Ex Parte HockerDownload PDFPatent Trial and Appeal BoardFeb 27, 201913475203 (P.T.A.B. Feb. 27, 2019) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE FIRST NAMED INVENTOR 13/475,203 05/18/2012 Christian Hocker 87884 7590 03/01/2019 Mossman, Kumar and Tyler, PC P.O. Box 421239 Houston, TX 77242 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. RDS4-52320-US 1951 EXAMINER COTHRAN, BERNARD E ART UNIT PAPER NUMBER 2128 NOTIFICATION DATE DELIVERY MODE 03/01/2019 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): docket@mktlaw.com tthigpen@mktlaw.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte CHRISTIAN HOCKER Appeal2018-004269 Application 13/475,203 Technology Center 2100 Before JOHN A. JEFFERY, LARRY J. HUME, and SCOTT B. HOWARD, Administrative Patent Judges. JEFFERY, Administrative Patent Judge. DECISION ON APPEAL Appellant1 appeals under 35 U.S.C. § 134(a) from the Examiner's decision to reject claims 1-15, 17-19, 21, 23, and 24. We have jurisdiction under 35 U.S.C. § 6(b ). We affirm. 1 Appellant identifies the real party in interest as Baker Hughes, a GE company. App. Br. 1. Appeal2018-004269 Application 13/475,203 STATEMENT OF THE CASE Appellant's invention models a distribution of properties of subsurface formations using geo-statistical methods. Specifically, the outline and internal geometry of a sand belt deposited by meandering river channels is modeled covering three different scales to describe the heterogeneity of properties affecting fluid flow in the sand belt. To this end, symmetry and geometric opposition are analyzed and used to condition the modeling processes at each scale with auxiliary variables. See generally Abstract; Spec. ,r 2. Claim 1 is illustrative: 1. A method of developing a hydrocarbon reservoir, the method comprising: using at least one processor to define a model of an earth formation in which at least one component of the model is an asymmetric geometrical representation of an asymmetric geological feature, wherein the model represents a division of the geometry of the representation into two parts along a division line generated using an estimated relation between geological characteristics of the two parts, wherein the relation is indicative of at least one of: (i) symmetry and (ii) geometric opposition; using the at least one processor to condition the model using a measurement of at least one auxiliary variable to produce a conditioned model including representation of preserved bodies within each of the two parts, the representations of preserved bodies generated according to a pattern corresponding to the division line; and performing developmental operations based at least in part on an output of the conditioned model; and wherein the representation is an analogue of the feature in isolation and each of the two parts is further modeled as a group of the preserved bodies showing opposed geometries on either side of the division line, wherein the preserved bodies are at a smaller scale than the feature. 2 Appeal2018-004269 Application 13/475,203 THE REJECTIONS The Examiner rejected claims 1-15, 17-19, 21, 23, and 24 under 35 U.S.C. § 101 as directed to an abstract idea. Ans. 2. 2 The Examiner rejected claims 1-3, 6-9, 12, 19, 23, and 24 under 35 U.S.C. § 103 as unpatentable over Hongmei Li, Hierarchic Modeling & History Matching of Multi-Scale Flow Barriers in Channelized Reservoirs, Stanford Univ. Doctoral Dissertation (2008) ("Li"); Derek Karssenberg et al., Conditioning a Process-Based Model of Sedimentary Architecture to Well Data, 71 J. Sedimentary Res. 868-78 (2001) ("Karssenberg"); James (US 2003/0233217 Al; published Dec. 18, 2003); Alan D. Howard, Modeling Channel Migration & Floodplain Sedimentation in Meandering Streams, in LOWLAND FLOODPLAIN RIVERS: GEOMORPHOLOGICAL PERSPECTIVES (P.A. Carling & G. E. Petts ed. 1992) ("Howard"); and Jennifer G. Duan & Pierre Y. Julien, Numerical Simulation of Meandering Evolution, 391 J. HYDROLOGY 34--46 (2010) ("Duan"). Ans. 5-25. The Examiner rejected claims 4, 5, 10, 11, and 17 under 35 U.S.C. § 103 as unpatentable over Li, Karssenberg, James, Howard, Duan, and Xiaoye Liu & Zhenyu Zhang, Ground Truth Extraction from LiDAR Data for Image Orthorectification, INT'L WORKSHOP ON EARTH OBSERVATION & REMOTE SENSING APPLICATIONS, IEEE (2008) ("Liu"). Ans. 25-27. The Examiner rejected claims 13-15 and 18 under 35 U.S.C. § 103 as unpatentable over Li and James. Ans. 27-30. 2 Throughout this opinion, we refer to ( 1) the Appeal Brief filed October 9, 2017 ("App. Br."); (2) the Examiner's Answer mailed January 11, 2018 ("Ans."); and (3) the Reply Brief filed March 12, 2018 ("Reply Br."). 3 Appeal2018-004269 Application 13/475,203 The Examiner rejected claim 21 under 35 U.S.C. § 103 as unpatentable over Li, Karssenberg, James, Howard, Duan, and J. L. Glenn, Gravel Deposits in the Willamette Valley Between Salem and Oregon City, Oregon, 24 The ORE Bin 33--48 (1962). Ans. 30-31. THE INELGIBILITY REJECTION The Examiner determines that the claims are directed to an abstract idea, namely organizing and manipulating information through mathematical correlations by ( 1) defining a model of an earth formation; (2) conditioning the model using a measurement of an auxiliary variable; and (3) performing a development operation based at least partly on the conditioned model's output, the latter of which is said to merely estimate various factors associated with hydrocarbon reservoir development. See Ans. 2--4. The Examiner adds that the claims do not include additional elements that add significantly more than the abstract idea, but merely recite conventional computer functions. Id. at 4. Based on these determinations, the Examiner concludes that the claims are ineligible under§ 101. Id. at 2--4. Appellant argues that the claimed invention is not directed to an abstract idea. Reply Br. 5-7. According to Appellant, not only does the claimed invention satisfy the machine-or-transformation test, but it also recites an unconventional solution to a technological problem specific to facies modeling. Id. ISSUE Under§ 101, has the Examiner erred in rejecting claims 1-15, 17-19, 21, 23, and 24 as directed to ineligible subject matter? This issue turns on 4 Appeal2018-004269 Application 13/475,203 whether the claims are directed to an abstract idea and, if so, whether recited elements----considered individually and as an ordered combination- transform the nature of the claims into a patent-eligible application of that abstract idea. PRINCIPLES OF LAW An invention is patent-eligible if it claims a "new and useful process, machine, manufacture, or composition of matter." 35 U.S.C. § 101. However, the Supreme Court has long interpreted 35 U.S.C. § 101 to include implicit exceptions: "[l]aws of nature, natural phenomena, and abstract ideas" are not patentable. See, e.g., Alice Corp. v. CLS Bank Int 'l, 573 U.S. 208,216 (2014). In determining whether a claim falls within an excluded category, we are guided by the Supreme Court's two-step framework, described in Mayo and Alice. Id. at 217-18 ( citing Mayo Collaborative Servs. v. Prometheus Labs., Inc., 566 U.S. 66, 75-77 (2012)). In accordance with that framework, we first determine what concept the claim is "directed to." See Alice, 573 U.S. at 219 ("On their face, the claims before us are drawn to the concept of intermediated settlement, i.e., the use of a third party to mitigate settlement risk."); see also Bilski v. Kappas, 561 U.S. 593, 611 (2010) ("Claims 1 and 4 in petitioners' application explain the basic concept of hedging, or protecting against risk."). Concepts determined to be abstract ideas, and thus patent ineligible, include certain methods of organizing human activity, such as fundamental economic practices (Alice, 573 U.S. at 219-20; Bilski, 561 U.S. at 611 ); mathematical formulas (Parker v. Flook, 437 U.S. 584, 594--95 (1978)); and 5 Appeal2018-004269 Application 13/475,203 mental processes (Gottschalkv. Benson, 409 U.S. 63, 69 (1972)). Concepts determined to be patent eligible include physical and chemical processes, such as "molding rubber products" (Diamond v. Diehr, 450 U.S. 175, 192 ( 1981) ); "tanning, dyeing, making waterproof cloth, vulcanizing India rubber, smelting ores" (id. at 184 n.7 (quoting Corning v. Burden, 56 U.S. 252, 267---68 (1853))); and manufacturing flour (Benson, 409 U.S. at 69 (citing Cochrane v. Deener, 94 U.S. 780, 785 (1876))). In Diehr, the claim at issue recited a mathematical formula, but the Supreme Court held that "[a] claim drawn to subject matter otherwise statutory does not become nonstatutory simply because it uses a mathematical formula." Diehr, 450 U.S. at 176; see also id. at 191 ("We view respondents' claims as nothing more than a process for molding rubber products and not as an attempt to patent a mathematical formula."). That said, the Supreme Court also indicated that a claim "seeking patent protection for that formula in the abstract ... is not accorded the protection of our patent laws, ... and this principle cannot be circumvented by attempting to limit the use of the formula to a particular technological environment." Id. at 176 (citing Benson and Flook); see, e.g., id. at 187 ("It is now commonplace that an application of a law of nature or mathematical formula to a known structure or process may well be deserving of patent protection."). If the claim is "directed to" an abstract idea, we tum to the second step of the Alice and Mayo framework, where "we must examine the elements of the claim to determine whether it contains an inventive concept sufficient to transform the claimed abstract idea into a patent-eligible application." Alice, 573 U.S. at 221 (quotation marks and citation omitted). 6 Appeal2018-004269 Application 13/475,203 "A claim that recites an abstract idea must include 'additional features' to ensure 'that the [claim] is more than a drafting effort designed to monopolize the [abstract idea]."' Id. (quoting Mayo, 566 U.S. at 77). "[M]erely requir[ing] generic computer implementation[] fail[ s] to transform that abstract idea into a patent-eligible invention." Id. In January 2019, the USPTO published revised guidance on the application of§ 101. See 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50 (Jan. 7, 2019) ("Guidance"). Under that guidance, we first look to whether the claim recites: (1) any judicial exceptions, including certain groupings of abstract ideas (i.e., mathematical concepts, certain methods of organizing human interactions such as a fundamental economic practice, or mental processes); and (2) additional elements that integrate the judicial exception into a practical application (see MPEP §§ 2106.05(a}-(c), (e}-(h)). See Guidance, 84 Fed. Reg. at 52, 55-56. Only if a claim (1) recites a judicial exception, and (2) does not integrate that exception into a practical application, do we then look to whether the claim: (3) adds a specific limitation beyond the judicial exception that is not well-understood, routine, and conventional in the field (see MPEP § 2106.05(d)); or (4) simply appends well-understood, routine, and conventional activities previously known to the industry, specified at a high level of generality, to the judicial exception. See Guidance, 84 Fed. Reg. at 56. 7 Appeal2018-004269 Application 13/475,203 ANALYSIS Alice/Mayo Step One Independent claim 1 recites a method of developing a hydrocarbon reservoir where a processor is used to define a model of an earth formation in which at least one model component is an asymmetric geometrical representation of an asymmetric geological feature, where the model represents a division of the representation's geometry into two parts along a division line. The processor is also used to condition the model using a measurement of at least one auxiliary variable to produce a conditioned model including representations of preserved bodies within each part, where the representations are generated according to a pattern corresponding to the division line. The claim adds that developmental operations are performed based at least partly on an output of the conditioned model, where (1) the representation is an analogue of the feature in isolation, (2) each part is further modeled as a group of preserved bodies showing opposed geometries on either side of the division line, and (3) the preserved bodies are at a smaller scale than the feature. As shown in Appellant's Figure 1, Appellant's modeling process is hierarchical and involves three levels, levels 1 to 3, that correspond to large scale, medium scale, and small scale, respectively. Spec. ,r 12. Each level's simulation results are obtained using associated elements or "training 8 Appeal2018-004269 Application 13/475,203 images" 111, 121, 131, where the results are conditioned 3 to honor their respective auxiliary variables4 115, 125, 135. Spec. ,r 13. Level 1 relates to large-scale depositional features ( e.g., on a kilometer scale) and is shown in the two-dimensional model of Figures 2(a) to 2(c). 5 Spec. ,r 14. Figure 2(a) shows the overall structure of the belts of a meandering river, where the belts are separated into left and right sides, respectively. Spec. ,r 15. Figure 2( c) shows an image of an auxiliary variable that may be related to direct geophysical measurements, such as ( 1) seismic data; (2) any of seismic attributes or derivatives ( amplitude, velocity, absorption, instantaneous phase, instantaneous frequency); or (3) another geophysical measurement indicating the channels' boundaries. Spec. ,r 16. The large-scale channel model of Figure 2(b) results from using the auxiliary variable. Id. Level 2's medium-scale modeling (e.g., on scale ofhundreds of meters) is shown in Figures 3 (a) to 3 ( c) that feature point bar deposits preserved after lateral movement of meandering river channels. Spec. ,r 17. Figure 3( c) shows the result of conditioning by the auxiliary variable 3 According to the Specification's paragraph 19, "conditioning" refers to matching a model using inferential information, as understood by one of skill in the art, in contrast to force fitting the model to well data. 4 According to the Specification's paragraph 16, an auxiliary variable may be related to direct geophysical measurements, such as (1) seismic data; (2) any of seismic attributes or derivatives (amplitude, velocity, absorption, instantaneous phase, instantaneous frequency); or (3) another geophysical measurement indicating channel boundaries. 5 Although the Specification refers to Figures 2(a), 2(b ), etc., the figures themselves are labeled without the letter in parentheses, ( e.g., "FIG. 2A"). Nevertheless, we refer to the figures as they are labeled in the Specification for clarity and consistency. 9 Appeal2018-004269 Application 13/475,203 measured in Figure 2(b ), effectively combining the second-level image 301 in Figure 3(a) with the first-level image in Figure 2(b). Spec. ,r,r 19--20. Level 3 's small-scale modeling is shown in Figures 4( a) to 4( c) featuring the effects of lateral accretion and abandonment fills marking the end of a point bar's life cycle. Spec. ,r 23. Figure 4( c) shows the result of conditioning by the auxiliary variable measured in Figure 3 ( c ), and effectively combines the third-level image 401 in Figure 4(a) with the second-level model in Figure 3(b ). Spec. ,r,r 24--25. Because the resulting models are based on "ground truth,"6 they enable performing further developmental operations based on those models. See Spec. ,r 26. For example, the models can facilitate reservoir simulation to assist in developing real-world recovery methods. Id. To this end, the models enable estimating quantities, such as sweep efficiency, to evaluate different patterns in secondary recovery operations. Id. In addition, the models can enable estimating reservoir permeability that is valuable in estimating the amount of recoverable hydrocarbons in-place. Id. Turning to claim 1, we first note that the claim recites a series of steps and, therefore, falls within the process category of§ 101. But despite falling within this statutory category, we must still determine whether the claim is directed to a judicial exception, namely an abstract idea. See Alice, 573 U.S. at 217. To this end, we must determine whether (1) the claim recites a judicial exception, and (2) fails to integrate the exception into a practical 6 See generally Spec. ,r 3 (noting that modeling-based training images describing subsurface geological formations may be derived on outcrop analysis, well log interpretation, seismic data, and general experience ( otherwise referred to as "ground truth")). 10 Appeal2018-004269 Application 13/475,203 application. See Guidance, 84 Fed. Reg. at 52-55. If both elements are satisfied, the claim is directed to a judicial exception under the first step of the Alice/Mayo test. See id. In the rejection, the Examiner determines that claim 1 is directed to the abstract idea of organizing and manipulating information through mathematical correlations by ( 1) defining a model of an earth formation; (2) conditioning the model using a measurement of an auxiliary variable; and (3) performing a development operation based at least partly on the conditioned model's output, the latter of which is said to merely estimate various factors associated with hydrocarbon reservoir development. See Ans. 2--4. To determine whether a claim recites an abstract idea, we (1) identify the claim's specific limitations that recite an abstract idea, and (2) determine whether the identified limitations fall within certain subject matter groupings, namely (a) mathematical concepts 7; (b) certain methods of organizing human activity8; or ( c) mental processes. 9 First, despite the 7 Mathematical concepts include mathematical relationships, mathematical formulas or equations, and mathematical calculations. See Guidance, 84 Fed. Reg. at 52. 8 Certain methods of organizing human activity include fundamental economic principles or practices (including hedging, insurance, mitigating risk); commercial or legal interactions (including agreements in the form of contracts; legal obligations; advertising, marketing or sales activities or behaviors; business relations); managing personal behavior or relationships or interactions between people (including social activities, teaching, and following rules or instructions). See Guidance, 84 Fed. Reg. at 52. 9 Mental processes are concepts performed in the human mind including an observation, evaluation, judgment, or opinion. See Guidance, 84 Fed. Reg. at 52. 11 Appeal2018-004269 Application 13/475,203 Examiner's characterizing the claimed invention as directed to organizing and manipulating information through mathematical correlations (Ans. 3--4), the claim does not recite mathematical relationships, formulas, equations, or calculations that fall within the distinct mathematical concepts category noted above. Nor do we determine that the claim recites methods of organizing human activity that fall within that enumerated category. To be sure, defining and conditioning a model of an earth formation, without more, could arguably be performed mentally apart from the recited processor. Notably, the claim does not specify how the model is so defined or conditioned, apart from reciting various details and relationships of the represented features, and that a measurement of an auxiliary variable is used to produce the conditioned model. We reach a similar conclusion regarding the recited performing a development operation based at least partly on the conditioned model's output, for these development operations can involve merely estimating various factors associated with hydrocarbon reservoir development as the Specification's paragraph 26 indicates----estimations that could be performed entirely mentally. Accord Ans. 3 (noting these estimations in this paragraph and dependent claim 6). Although the claim recites an abstract idea based on these mental processes, we nevertheless must still determine whether the abstract idea is integrated into a practical application, namely whether the claim applies, relies on, or uses the abstract idea in a manner that imposes a meaningful limit on the abstract idea, such that the claim is more than a drafting effort designed to monopolize the abstract idea. See Guidance, 84 Fed. Reg. at 54-- 55. To this end, we (1) identify whether there are any additional recited elements beyond the abstract idea, and (2) evaluate those elements 12 Appeal2018-004269 Application 13/475,203 individually and collectively to determine whether they integrate the exception into a practical application. See id. Turning to the claim, we first note that merely reciting a method of developing a hydrocarbon reservoir in the preamble does not, without more, integrate the abstract idea into a practical application, for merely generally linking the use of an abstract idea to a particular technological environment or field of use does not render the claims any less abstract. See Affinity Labs of Texas, LLC v. DirecTV, LLC, 838 F.3d 1253, 1259 (Fed. Cir. 2016); see also Guidance, 84 Fed. Reg. at 55 (citing MPEP § 2106.05(h)); accord Flook, 437 U.S. at 584, 588-90, 596-97 (holding ineligible method for updating an alarm limit on a process variable, despite the process involving the catalytic chemical conversion of hydrocarbons). Nevertheless, a key aspect of the claimed invention is that an auxiliary variable's measurement is used to produce a conditioned model. As the Specification explains, these measurements may be related to direct geophysical measurements, such as (1) seismic data; (2) any of seismic attributes or derivatives (amplitude, velocity, absorption, instantaneous phase, instantaneous frequency); or (3) another geophysical measurement indicating channel boundaries. Spec. ,r 16. As noted above in connection with the Specification's description in paragraphs 14 to 25, these geophysical measurements essentially transform the models at various levels to conditioned models based on those auxiliary variable measurements, effectively increasing the level of detail and complexity at different scales as shown in Appellant's Figures 2(b), 3(c), and 4(c) reproduced below. 13 Appeal2018-004269 Application 13/475,203 ft;~}ei:~~~~!~~~;'/ · ,,.~:~ ~i·_:: '::1'! tl~!~~\tti~~t~l v,;,i,~ ~ ~x- -~~ !~! 4lffl" It~~ ~ .. -~{1f:-· flG. 2B Figure 2(b) Figure 3(c) FlCopy with citationCopy as parenthetical citation