Ex Parte Hampapur et alDownload PDFPatent Trial and Appeal BoardJan 30, 201813446701 (P.T.A.B. Jan. 30, 2018) 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. 13/446,701 04/13/2012 Arun Hampapur YOR920110322US1 (27606) 2686 48233 7590 02/01/2018 srntt y smTT mttrphy&prfssfr pt EXAMINER 400 GARDEN CITY PLAZA SUITE 300 NGUYEN, AN T GARDEN CITY, NY 11530 ART UNIT PAPER NUMBER 2683 NOTIFICATION DATE DELIVERY MODE 02/01/2018 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): IBMPAIREN otify @ ssmp. com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte ARUN HAMPAPUR, ZHONG BO JIANG, HONGFEI LI, and SHILPAN. MAHATMA Appeal 2017-008089 Application 13/446,7011 Technology Center 2600 Before JAMES R. HUGHES, ERIC S. FRAHM, and MATTHEW J. McNEILL, Administrative Patent Judges. McNEILL, Administrative Patent Judge. DECISION ON APPEAL Appellants appeal under 35 U.S.C. § 134(a) from a rejection of claims 1, 3—11, 13—19, and 21—27, which are all the claims pending in this application.2 We have jurisdiction under 35 U.S.C. § 6(b). We affirm. 1 According to Appellants, the real party in interest is International Business Machines Corporation. App. Br. 2. 2 Claims 2, 12, and 20 were canceled by Amendments filed October 29, 2014 and January 22, 2016. Appeal 2017-008089 Application 13/446,701 STATEMENT OF THE CASE Introduction Appellants’ application relates to using data analysis to detect anomalies in utility meters. Spec. 11. Claim 1, reproduced below, is illustrative of the claimed subject matter: 1. A method of detecting anomalies in a metering system comprising a multitude of meters used to measure usage of a defined commodity, the method comprising: using a communications device for collecting data from the meters, including data representing usage of the defined commodity; selecting a group of the meters for inspection; analyzing the data collected from the group of meters selected for inspection over a given time period to identify any of the meters showing at least one of a defined group of anomalous malfunctioning usage patterns; for each of the meters selected for inspection and showing one of the anomalous malfunctioning usage patterns, determining an anomaly score for the usage pattern shown by the meter; and using the anomaly scores to rank the meters selected for inspection and showing the anomalous malfunctioning usage patterns to provide examination priorities for inspecting the meters. The Examiner’s Rejections Claims 1, 4—7, 10, 11, 13, 14, 16, 18, 21, 23—25, and 27 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Sfaelos 2 Appeal 2017-008089 Application 13/446,701 (US 2013/0066570 Al; Mar. 14, 2013) and Giat (US 2012/0109716 Al; May 3, 2012). Claims 3, 17, and 22 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Sfaelos, Giat, and Peleg (US 2011/0215945 Al; Sept. 8, 2011). Claims 8, 9, 15, and 19 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Sfaelos, Giat, and Seem (US 2003/0101009 Al; May 29, 2003). Claim 26 stands rejected under 35 U.S.C. § 103(a) as being unpatentable over Sfaelos, Giat, and Angelis (US 2007/0247331 Al; Oct. 25, 2007). ANALYSIS Appellants contend neither Sfaelos nor Giat discloses identifying meters in a metering system that have anomalous malfunctioning usage patterns, and ranking the meters to prioritize inspection of the meters, as recited in claim 1. See App. Br. 18—19; Reply Br. 4—6. Appellants also contend the Examiner relies on improper hindsight reasoning in concluding it would have been obvious to modify Sfaelos in view of Giat. See App. Br. 20-21; Reply Br. 6—7. Specifically, Appellants argue “[t]he Sfaelos method is not looking for malfunctioning meters, but is looking for bellwether meters that can be monitored to provide an overall reading of the entire power grid. There is no reason to modify this method to prioritize meters for inspection based on malfunctioning patterns of any meters.” App. Br. 20— 21. 3 Appeal 2017-008089 Application 13/446,701 Appellants have not persuaded us of Examiner error. Sfaelos discloses a process of selecting “bellwether” meters in a smart grid system by determining any anomalies associated with each meter in a pool of meters and assigning a weight to the anomalies. Sfaelos 124. The meters are ranked based on the weighted anomalies, and meters with the highest weights are selected as bellwether meters. Id. “[T]he utility can assign the bellwether meters a high priority into which the utility can tap to make readings in order to check on the overall health of the area that the bellwether meter represents.” Sfaelos 117. Giat discloses a process for analyzing utility consumption in meters of an Automatic Meter Reading (AMR) system. Giat, Abstract; H 1—3. A consumption level for each meter is compared with the consumption level of a reference group to determine whether the meter’s current consumption level is anomalous, for example, because it is abnormally high or low, where anomalous consumption may be due to malicious intervention with the meter. See Giat H 14—15. Giat discloses sending notifications to clients that have meters associated with anomalous consumption in a prioritized fashion, and sending notifications to “a maintenance crew, technician or the like, which will inspect and optionally stop any resource wastage.” Giat 115; see also 58—62. We find Giat’s determination of anomalous consumption in utility meters meets the claim 1 limitation of “identifying] any of the meters showing at least one of a defined group of anomalous malfunctioning usage patterns.” That is, as mentioned above, Giat discloses malicious intervention as one cause of anomalous consumption readings from a meter (Giat 114), and we find malicious intervention is encompassed by the claimed 4 Appeal 2017-008089 Application 13/446,701 “malfunctioning usage patterns.” For example, Giat describes “a magnet may be utilized to slow down mechanical elements of the metering device, such as a rotor,” and further notes “some of the interventions with the meter’s operation may reduce the readings by an amount, such as for example 90%.” Giat 121. Artificially slowing down the mechanical elements of a utility meter represents a malfunction with respect to how the meter is intended to operate. Therefore, Giat teaches an abnormally low consumption level is representative of a “malfunctioning usage pattern.” Further, we agree with the Examiner’s conclusion that it would have been obvious to combine Giat with Sfaelos. Final Act. 4. In view of Giat, one of ordinary skill in the art would have been motivated to not only select bellwether meters to measure overall health of a smart grid in Sfaelos, but to also check whether the identified anomalies used to select bellwether meters are based on malfunctioning meters and to prioritize such meters for inspection. The Examiner finds Giat provides the motivation to combine Giat with Sfaelos—i.e., to prevent resource wastage. Final Act. 4; Giat 115. We agree with the Examiner’s stated motivation to combine the references because using a malfunctioning meter as a bellwether meter in Sfaelos would provide an inaccurate picture of the overall health of the smart grid and could lead to resource wastage. Appellants’ argument that the Examiner has improperly relied on hindsight (App. Br. 20; Reply Br. 6—7) is not persuasive. “Any judgement on obviousness is in a sense necessarily a reconstruction based upon hindsight reasoning, but so long as it takes into account only knowledge which was within the level of ordinary skill. . . such a reconstruction is proper.” In re McLaughlin, 443 F.2d 1392, 1395 (CCPA 1971). Here, we 5 Appeal 2017-008089 Application 13/446,701 sustain the Examiner’s rejection based on explicit findings from the cited references as detailed above. However, we note that “it can be important to identify a reason that would have prompted a person of ordinary skill in the relevant field to combine the elements” of the references. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 418 (2007). In this case, the Examiner has provided such a reason to combine Giat’s prioritized inspection of malfunctioning meters with Sfaelos—to prevent resource wastage. Final Act. 4; Giat 115. Appellants argue there would have been no reason to modify Sfaelos in view of Giat (App. Br. 20-21; Reply Br. 7), but Appellants have not specifically explained why the Examiner’s stated reason is insufficient. We are, therefore, not persuaded the Examiner erred in rejecting claim 1. Accordingly, we sustain the rejection of independent claim 1 and claims 3—11, 13—19, and 21—27, not specifically argued separately. DECISION We affirm the Examiner’s decision rejecting claims 1, 3—11, 13—19, and 21—27. 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. § 41.50(f). AFFIRMED 6 Copy with citationCopy as parenthetical citation