Lukyanov, Alexander et al.Download PDFPatent Trials and Appeals BoardDec 6, 201914751736 - (D) (P.T.A.B. Dec. 6, 2019) 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. 14/751,736 06/26/2015 Alexander Lukyanov IS14.8805US-NP 1234 48879 7590 12/06/2019 SCHLUMBERGER INFORMATION SOLUTIONS 10001 Richmond Avenue IP Administration Center of Excellence HOUSTON, TX 77042 EXAMINER KIM, EUNHEE ART UNIT PAPER NUMBER 2127 NOTIFICATION DATE DELIVERY MODE 12/06/2019 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): SMarckesoni@slb.com USDocketing@slb.com jalverson@slb.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte ALEXANDER LUKYANOV, HADI HAJIBEYGI, JOSTEIN NATVIG, and KYRRE BRATVEDT Appeal 2019-000986 Application 14/751,736 Technology Center 2100 Before BRADLEY W. BAUMEISTER, MIRIAM L. QUINN, and ADAM J. PYONIN, Administrative Patent Judges. QUINN, Administrative Patent Judge. DECISION ON APPEAL STATEMENT OF THE CASE Pursuant to 35 U.S.C. § 134(a), Appellant1 appeals from the Examiner’s decision to reject claims 120. See Final Act. 1. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 We use the word Appellant to refer to “applicant” as defined in 37 C.F.R. § 1.42. Appellant identifies the real party in interest as Schlumberger Technology Corporation. Appeal Br. 1. Appeal 2019-000986 Application 14/751,736 2 CLAIMED SUBJECT MATTER The claims are directed to a computer-implemented method for modeling behavior of at least one fluid in a reservoir. Claim 1, reproduced below with added limitation designators in brackets, illustrates the claimed subject matter: 1. A computer-implemented method for modeling behavior of at least one fluid in a reservoir, the method comprising: [A] obtaining a plurality of measurements of a plurality of physical parameters at a plurality of locations within the reservoir, the plurality of physical parameters comprising at least pressure; [B] discretizing a system of partial differential equations that model, based on the plurality of measurements, the plurality of physical parameters; [C] iterating, for each of a plurality of time steps, and until convergence upon a solution to the system of partial differential equations: [1] approximating a rough solution to the system of partial differential equations; [2] applying a constrained pressure residual technique to extract a system of pressure linear equations from the rough solution to the system of partial differential equations; [3] applying a pre-smoothing technique at a fine scale to determine an approximate solution to the system of pressure linear equations; [4] applying multi-scale multi-level processing to improve the approximate solution to the system of pressure linear equations; Appeal 2019-000986 Application 14/751,736 3 [5] applying a post-smoothing technique at a fine scale to further improve the approximate solution to the system of pressure linear equations; and [6] solving the system of partial differential equations for remaining physical parameters based on the further improved approximate solution to the system of pressure linear equations to generate a solution; and [D] modeling flow of the at least one fluid in the reservoir based in part on the solution that was generated. Appeal Br. 16 (Claim Appendix).2 REJECTION Claims 120 stand rejected under 35 U.S.C. § 101 as being directed to patent ineligible subject matter. Ans. 24. ANALYSIS We review the appealed rejection for error based upon the issues identified by Appellant, and in light of the arguments and evidence produced thereon. Ex parte Frye, 94 USPQ2d 1072, 1075 (BPAI 2010) (precedential). To the extent Appellant has not advanced separate, substantive arguments for particular claims, or other issues, such arguments are waived. 37 C.F.R. § 41.37(c)(1)(iv) (2017). For example, here Appellant argues claims 120 by focusing arguments solely on claims 1 and 11 (independent claims). Appeal Br. 415. We therefore decide the appeal for this rejection based on claims 1 and 11. See 37 C.F.R. § 41.37(c)(1)(iv). An invention is patent-eligible if it claims a “new and useful process, machine, manufacture, or composition of matter.” 35 U.S.C. § 101. But the 2 Claim 11 recites similar limitations. Appeal 2019-000986 Application 14/751,736 4 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. E.g., Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 216 (2014). To determine whether a claim falls within an excluded category, the Court has set out a two-part 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)). That framework requires to first consider 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. Kappos, 561 U.S. 593, 611 (2010) (“Claims 1 and 4 in petitioners’ application explain the basic concept of hedging, or protecting against risk.”). If the claim is “directed to” an abstract idea, we turn 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 (citation and quotation marks omitted). The PTO recently published revised guidance on the application of § 101. 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50 (Jan. 7, 2019) (“Guidance”). Under the 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 activity 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) (9th Ed., Rev. 08.2017 (Jan. 2018))). Guidance at 52–55. Appeal 2019-000986 Application 14/751,736 5 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 recites an inventive concept, by determining whether the claim: (3) adds a specific limitation beyond the judicial exception that is not “well-understood, routine, conventional” in the field (see MPEP § 2106.05(d)); or (4) simply appends well-understood, routine, conventional activities previously known to the industry, specified at a high level of generality, to the judicial exception. See Guidance at 56. With these principles in mind, we turn to the Examiner’s § 101 rejection. (a) The Judicial Exception—Step 2A, Prong 1, of the Guidance The Guidance breaks the Alice/Mayo test for identifying claims directed to judicial exceptions into two prongs. Guidance at 53. Step 2A, Prong 1, asks whether the claims recite a judicial exception. Guidance at 52–54. The Examiner finds that the claims are directed to “solving mathematical equations based on measured data using mathematical algorithms which is a data manipulation using a mathematical formula.” Final Act. 2; Ans. 7 (“These steps describe the concept of mathematical modeling a flow of fluid in a reservoir by solving a mathematical equation based on measured data, which corresponds to concepts identified as abstract ideas by the courts, such as mathematical relationships/formulas.”). Appellant argues that the Examiner’s rejection “fails to set forth a prima facie case of unpatentability because it is conclusory.” Appeal Br. 7. Appeal 2019-000986 Application 14/751,736 6 In particular, Appellant takes issue with the Examiner’s assertion that the claims are directed to “data manipulation using a mathematical formula,” faulting the Examiner for not explaining case law that Appellant argues contradicts the Examiner’s finding. Id. We are not persuaded by Appellant’s argument. Referring to the added claim designators, claim limitations [A] and [B] recite steps of obtaining measurements and discretizing the model’s partial differential equations. Limitation [C] includes sub-parts [1] through [6], which we collectively refer to as the “iteration step.” Limitation [D] recites a step of modeling fluid flow in the reservoir based on the solution generated in limitation [C]. Limitations [B] and [C], including sub-parts [1] through [6] all recite steps of manipulating equations and solving those equations. As Appellant’s Specification confirms, “the present disclosure provides a consistent and robust numerical formulation for solutions to linear systems of equations arising from the linearization of coupled nonlinear hyperbolic/parabolic (elliptic) partial differential equations (PDEs) of fluid flow in heterogeneous anisotropic porous media.” Spec. ¶ 23. Limitation [B] recites discretizing the PDEs, and limitation [C] recites performing, iteratively, a series of mathematical calculations until a convergence upon a solution to the partial differential equations of step [B]. The mathematical calculations of limitations [1] through [6] include approximating a rough solution to the partial differential equations, applying each of a constrained pressure residual technique, a pre-smoothing technique, multi-scale level processing, and a post-smoothing technique, and Appeal 2019-000986 Application 14/751,736 7 then solving the PDEs. The Examiner finds, and we agree, that all of these steps recite analyzing data using a mathematical technique. Ans. 6. The discretizing step of limitation [B], for example, is performed using equation 8. See Ans. 1011 (citing Spec. ¶¶ 3132). The iteration step of limitation [C] refers to iterations performed using the Newton- Raphson technique, which uses equations 1014 to compute equation 9. See id. 11. Sub-parts [1] through [6] refer to the equations 914, as identified by the Examiner and further refer to the actions depicted in Figure 1. Id. at 1113. Thus, we agree with the Examiner that claims 1 and 11 recite the abstract idea of mathematical concepts, and more particularly, mathematical calculations. (b) Integration into a Practical Idea—Step 2A, Prong 2, of the Guidance Step 2A, Prong 2, asks whether the claims are “directed to” a judicial exception or whether the claims integrate the judicial exception into a practical application. Guidance, 84 Fed. Reg. at 53 (explaining the practical application test responds to “a growing body of decisions . . . distinguish[ing] between claims that are ‘directed to’ a judicial exception . . . and those that are not”). A practical application is one where the claim “will apply, rely on, or use the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception.” Id. at 54. For example, limitations that are indicative of “integration into a practical application” can include: 1) Improvements to the functioning of a computer, or to any other technology or technical field —see MPEP § 2106.05(a); Appeal 2019-000986 Application 14/751,736 8 2) Applying the judicial exception with, or by use of, a particular machine —see MPEP § 2106.05(b); 3) Effecting a transformation or reduction of a particular article to a different state or thing —see MPEP § 2106.05(c); and 4) Applying or using the judicial exception in some other meaningful way beyond generally linking the use of the judicial exception to a particular technological environment, such that the claim as a whole is more than a drafting effort designed to monopolize the exception —see MPEP § 2106.05(e). In contrast, limitations that are not indicative of “integration into a practical application” may merely include: 1) Adding the words “apply it” (or an equivalent) with the judicial exception, or mere instructions to implement an abstract idea on a computer, or merely uses a computer as a tool to perform an abstract idea —see MPEP § 2106.05(f); 2) Adding insignificant extra-solution activity to the judicial exception —see MPEP § 2106.05(g); and 3) Generally linking the use of the judicial exception to a particular technological environment or field of use —see MPEP § 2106.05(h). Appellant argues that the “claimed invention is directed to methods and systems that improve the performance of computers in reservoir modeling by providing an ordered combination of features that reduce the number of linear iterations and reduced CPU time with respect to the conventional techniques.” Appeal Br. 4. The Examiner responds, and we agree, that the “claimed mathematical algorithm does not make better use of the computer hardware, nor does it improve the general functioning of the computer itself.” Ans. 7. Appeal 2019-000986 Application 14/751,736 9 To be sure, the Specification states that “pre-smoothing reduces considerably the number of linear iterations, and it allows a substantial speedup.” Spec. ¶ 96. Indeed, the Specification characterizes the process as “computationally-efficient and [a] highly-accurate technique.” Id. ¶ 23. The benefit, however, is not achieved by improving the computer’s computing capabilities, or by improving any other technology. The processing of the algorithm is improved, instead, because a different mathematical calculation is being used to arrive at a more accurate solution. That is Appellant’s invention entails using an improved mathematical algorithm to perform mathematical calculations—using an improved abstract idea. Neither the mathematical calculation selected nor the result of the mathematical calculations are technological improvements—they are the product of abstract ideas of mathematical concepts. The computer is but the tool with which to perform the mathematical calculations. See Benson, 409 U.S. 63 (holding that merely implementing a mathematical principle on a general purpose computer is a patent ineligible abstract idea); see also BSG Tech LLC v. BuySeasons, Inc., 899 F.3d 1281, 1290 (Fed. Cir. 2018) (“It has been clear since Alice that a claimed invention’s use of the ineligible concept to which it is directed cannot supply the inventive concept that renders the invention ‘significantly more’ than that ineligible concept.”); Synopsys, Inc. v. Mentor Graphics Corp., 839 F.3d 1138, 1151 (Fed. Cir. 2016) (“[A] claim for a new abstract idea is still an abstract idea.”) (emphasis omitted); SAP Am., Inc. v. InvestPic, LLC, 898 F.3d 1161, 1168 (Fed. Cir. 2018) (“What is needed is an inventive concept in the non-abstract application realm.”); see also Guidance, 84 Fed. Reg. at 53, n. 24 (“USPTO guidance uses the term Appeal 2019-000986 Application 14/751,736 10 ‘additional elements’ to refer to claim features, limitations, and/or steps that are recited in the claim beyond the identified judicial exception.”). Furthermore, limitations [A] and [D] do not integrate the abstract idea into a practical application. Limitation [A] is directed to obtaining measurements, including pressure readings of various locations within a reservoir. Limitation [D], which recites modeling, actually involves outputting on a display a pictorial representation of all or part of the reservoir or delivering data to a separate process. Spec. ¶ 114. Such steps comprise merely data gathering and outputting data, respectively, which courts have found to comprise insignificant extra- solution activity. See Bilski v. Kappos, 561 U.S. 593, 61112 (2010) (stating that techniques to establish the inputs of an equation were token extra-solution activity); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015) (finding that presenting offers and gathering statistics amounted to mere data gathering). Appellant argues that the claims are patent-eligible because they produce an enhanced depiction of a real-world object, similar to Research Corp. v. Microsoft, 627 F.3d 859 (Fed. Cir. 2010). We do not agree. Unlike the claims here, in Research Corp. the claimed subject matter improved the technology, i.e., the image display. Here, as discussed above, the claims entail no technological improvement. The claims are directed to an improved abstract idea of using mathematical concepts to generate results more accurately or efficiently. Appellant further argues that the claims are analogous to those in Diamond v. Diehr, 450 U.S. 175, 188 (1981). We do not agree. Unlike the claims in Diehr, here there is no change to how a system makes a physical Appeal 2019-000986 Application 14/751,736 11 product, e.g., synthetic rubber. The claims are directed to mathematical calculations whose solution is merely outputted or displayed, but do not transform any product or process. See Spec. ¶ 114 (explaining that the outputting step of limitation [D] may take various forms, including merely delivering data). We conclude, based on our analysis above, that the additional elements, alone or in combination, do not apply the abstract idea in a meaningful way such that the claim as a whole is more than a drafting effort designed to monopolize the exception. For these reasons, we conclude that claims 1 and 11 do not integrate the recited abstract idea into a practical application within the meaning of the Guidance and, therefore, is directed to an abstract idea. (c) Inventive Concept—Step 2B of the Guidance Because we agree with the Examiner that claims 1 and 11 are “directed to” an abstract idea, we consider whether an additional element (or combination of elements) adds a limitation that is not well-understood, routine, conventional (“WURC”) activity in the field or whether the additional elements simply append WURC activities previously known to the industry, specified at a high level of generality, to the judicial exception. Guidance, 84 Fed. Reg. at 56. The Examiner’s finding that an additional element (or combination of elements) is a WURC activity must be supported with a factual determination. Id. (citing MPEP § 2106.05(d), as modified by the Berkheimer Memorandum3). 3 “Changes in Examination Procedure Pertaining to Subject Matter Eligibility, Recent Subject Matter Eligibility Decision (Berkheimer v. HP, Inc.),” April 19, 2018 (hereinafter “the Berkheimer Memorandum”). Appeal 2019-000986 Application 14/751,736 12 The Examiner determines that the “claimed embodiment is a mathematical calculation that does not require any specialized computer hardware and . . . [t]he claimed algorithms executes on routine, standard computer hardware which is well-known in the computer arts . . . .” Ans. 8. The Examiner also finds that the Specification discloses generic computer components performing generic computing functions, as evidenced by the Specification at paragraphs 119120. Id. 7. We agree with the Examiner. The Specification describes the processor system that performs the recited calculations as including “any type of hardware component, including any necessary accompanying firmware or software, for performing the disclosed implementations.” Spec. ¶ 120. That is, the Specification describes the computer implementation of the program that performs the recited steps in terms of well-understood and conventional computer technology. And as the Examiner finds, the computer components perform generic (or routine) computing functions, such as receiving input, processing information according to a set of instructions, and displaying results. See Ans. 7. Accordingly, we conclude, that the additional recitations of a computer implementation, or memory and a processor, for performing the claimed method steps, either alone, or as an ordered combination of elements (computer technology implementing the recited steps), amount to WURC activity. Appellant argues that the claimed invention is an unconventional technical solution of a technical problem in accord with Amdocs (Israel) Ltd. v. Openet Telecom., Inc., 841 F.3d 1288 (Fed. Cir. 2016). According to Appellant, the claims provide “an iterative process that improves the performance of computer devices used for modeling the behavior of Appeal 2019-000986 Application 14/751,736 13 reservoirs.” Appeal Br. 11. Furthermore, Appellant argues, “reservoirs can be difficult to efficiently solve numerically,” thus, the claims recite an “unconventional technological solution to the problem in which a constrained pressure residual multiscale technique is employed (as recited) and pre-smoothing and post-smoothing techniques are used iteratively.” Id. In sum, Appellant concludes, the “computer” and “processor” operate in an “unconventional manner to achieve an improvement in computing performance.” Id. (emphasis added). We do not agree. The Examiner correctly notes that the claim in Amdocs, unlike the claim here, was directed to a technological problem rooted in computer technology of distributed architecture and handling certain data in that environment. Ans. 1617. The Examiner determines, and we agree, that the claims here are rooted in mathematical constructs, not computer technology. Id. Appellant attempts to characterize the claims as directed to solving a technical problem, but as alluded by Appellant, the challenge is “numerical.” A numerical problem is not necessarily technological. The solution to the problem lies in performing different mathematical calculations, not in improving the computer technology or its environment. Amdocs is inapposite in that the claims here involve a computer merely as the tool to solve the numerical problem. The recited “computer,” “processor,” and “memory” do not operate in any unconventional manner. We therefore conclude that claims 1 and 11, considered as a whole, do not include an inventive concept. Appeal 2019-000986 Application 14/751,736 14 CONCLUSION For the reasons explained above, we conclude that claims 1 and 11 are directed to an abstract idea that is not integrated into a practical application, and does not recite an inventive concept. Accordingly, we sustain the Examiner’s rejection of claims 1 and 11 under 35 U.S.C. § 101. For the same reasons, we also sustain the § 101 rejection of dependent claims 210 and 1220. DECISION SUMMARY Claims Rejected 35 U.S.C. § Basis Affirmed Reversed 120 101 Eligibility 120 TIME PERIOD FOR RESPONSE No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation