Ex Parte MartinDownload PDFBoard of Patent Appeals and InterferencesJun 21, 201010350838 (B.P.A.I. Jun. 21, 2010) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE BOARD OF PATENT APPEALS AND INTERFERENCES ____________ Ex parte GREGORY D. MARTIN ____________ Appeal 2008-005648 Application 10/350,8381 Technology Center 2100 ____________ Decided: June 21, 2010 ____________ Before THU A. DANG, CAROLYN D. THOMAS, and DEBRA K. STEPHENS, Administrative Patent Judges. THOMAS, Administrative Patent Judge. DECISION ON APPEAL 1 Application filed January 24, 2003. The real party in interest is Pavilion Technologies. Appeal 2008-005648 Application 10/350,838 2 STATEMENT OF THE CASE Appellant seeks our review under 35 U.S.C. § 134 of the Examiner’s final decision rejecting claims 1-4,7-37, and 40-66, which are all the claims remaining in the application, as claims 5, 6, 38, 39, and 67-702 are cancelled. We have jurisdiction over the appeal under 35 U.S.C. § 6(b). We REVERSE. The present invention relates to the field of predictive modeling and hydrocarbon, e.g., oil and/or natural gas, production, and more particularly to parameterization of stead-state empirical models of in-situ hydrocarbon reservoirs with derivative constraints. (Spec., 1:4-7.) Claim 1 is illustrative: 1. A computer-implemented method for parameterizing a steady-state model of an in-situ hydrocarbon reservoir, the model having a plurality of model parameters for mapping model input to model output through a stored representation of reservoir, the method comprising: providing a training data set comprising a plurality of input values and a plurality of target output values, wherein the training data set is representative of production operations for said reservoir; receiving a next at least one input value of the plurality of input values and a next target output value of the plurality of target output values; parameterizing the model with a predetermined algorithm using said next at least one input value and said next target output value, and one or more derivative constraints, wherein the one or more derivative constraints are imposed to constrain relationships between the at least one input value and a resulting model output 2 Ans. 2, (4). Appeal 2008-005648 Application 10/350,838 3 value, wherein said parameterizing comprises using an optimizer to perform constrained optimization on the plurality of model parameters to satisfy an objective function subject to the derivative constraints; iteratively performing said receiving and said parameterizing using the optimizer to generate a parameterized model, wherein the model comprises a model function, wherein the one or more derivative constraints comprise upper and/or lower bounds on one or more model function derivatives, wherein one or more of the model function derivatives comprise one or more of: a first order derivative of the model function, wherein the first order derivative represents inter-well transmissibilities; a second order derivatives of the model function, wherein the second order derivative of the model function represents curvature of the inter-well transmissibilities; and/or a third order derivative of the model function, wherein the third order derivative of the model function represents rate of curvature of the inter-well transmissibilities; and storing the parameterized model in a computer-accessible memory medium, wherein the parameterized model is usable to analyze operations for the reservoir for management of the production operations for the reservoir. Appellant appeals the following rejection3: Claims 1-4, 7-37, and 40-66 under 35 U.S.C. § 103(a) as unpatentable over Turner (US Patent Pub. 2002/0072828 A1, June 13, 2002), Roggero (US 6,662,109 B2, Dec. 9, 2003) and Kuipers (Higher-order derivative constraints in qualitative simulation, vol. 51 Artificial Intelligence, pp. 343- 379 (1991)). 3 The Examiner noted that the double patenting rejection is withdrawn because the co-pending application (10/350,830) has been abandoned by Appellant (8/13/2007). (Ans. 2-3.) Appeal 2008-005648 Application 10/350,838 4 FACTUAL FINDINGS 1. Roggero discloses a formula (32) for the transmissivity between grid cell I and a neighboring grid cell v(I). (Col. 12, ll. 59-64.) 2. Roggero discloses calculating the bottomhole pressure derivatives using the transmissivity value. (Col. 13, ll. 1-29.) ANALYSIS Issue: Did the Examiner err in finding that the combined references disclose a derivative that represents either inter-well transmissibilities, curvature of the inter-well transmissibilities, or rate of curvature of the inter- well transmissibilities? Appellant contends that “Roggero fails to teach or suggest, or even mention, inter-well transmissibilities, which, as is well-known in the art of hydrocarbon extraction, characterize and quantify production effects of wells on each other.” (App. Br. 12.) Appellant further contends that: [G]rid cells in the model of Roggero are not wells, and that transmissivity between adjacent grid cells in the model of Roggero is not equivalent to transmissivity between wells. For instance, . . . Figure 11 of Roggero shows that wells may be separated by distances on the order of 40-60 grid cells . . . therefore, are not located in adjacent grid cells, contrary to the Examiner’s assertion. (Reply Br. 5.) We agree with Appellant. Here, the Examiner is primarily relying on Roggero to disclose a derivative that represents inter-well transmissvity. Thus, our discussion will mainly focus on the teachings of Roggero. While the Examiner has found Appeal 2008-005648 Application 10/350,838 5 that “Roggero further discloses derivatives of the transmissivity (between grids cells)” (Ans. 13: see also FF 1), Appellant has shown that transmissivity between grid cells is distinguishable from the claimed inter- well transmissivity. In other words, we are looking at a transmissivity relationship between wells and the Examiner has merely drawn our attention to a transmissivity determination between neighboring grid cells without showing how the grid cells are related to the positions of the wells themselves, or the transmissivity between wells. In essence, Appellant argues that there are multiple grid cells (on the order of 40-60) located between wells, and the transmissivity between grid cells would not give you the transmissivity between wells. (Reply Br. 5.) We agree. Furthermore, we find that the section of Roggero that the Examiner directs our attention to focuses on providing a bottomhole pressure derivative (FF 2), not a derivative that represents inter-well transmissivity. “[T]he PTO gives claims their ‘broadest reasonable interpretation.’” In re Bigio, 381 F.3d 1320, 1324 (Fed. Cir. 2004) (quoting In re Hyatt, 211 F.3d 1367, 1372 (Fed. Cir. 2000)). However, we find that the Examiner’s construction of the aforementioned limitation is unreasonably broad in light of the express language of claim 1 requiring a derivative representing inter- well transmissivity. The Examiner’s findings appear to be targeting a derivative pertaining to a single well as opposed to derivatives representing relationships between wells. Similarly, independent claims 34, 65, and 66 also recite this limitation. The Examiner has not shown, and we do not readily find how Turner and Kuipers cure the above-noted deficiency of Roggero. Appeal 2008-005648 Application 10/350,838 6 Since we agree with at least one of the arguments advanced by Appellant, we need not reach the merits of Appellant’s other arguments. Based on the record before us, we find that the Examiner did err in rejecting representative claim 1. Accordingly, we reverse the rejection of independent claims 1, 34, 65, 66, as well as associated dependent claims 2-4, 7-33, 35-37, and 40-64. DECISION We reverse the Examiner’s § 103 rejection. REVERSED Erc Susan M. Donahue Rockwell Automation, Inc./FY 1201 South Second Street E-7F19 Milwaukee WI 53204 Copy with citationCopy as parenthetical citation