but otherwise apply a broad interpretation.”). Appeal 2019-005529 Application 14/673,524 14 Moreover, applying the broadest reasonable interpretation of “the graphical indication is indicative of the predicted iced water content being above a specified level or of one or more ranges of predicted iced water content values” claim language to the cited art, we discern no reversible error in the Examiner’s finding that Figure 1 of Pokharel discloses that limitation of the claim. In particular, we find a preponderance of the evidence supports the Examiner’s finding (Ans. 8) that Figure 1 of Pokharel indicates that the predicted iced water content (ice concentration) is greater than zero, which we determine falls reasonably within the scope of the language of the claim. Appellant’s contention that “Pokharel does not describe the concentration of ice particles as ‘predicted iced water content,’ but instead as measured particle sizes using a particle probe” (Appeal Br. 19) is not persuasive because, as we discuss above with claim 1, the fact that Pokharel describes measuring particle sizes using a particle probe does not negate or take away from Pokharel’s disclosure regarding receiving radar reflectivity measurements in a volume of airspace, interpolating the data, and using the interpolated data, at least in part, to produce a correlation between interpolated radar reflectivity and the concentration of ice particles for predicting iced water content in the manner claimed. We, therefore, sustain the Examiner’s rejection of claim 2. Claims 12 and 19 Although Appellant nominally presents arguments for the patentability of dependent claims 12 and 19 enumerated under separate headings, respectively, at pages 21 and 22 of the Appeal Brief, Appellant does not present any additional substantive argument, but instead repeats and Appeal 2019-005529 Application 14/673,524 15 relies principally on the same arguments Appellant previously presents above in response to the Examiner’s rejection of claim 2. Thus, based on the fact-finding, analysis, and conclusions the Examiner provides in the record, and for principally the same reasons we discuss above for sustaining the Examiner’s rejection of claim 2, we sustain the Examiner’s rejection of claims 12 and 19. Accordingly, we affirm the Examiner’s rejection of claims 1, 2, 9, 12, 18, 19, 22, and 23 under 35 U.S.C. § 103 as obvious over the combination of Pokharel and Kamarianakis. Rejection 2 The Examiner’s rejects claims 8, 13, and 20 under 35 U.S.C. § 103 as obvious over the combination of Pokharel, Kamarianakis, and Hogan. Final Act. 14. In response to the Examiner’s rejection, Appellant presents separate arguments for the patentability of each claim, which we address in turn below. Claim 8 Claim 8 recites the method of claim 1, further comprising: receiving, by the processor, information indicative of weather in the volume of interest, wherein the information comprises radar reflectivity values; and determining, by the processor and based at least in part on the model, the information indicative of weather in the volume of interest, and the information indicative of weather in the volume of airspace surrounding the volume of interest, the predicted iced water content level for the volume of interest. Appeal Br. 30 (Claims Appendix) (key disputed claim language italicized and bolded). Appeal 2019-005529 Application 14/673,524 16 The Examiner determines that the combination of Pokharel, Kamarianakis, and Hogan suggests a method satisfying the limitations of claim 8 and concludes the combination would have rendered the claim obvious. Final Act. 8–10, 14. Regarding “the information indicative of weather in the volume of airspace surrounding the volume of interest” recitation of claim 8, the Examiner finds that Hogan discloses that “simple incorporation of temperature would make retrieved IWC significantly more accurate.” Id. at 14 (quoting Hogan 301). The Examiner concludes [i]t would have been obvious to one of ordinary skill in the art at the time of filing the instantly claimed invention to adopt “the simple incorporation of temperature” into the IWC-by-Z-determination of Pokharel et al. . . . motivated to “make retrieved IWC significantly more accurate” per Hogan et al. . . . [and] the combination of Pokharel et al. and Hogan et al. renders obvious that two kinds of information indicative of weather in a volume of airspace be provided (temperature in the volume of airspace per Hogan et al.) and (Z values surrounding the volume of interest above and below the flight path per p. 2109 of Pokharel et al.). Id. at 14. Appellant argues that the Examiner’s rejection of claim 8 should be reversed because the Examiner has failed to establish a prima facie case of obviousness. Appeal Br. 25. In particular, Appellant argues Hogan does not disclose or suggest “the information indicative of weather in the volume of airspace surrounding the volume of interest,” as recited the claim. Id. at 26. Appellant argues that, although Hogan refers to retrieved ice water content (IWC), radar reflectivity, and temperature in the same volume of space, Hogan fails to describe that radar reflectivity and temperature for “a volume of airspace surrounding a volume of interest” could have any correlation to “a Appeal 2019-005529 Application 14/673,524 17 predicted iced water content level for the volume of interest.” Id. at 26. Appellant further argues the Examiner fails to establish that there would have been an apparent reason for one of ordinary skill in the art to modify Pokharel’s method in view of Kamarianakis and Hogan to arrive at the claimed subject matter. Id. at 25. Appellant also argues the Examiner’s rejection appears to inadvertently refer to claim 8. Id. at 25. According to Appellant, although the Examiner refers to claim 8, the rejection actually appears to be directed to the subject matter of claim 3, which is similar to the subject matter of claims 13 and 20. Id. at 25–26. Compare claim 8 (Appeal Br. 30) with, claim 3 (Appeal Br. 29). We do not find Appellant’s arguments persuasive of reversible error in the Examiner’s rejection. The preponderance of the evidence of record supports the fact-finding, conclusions, and analysis relied on by the Examiner in support of the rejection. Ans. 4–8; Final Act. 8–10, 14. In particular, as the Examiner finds (Final Act. 14), Hogan discloses incorporating temperature in the same volume of airspace and suggests using temperature measurements along with radar reflectivity measurements to produce a significantly more accurate correlation with iced water content (Hogan, Abstract, 301), which, we agree with the Examiner, falls within the scope of “information indicative of weather in the volume of airspace surrounding the volume of interest,” as claimed. The Examiner also provides a reasonable basis to evince why one of ordinary skill in the art would have combined the teachings of the cited art to arrive at the claimed invention. As the Examiner explains (Final Act. 14), it would have been obvious to one of ordinary skill in the art to have Appeal 2019-005529 Application 14/673,524 18 incorporated temperature into Pokharel’s IWC-by-Z determination method to make retrieved IWC significantly more accurate, as taught by Hogan, and doing so was known in the art. See KSR, 550 U.S. at 416 (“The combination of familiar elements according to known methods is likely to be obvious when it does no more than yield predictable results.”). Appellant’s arguments do not reveal reversible error in the Examiner’s factual findings and analysis in this regard. Appellant’s contention that “the Examiner may have inadvertently referred to claim 8 in the rejection” (Appeal Br. 25) is not persuasive because it is speculative and unsupported by persuasive evidence the record. See In re Geisler, 116 F.3d 1465, 1470 (Fed. Cir. 1997) (explaining that mere lawyer’s arguments or conclusory statements, which are unsupported by concrete factual evidence, are entitled to little probative value). We, therefore, sustain the Examiner’s rejection of claim 8. Claims 13 and 20 Although Appellant nominally presents arguments for the patentability of dependent claims 13 and 20 enumerated under separate headings, respectively, at page 27 of the Appeal Brief, Appellant does not present any additional substantive argument, but instead relies principally on the same arguments Appellant previously presents above for the patentability of claim 9 and/or claim 18 and in response to the Examiner’s rejection of claim 1 (Rejection 1), which we address above. Thus, based on the fact-finding, analysis, and conclusions the Examiner provides in the record, and for principally the same reasons we discuss above for sustaining the Examiner’s rejection of claims 1, 9, and 18 (Rejection 1), we sustain the Examiner’s rejection of claims 13 and 20. Appeal 2019-005529 Application 14/673,524 19 Accordingly, we affirm the Examiner’s rejection of claims 8, 13, and 20 under 35 U.S.C. § 103 as obvious over the combination of Pokharel, Kamarianakis, and Hogan. CONCLUSION In summary: Claim(s) Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1, 2, 9, 12, 18, 19, 22, 23 103 Pokharel, Kamarianakis 1, 2, 9, 12, 18, 19, 22, 23 8, 13, 20 103 Pokharel, Kamarianakis, Hogan 8, 13, 20 Overall Outcome 1, 2, 8, 9, 12, 13, 18–20, 22, 23 No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation