Ex Parte Viassolo et alDownload PDFPatent Trial and Appeal BoardSep 20, 201612473413 (P.T.A.B. Sep. 20, 2016) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE 12/473,413 05/28/2009 6147 7590 09/22/2016 GENERAL ELECTRIC COMPANY GLOBAL RESEARCH ONE RESEARCH CIRCLE BLDG. Kl-3A59 NISKAYUNA, NY 12309 FIRST NAMED INVENTOR Daniel Edgardo Viassolo 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. 225685-1 9562 EXAMINER KIM,EUNHEE ART UNIT PAPER NUMBER 2123 NOTIFICATION DATE DELIVERY MODE 09/22/2016 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): haeckl@ge.com gpo.mail@ge.com Lori.e.rooney@ge.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte DANIEL EDGARDO VIASSOLO, A VINASH VINA YAK TA WARE and BRENT JEROME BRUNELL Appeal2015-002842 Application No. 12/473,413 1 Technology Center 2100 Before MARC S. HOFF, MELISSA A. HAAPALA, and JOYCE CRAIG, Administrative Patent Judges. HOFF, Administrative Patent Judge. DECISION ON APPEAL STATEMENT OF THE CASE Appellants appeal under 35 U.S.C. § 134(a) from a Non-Final Rejection of claims 1-11, 14-25, and 27-36.2 We have jurisdiction under 35 U.S.C. § 6(b). We reverse. Appellants' invention is a method of generating linear engine models for an aircraft engine system. First, a set of linear engine models is determined offline, by linearization of a nonlinear computation model of the 1 The real party in interest is General Electric Company. 2 Claims 12, 13, and 26 have been cancelled. Appeal2015-002842 Application No. 12/473,413 engine system at selected operating points or from desired data. Second, the accuracy of each linear engine model is analyzed, and inaccurate models are eliminated, producing a residual set of linear engine models. Third, linear engine models are generated offline, corresponding to grid points of one or more lookup tables based on the residual set of linear engine models. Fourth, lookup table grid points are associated offline with selected scheduling variables. Fifth, algorithmic software is generated for the engine system such that the linear engine models generated offline form the basis for online scheduling of linear engine models. See Abstract. Claim 1 is exemplary of the claims on appeal: 1. A method of generating linear models for an aircraft engine system, the method comprising: determining, offline, a set of linear models for the aircraft engine system by linearization of a nonlinear model of the aircraft engine system at selected operating points or from desired data; analyzing, offline, accuracy of each linear model and eliminating inaccurate linear models therefrom to provide a residual set of the linear engine models; generating, offline, linear models corresponding to grid points of one or more rectangular lookup tables based on the residual set of the linear engine models; associating, offline, lookup table grid points or the residual set of the linear engine models with selected scheduling variables; and generating, offline, algorithmic software for the aircraft engine system therefrom such that the linear models for the aircraft engine system generated offline form a basis for online scheduling of linear models. The Examiner relies upon the following prior art in rejecting the claims on appeal: Dudek us 5,094,213 Mar. 10, 1992 2 Appeal2015-002842 Application No. 12/473,413 Volponi Ellis US 7,472,100 B2 US 8,117,017 B2 Dec. 30, 2008 Feb. 14,2012 Bharath Reddy Endurthi, Linearization and Health Estimation of a Turbofan Engine (December 2004) (M.S. thesis, Cleveland State University) (hereinafter "Endurthi"). Paulo Rosa et al., Autolanding Controller for a Fixed Wing Unmanned Air Vehicle, American Institute of Aeronautics and Astronautics, Inc. 2007 (hereinafter "Rosa"). Claims 1-7, 9, 14-17, 20-24, 27, 29-34, and 36 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Endurthi, Ellis, and Dudek. Claims 8, 10, 11, 18, 19, 28, and 35 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Endurthi, Ellis, Dudek, and Rosa. Claims 25 stands rejected under 35 U.S.C. § 103(a) as being unpatentable over Endurthi, Ellis, Dudek, and V olponi. Throughout this decision, we make reference to the Appeal Brief ("App. Br.," filed Oct. 14, 2014), the Reply Brief ("Reply Br.," filed Jan. 20, 2015), and the Examiner's Answer ("Ans.," mailed Nov. 21, 2014) for their respective details. ISSUES 1. Does Ellis disclose or suggest generating, offline, linear models corresponding to grid points of one or more rectangular lookup tables based on the residual set of the linear engine models, as recited in claim 1? 2. Does Ellis disclose or suggest generating linear engine models corresponding to grid points of one or more lookup tables based on a secondary set of linear engine models, as recited in claim 29? 3 Appeal2015-002842 Application No. 12/473,413 ANALYSIS CLAIMS 1-7, 9, 14-17, 20-24, AND 27 The Examiner finds that Ellis teaches generating linear models corresponding to grid points of one or more rectangular lookup tables based on the residual set of linear engine models. Ans. 4. Responding to Appellants' arguments, the Examiner finds that Ellis discloses that the linearized engine models are "based on the state space representation: where u, x and y are vectors respectively corresponding to engine control variables u, engine state variables x and the engine performance variables y, x is a vector corresponding to the time derivatives of the engine state variables x, and A, G, C and Dare matrices of partial derivatives." Ans. 18 (citing Ellis col. 9, 11. 9-18). The Examiner further points out that Appellants' Specification discloses a linear engine model (LEM) which is defined by matrices A, B, C, D. Ans. 18; Spec. ,-i 13. The Examiner finds that because matrix D in Ellis has as components "[t]he engine performance variables y with respect to the engine control variables u," matrix Chas as components "the engine performance variables y with respect to the engine state variables x," and matrix G has as components "the engine state variables x with respect to the engine control variables u," Ellis teaches subject matter corresponding to the claimed "grid points of one or more rectangular lookup tables based on the residual set of the linear engine models." Ans. 18. 4 Appeal2015-002842 Application No. 12/473,413 While we agree with the Examiner that Ellis discloses details of an individual linear engine model that are similar to Appellants' individual linear engine models, we do not agree with the Examiner's findings concerning the claimed invention, because the Examiner has not fully considered the definition of the claim term "rectangular" in the Specification. Appellants disclose that [b ]y rectangularity, it is implied that for instance, if the scheduling variables were altitude and ambient temperature and there were, say, 5 altitudes and 5 ambient temperatures that form the scheduling grid, then for each of these 25 grid points, there needs to be a LEM associated. This condition of rectangularity is a prerequisite for most interpolation algorithms. If there are more than two scheduling variables, then accordingly for every combination of the scheduling variables, there needs to be a LEM associated. Spec. ,-i 26. Appellants further disclose that, if the residual set of LEMs is not rectangular with respect to the selected set of scheduling variables, that residual set is then employed "to generate LEMs that are used to form the grid or vertex points of one or more lookup tables satisfying the condition of rectangularity with respect to the selected scheduling variables." Spec. ,-i 27. The Examiner's discussion of Ellis has failed to establish that Ellis discloses "generating, offline, linear models corresponding to grid points of one or more rectangular lookup tables," because the Examiner has not identified any disclosure in Ellis that, based on the residual set of linear engine models, a set of linear models that is rectangular, within the meaning expressed by Appellants, is generated. The Examiner's finding that 5 Appeal2015-002842 Application No. 12/473,413 individual LEMs in Ellis are similar to the individual LEMs disclosed by Appellants is not sufficient to show a disclosure of the claimed rectangularity. Endurthi and Dudek, as relied upon by the Examiner, do not remedy the deficiencies of Ellis. We agree with Appellants that the Examiner has failed to identify, in Ellis, "generating, offline, linear models corresponding to grid points of one or more rectangular lookup tables, based on the residual set of linear engine models," as recited in claim 1. Because we conclude that the Examiner erred, we do not sustain the Examiner's § 103 rejection of claim 1 and its dependent claims 2-7, 9, 14-17, 20-24, and 27 over Endurthi, Ellis, and Dudek. CLAIMS 29-34 AND 36 Independent claim 29 recites "generating the linear engine models corresponding to grid points of one or more lookup tables based on the secondary set of linear engine models." Similar to our analysis of independent claim 1, we find error in the Examiner's rejection of claim 29, based on the content of Ellis. We do not agree with the Examiner's finding that Ellis teaches this limitation. We agree with Appellants that "[t]he vectors of the matrices [of Ellis, discussed supra] do not correspond to grid points" of one or more lookup tables, "nor are they based on [secondary] set of linear [engine] models." App. Br. 9. Accordingly, we find that the combination of Endurthi, Ellis, and Dudek fails to teach or suggest all the elements of claim 29, and its dependent claims 30-34 and 36. We do not sustain the Examiner's§ 103 rejection. 6 Appeal2015-002842 Application No. 12/473,413 CLAIMS 8, 10, 11, 18, 19, 28, AND 35 We agree with Appellants that Rosa does not remedy the deficiencies of the combination of Endurthi, Ellis, and Dudek. We do not sustain the Examiner's§ 103 rejection of claims 8, 10, 11, 18, 19, 28, and 35. CLAIM25 We agree with Appellants that Volponi fails to cure the deficiencies of Endurthi, Ellis, and Dudek, as discussed supra. We do not sustain the Examiner's§ 103 rejection of claim 25. CONCLUSIONS 1. Ellis does not disclose or suggest generating, offline, linear models corresponding to grid points of one or more rectangular lookup tables based on the residual set of the linear engine models, as recited in claim 1. 2. Ellis does not disclose or suggest generating linear engine models corresponding to grid points of one or more lookup tables based on a secondary set of linear engine models, as recited in claim 29. ORDER The Examiner's rejection of claims 1-11, 14-25, and 27-36 is reversed. REVERSED 7 Copy with citationCopy as parenthetical citation