- Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.All claims unpatentablePTAB · Sep 28, 2026 · IPR2025-00611 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–10, 12, 13, 19, and 20 are unpatentable under § 103 over the stated Douglas–Mark and Hamilton-based grounds.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“The parties agree that experience could substitute for a degree, and vice versa. Pet. 3; PO Resp. 10. The parties’ proposed levels of ordinary skill are substantially similar. For this decision, as in the Institution Decision, we adopt Petitioner’s proposed level, which is supported by credible testimonial evidence and is consistent with the problems addressed in the ’774 patent. See Ex. 1001, 1:16–52. Our decision would be the same, however, if we were to adopt Patent Owner’s proposal.” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Other
“Neither Petitioner nor Patent Owner argues that we need to construe any claim terms explicitly. See Pet. 2–3; PO Resp. 10. However, the parties contest two material claim-construction issues which we address below. To the extent that the parties’ positions depend on interpreting other claim language in a particular way, we discuss the relevant claim language below in the context of the parties’ arguments regarding the prior art.” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“We disagree with Patent Owner that a person of ordinary skill in the art would have understood that limitation 1.2 must be performed before limitations 1.3 or 1.4. See Ex. 1001, 35:21–24. See Interactive Gift Exp., Inc. v. Compuserve Inc., 256 F.3d 1323, 1342 (Fed. Cir. 2001) (“Unless the steps of a method actually recite an order, the steps are not ordinarily construed to require one.” (citing Loral Fairchild Corp. v. Sony Corp., 181 F.3d 1313, 1322 (Fed. Cir. 1999)). The evidence suggests that a “target printer” is any printer that is ultimately selected for fabricating the object, and such a printer could send its configuration information either before or after that determination is made in limitation 1.2. This interpretation does not render the word “target” meaningless. At some point, a printer must be determined to be the target printer, which is the one intended to ultimately fabricate the three-dimensional object. But the target printer still exists, and is capable of being queried, before that determination is made. We find the examples in the ’774 patent pertinent to this question. The ’774 patent states that “the target printer may include more than one printer.” Ex. 1001, 18:66–67. In discussing the step of “query target printer for properties 306” (Fig. 3A), the ’774 patent states that “[i]n one aspect, numerous queries are sent to numerous printers, e.g., for use in selecting one or more of the printers as the target printer.” Id. at 19:8–10. Alternatively, “the query is sent to a printer that is not necessarily the target printer as described herein, e.g., when the query or information received from a response to the query is used for the selection of the target printer.” Id. at 19:11–14. Importantly, the second embodiment states that the queried printer “is not necessarily the target printer,” suggesting that the queried printer could be the target printer even before it is determined to be such. Id. at 19:11–12 (emphasis added). Based on the evidence of record, a person of ordinary skill in the art would have understood that the “target printer” can be determined after the query recited in limitation 1.3 or the reception of configuration information recited in limitation 1.4. Thus, the evidence does not impose an ordering between limitations 1.2 and 1.3 or between limitations 1.2 and 1.4. The evidence also does not support Patent Owner’s argument that the two reverse-order examples in the ’774 patent are unclaimed embodiments.” slip op. at 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightMotivation foundDecided for petitioner
“We disagree that Petitioner’s arguments are based on impermissible hindsight, because they are based on the disclosures in Douglas and Mark, and Petitioner has articulated a persuasive reason to combine those references without referring to the ’774 patent itself, as we discuss below. See In re McLaughlin, 443 F.2d 1392, 1395 (CCPA 1971) (an obvious rationale is not improper hindsight if it “takes into account only knowledge which was within the level of ordinary skill at the time the claimed invention was made and does not include knowledge gleaned only from applicant’s disclosure”).” slip op. at 29
Patent outcomesUS 11,886,774 unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,886,774 - Samsara Inc. v. Motive Technologies, Inc.No claims unpatentablePTAB · Jul 29, 2026 · IPR2025-00574 · APJ Daniel J Galligan · IPR · Final written decision
Claims 1–7 were not shown unpatentable because the asserted combinations did not establish the claimed video overlay and transmission for manual review.
RulingsFinal written decision- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableNot shown unpatentable
“We agree with Patent Owner that Petitioner’s contentions in this ground do not cure the issues for limitations 1D and 1E. Petitioner’s contentions in this ground involve combining Khan and Ali’s teachings of identifying a horizon line and lane lines with Choe. For example, Petitioner argues that “[u]sing predictive models for Choe’s lane and horizon prediction would have combined known elements according to known methods to yield predictable results” and that “[i]mplementing these known mathematical models in Choe’s calibration system, according to their known functions, would have yielded predictable results.” Pet. 39. Petitioner further argues that “[u]sing predictive models for Choe’s lane and horizon prediction would have used a known technique (predictive models) to improve similar devices in the same way” and that “[u]sing predictive models for Choe’s lane and horizon prediction would have also applied a known technique (predictive models) to a known device (a manual annotator device) ready for improvement.” Pet. 40. Petitioner’s proposed combination, therefore, still relies on Choe’s teachings of transmitting an overlaid image to an annotator device. We note that Petitioner asserts that, “[o]nce Khan in view of Ali identifies the horizon and lane lines, it overlays the horizon line and/or lane lines on the video, as shown in the screenshots below.” Pet. 41–42. Although Petitioner mentions Khan and Ali’s teachings with respect to video here, Petitioner does not adequately explain how the teaching of an overlaid video would be combined with Choe’s single image annotator teachings. As discussed above, Choe discloses transmitting a single overlaid image to the annotator” slip op. at 23
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“Thus, Petitioner has not provided sufficient evidence and argument to explain how the additional teachings of Khan and Ali teach limitations 1D and 1E in combination with Choe. Petitioner, therefore, has not demonstrated unpatentability of claims 1–5 by a preponderance of the evidence. F. Obviousness over Choe and Workman (Claims 1–4) Petitioner asserts that claims 1–4 would have been obvious over the combined teachings of Choe and Workman. Pet. 47–52; Pet. Reply 26–30. Petitioner asserts that, “if [Patent Owner] alleges that Choe does not explicitly disclose which predictive models it uses or whether it uses predictive models to identify the horizon line, a [person of ordinary skill in the art] would have searched for references that use predictive models and how such models were used,” which “would have led to Workman, which discloses predictive models to identify the horizon line.” Pet. 47. According to Petitioner, “[u]sing Workman’s predictive model to identify the horizon line would also have merely been combining known elements ([convolutional neural networks (CNNs)] and annotation for camera calibration) according to known methods to yield predictable results and used known techniques (CNNs) to improve similar devices in the same way.” Pet. 48–49. Thus, Petitioner relies on Workman to teach a predictive model to identify a horizon line. See Pet. 47–49. Choe with respect to limitations 1D and 1E. Indeed, Workman involves horizon line estimation in single images. See Ex. 1011, 10 (§ 5) (“We introduced Horizon Lines in the Wild (HLW), a new dataset for single image horizon line estimation, to address the limitations of existing horizon line detection datasets.”). Petitioner, therefore, has not demonstrated unpatentability of claims 1–4 by a preponderance of the evidence.” slip op. at 24
- Skill levelSkill level patent owner adoptedDecided for patent owner
“Patent Owner criticizes Petitioner’s proposed level of ordinary skill for not requiring “any training or experience in ‘automotive systems,’ precisely what the ’580 [p]atent relates to.” PO Resp. 7. According to Patent Owner, a person of ordinary skill in the art would have had “a training and/or experience in design of software for camera/sensor systems in the automotive industry.” PO Resp. 8–9 (citing Ex. 2003 ¶ 35).” slip op. at 5
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Construction We need not construe expressly any claim terms to decide the issues before us. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 6
Patent outcomesUS 11,875,580 not shown unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,875,580 - Aptiv Services US, LLC v. Microchip Technology, Inc.All claims unpatentablePTAB · Mar 20, 2026 · IPR2024-00646 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–18 are unpatentable under § 103 over Al-Shyoukh, Ivanov, and Stanescu; the Board did not reach the alternative ground.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner’s proposal is most like Petitioner’s alternative proposal which would include a bachelor’s degree and two years of experience. However, Patent Owner does not provide a specific number of years of industry experience and Patent Owner would include mixed-signal IC design as an alternative to analog circuit design. We consider analog circuit design to be most pertinent to the problems and solution discussed in the ’074 patent. See Ex. 1001, 1:15–2:44. In addition, we find credible Petitioner’s argument that an ordinarily skilled artisan with a bachelor’s degree would have had two years of experience, whereas Patent Owner’s proposal does not provide a specific number of years. Thus, we determine that a person of ordinary skill in the art would have had a bachelor’s degree and two years of experience in analog circuit design. Nevertheless, the outcome of our decision would be the same under either of the party’s proposals.” slip op. at 8
- Prior constructionPrior construction adoptedDecided for petitioner
“Because neither party has argued that the district-court constructions should be modified or elaborated for this proceeding, and the constructions appear reasonable, we adopt these constructions for this decision. We also take judicial notice of the district court’s Memorandum supporting the claim construction order. Ex. 3001.9” slip op. at 10
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“We agree with Petitioner that “gm boosting” is the only gm enhancement referred to in the ’074 patent, that the ’074 patent uses the terms “gm enhanced” and “gm-boost” synonymously, and that Patent Owner has failed to point to any credible intrinsic evidence of this alleged distinction. Although, “[i]n the absence of any evidence to the contrary, we must presume that the use of . . . different terms in the claims connotes different meanings, CAE Screenplates Inc. v. Heinrich Fiedler GmbH, 224 F.3d 1308, 1317 (Fed. Cir. 2000), in this case there is evidence to the contrary. In particular, the ’074 patent never refers to “gm enhancement” as a function separate from “gm boosting.” Indeed, the transistors (368, 370, and 382) that Patent Owner identifies as performing the function of “gm enhancement” are disclosed as part of a “gm-boost stage.” Ex. 1001, 5:8–24. Patent Owner’s alleged separation of Figure 3B into distinct “gm boosting” and “gm enhancement” is not consistent with the intrinsic evidence and is based on the conclusory testimony of Dr. Taylor. Thus, based on the evidence of record, we disagree with Patent Owner’s proposed construction distinguishing the terms “gm enhanced” and “gm-boost” in claim 1. Rather, we find persuasive Petitioner’s argument that a person of ordinary skill in the art would have regarded these terms to be synonymous. We need not otherwise construe these two terms to resolve the contested issues in this proceeding. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner
“We find Petitioner’s argument persuasive that a person of ordinary skill in the art would have had reason to follow Ivanov’s teachings to include an enable/disable function in Al-Shyoukh’s biasing circuit to limit that circuit’s standby current for reasons of power-efficiency. Pet. 25–26; Ex. 1002 ¶¶ 67–68. The evidence of record also suggests that an enable/disable function was well known in the art and that it would have been within the level of ordinary skill in the art to add such a function to a biasing circuit, taking into consideration any known tradeoffs. Pet. Reply 17–18; Ex. 1002 ¶¶ 60, 67–68; PO Resp. 13–14 (acknowledging that “any [person of ordinary skill in the art” would attest[ that] engineering is full of tradeoffs” and listing some of the known tradeoffs that “a [person of ordinary skill in the art] would need to consider”). We also disagree with Patent Owner’s argument that Al-Shyoukh, Rincon-Mora, or other references teach away from adding an enable/disable function to Al-Shyoukh. Patent Owner has not pointed to anything in the prior art that criticizes, discredits, or otherwise discourages investigation into the claimed invention. Meiresonne v. Google, Inc., 849 F.3d at 1382.” slip op. at 34
Patent outcomesUS 9,471,074 unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,471,074 - Caption Health, Inc v. University Of British ColumbiaInstitution deniedPTAB · Dec 19, 2025 · IPR2025-01066 · APJ Mary C Hoffman · IPR · Institution
Institution was denied because Petitioner did not show a reasonable likelihood that any challenged claim was unpatentable, including failure to show the claimed image-receiving quality-assessment neural network.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review. 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). Under 35 U.S.C. § 314(a), an inter partes review may not be instituted “unless . . . the information presented in the petition . . . and any response . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Based on the current record and for the reasons explained below, Petitioner has not demonstrated a reasonable likelihood of prevailing with respect to at least one of the challenged claims of the ’591 patent. Thus, we do not institute this inter partes review.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Because Petitioner’s formulation is supported by declaratory testimony and appears consistent with the level of skill reflected in the asserted prior art and the ’591 patent, and because Patent Owner does not provide any supporting evidence, we adopt Petitioner’s formulation of the level of ordinary skill in the art. See Ex. 1002 ¶¶ 31–33. Our decision would be the same regardless of the differences between Petitioner’s and Patent Owner’s formulations.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“The parties do not propose any express claim construction. Pet. 11– 12; Prelim Resp. 17. We also determine that no express claim construction is necessary for our Decision, apart from that discussed in our below analysis. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only terms in controversy must be construed “and only to the extent necessary to resolve the controversy”) (citing Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)).” slip op. at 11
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundReasonable expectation not foundNot shown unpatentable
“Petitioner also fails to provide sufficient rationale and a reasonable expectation of success in combining Krishnan and Lee to arrive at a quality assessment neural network configured to receive an image. See Pet. 34–37. For example, the Petition lacks an explanation of why a POSITA would have been motivated to modify Krishnan’s quality assessment neural network to be configured to receive an image, instead of extracted features, in view of Lee’s image-receiving category classifying neural network. Id. Without such further explanation, Petitioner’s challenge falls short. Petitioner’s argument that neural networks for image quality assessment were “well-known” is not persuasive—it does not address the particular scope of limitation 1i, which also requires that the neural network is configured to receive images. Pet. 35 (citing Ex. 1002 ¶¶ 47–51, 118; Exs. 1017, 1023, 1024, 1026). Petitioner’s argument that combining Krishnan and Lee “would merely amount to applying known work from the field . . . to yield predictable results” is not persuasive because the Petition ties this reasoning to modifying Krishnan with Lee’s view-category-specific assessment parameters, not modifying Krishnan’s quality assessment neural network to receive images instead of extracted features. Id. at 37 (citing Ex. 1002 ¶ 126). Lastly, we note Petitioner’s expert’s discussion regarding neural networks for image quality assessments. Ex. 1002 ¶¶ 43–53 (citing Exs. 1010, 1015, 1016, 1017, 1018, 1023, 1024, 1026). However, the Petition does not explain how this evidence demonstrates that the proposed combination teaches or suggests a quality assessment neural network configured to receive images, or that such would have been obvious in the context of the claimed invention. See Pet. 32–37.” slip op. at 19
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,129,591 - Nokia Of America Corporation / AT&T Services, Inc. v. Iarnach Technologies LimitedSome claims unpatentablePTAB · Dec 10, 2025 · IPR2024-00899 · APJ Christopher L Ogden · IPR · Final written decision
Claims 1–3, 5, 10, 11, and 14 are unpatentable as obvious; claims 4, 12, 13, and 15 were not shown unpatentable under the asserted § 103 grounds.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“(citing Ex. 1003 ¶ 22). Patent Owner does not contest this proposed level of ordinary skill. PO Resp. 5. Also, neither party argues that the precise level of ordinary skill would be dispositive in this proceeding. We adopt Petitioner’s proposed level of ordinary skill because it is undisputed, supported by testimonial evidence, and consistent with the asserted prior art and the types of problems and solutions in the ’892 patent. See, e.g., Ex. 1001, 1:19–2:8.” slip op. at 9
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITAPlain and ordinary meaningDecided for petitioner
“We agree with Petitioner. The evidence of record, including the ’892 patent and its prosecution history,9 indicates that the ordinary and customary meaning of “transitioning . . . from . . . to” encompasses both direct and indirect transitions. Looking first to the claim language itself, the word “directly” appears in claims 1, 6, and 10, but not claim 14, presumptively suggesting that claim 14 was intended to more broadly capture systems with either direct or indirect transitions. See CAE Screenplates Inc. v. Heinrich Fiedler GmbH, 224 F.3d 1308, 1317 (Fed. Cir. 2000) (“In the absence of any evidence to the contrary, we must presume that the use of . . . different terms in the claims connotes different meanings.”). Holding otherwise would fail to give any effect to the word “direct” as it appears in claims 1, 6, and 10. See Stumbo v. Eastman Outdoors, Inc., 508 F.3d 1358, 1362 (Fed. Cir. 2007) (denouncing claim constructions methodologies that render phrases in claims superfluous).” slip op. at 12
- Expert testimonyPetitioner expert creditedOther
“predictable and well-motivated variation of G.987.3, at the time of the claimed invention, to include a direct transition between the ONU’s two low-power states. See KSR v. Teleflex, 550 U.S. at 417 (“When a work is available in one field of endeavor, design incentives and other market forces can prompt variations of it, . . . . If a person of ordinary skill can implement a predictable variation, § 103 likely bars its patentability.”). We credit Dr. Sergienko’s testimony that a person of ordinary skill in the art would have been motivated to reduce power consumption and would have looked to ways of modifying G.987.3 to further that design goal. See Ex. 1003 ¶ 70; see also Ex. 1007, 97 (“For a variety of reasons, it is desirable to reduce the power consumed by an ONU as much as possible . . . .”). We also credit Dr. Sergienko’s testimony that there were only a small number of ways to modify the state transitions in G.987.3’s ONU, and that it would have been obvious to consider those possibilities. Ex. 1003 ¶ 70. Patent Owner does not contest this. Dr. Litvin concedes, for Patent Owner, that “there is no conceivable way the [ITU] did not consider the proposed transition” between the ONU’s two low-power states when drafting G.987.3, although he contends the standards body prohibited such direct transitions as “a conscious and reasoned design choice.” Ex. 2007 ¶ 108; see also id. ¶ 109 (opining that there were only four possible choices for transitions in the ONU, and the ITU “undoubtedly considered all of them, including the direct transition from . . . Listen and . . . Asleep”); PO Resp 24 (conceding that “G.987 explicitly considered the very direct transitions that Petitioner say would be used”). We also find persuasive Petitioner’s additional or alternative argument that Röger would have motivated modifying G.987.3 by allowing the ONU, while in sleep mode, to periodically turn on its receiver and check for messages from the OLT, which would have been direct transitions between “first” and “second” states as recited in claim 1. Pet. 20–22 & n.4; Ex. 1003 ¶¶ 82–84. The evidence suggests that modifying G.987 as Petitioner proposes would have been within the abilities of a person of the ordinary skill in the art at the time of the claimed invention—either to add a direct transition between Listen and Asleep states or to allow the ONU, while in its sleep (both transmitter and receiver off) mode, to periodically turn on its receiver temporarily to listen for polling messages from the OLT, as Röger teaches. Pet. 11–12, 14–15, 19; Ex. 1003 ¶¶ 70, 74. We also agree with Petitioner that there would have been motivation” slip op. at 26
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“We find persuasive Petitioner’s arguments that it would have been a predictable and well-motivated variation of G.987.3, at the time of the claimed invention, to include a direct transition between the ONU’s two low-power states. See KSR v. Teleflex, 550 U.S. at 417 (“When a work is available in one field of endeavor, design incentives and other market forces can prompt variations of it, . . . . If a person of ordinary skill can implement a predictable variation, § 103 likely bars its patentability.”). We credit Dr. Sergienko’s testimony that a person of ordinary skill in the art would have been motivated to reduce power consumption and would have looked to ways of modifying G.987.3 to further that design goal. See Ex. 1003 ¶ 70; see also Ex. 1007, 97 (“For a variety of reasons, it is desirable to reduce the power consumed by an ONU as much as possible . . . .”). We also credit Dr. Sergienko’s testimony that there were only a small number of ways to modify the state transitions in G.987.3’s ONU, and that it would have been obvious to consider those possibilities. Ex. 1003 ¶ 70. Patent Owner does not contest this. Dr. Litvin concedes, for Patent Owner, that “there is no conceivable way the [ITU] did not consider the proposed transition” between the ONU’s two low-power states when drafting G.987.3, although he contends the standards body prohibited such direct transitions as “a conscious and reasoned design choice.” Ex. 2007 ¶ 108; see also id. ¶ 109 (opining that there were only four possible choices for transitions in the ONU, and the ITU “undoubtedly considered all of them, including the direct transition from . . . Listen and . . . Asleep”); PO Resp 24 (conceding that “G.987 explicitly considered the very direct transitions that Petitioner say would be used”). We also find persuasive Petitioner’s additional or alternative argument that Röger would have motivated modifying G.987.3 by allowing the ONU, while in sleep mode, to periodically turn on its receiver and check for messages from the OLT, which would have been direct transitions between “first” and “second” states as recited in claim 1. Pet. 20–22 & n.4; Ex. 1003 ¶¶ 82–84. The evidence suggests that modifying G.987 as Petitioner proposes would have been within the abilities of a person of the ordinary skill in the art at the time of the claimed invention—either to add a direct transition between Listen and Asleep states or to allow the ONU, while in its sleep (both transmitter and receiver off) mode, to periodically turn on its receiver temporarily to listen for polling messages from the OLT, as Röger teaches. Pet. 11–12, 14–15, 19; Ex. 1003 ¶¶ 70, 74.” slip op. at 26
Patent outcomesUS 9,806,892 mixedClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,806,892 - Kia Corp. / Toyota Motor Corp. v. Emerging Automotive LLCAll claims unpatentablePTAB · Dec 9, 2025 · IPR2024-00981 · APJ Georgianna W Braden · IPR · Final written decision
Claims 1–20 are unpatentable over the Kleve-based grounds; the Board found the Zaid-based grounds did not render their challenged claims unpatentable.
RulingsFinal written decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“Pet. 2. Patent Owner filed a Preliminary Response (Paper 7, “Prelim. Resp.”). Petitioner filed an authorized Reply to Patent Owner’s Preliminary Response (Paper 8, “Prelim. Reply”), and Patent Owner filed an authorized Sur-reply to Petitioner’s Reply (Paper 9, “Prelim. Sur-reply”). Trial was instituted on the asserted grounds of unpatentability. Paper 10 (“Inst. Dec.”), 56.” slip op. at 3
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends express claim construction is unnecessary and states that all terms should be given their plain and ordinary meaning. Pet. 8. Patent Owner does not address claim construction in its Response. Construction is needed only for those terms “that are in controversy, and only to the extent necessary to resolve the controversy.” See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). There are no claim terms in controversy that need be construed for our analysis.” slip op. at 10
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Here, Petitioner asserts a person of ordinary skill in the art would have “had at least a four-year undergraduate degree in electrical engineering, automotive engineering, or [a] closely related field and [at] least two years of experience in the field of access control systems, vehicle electronics, and/or cryptography.” Pet. 2 (citing Ex. 1003 ¶¶ 79–82). Dr. Almeroth supports Petitioner’s position and further testifies that “[a]dditional education could substitute for professional experience and vice versa.” Ex. 1003 ¶ 79. Patent Owner does not assert a different level of skill in the art at the time of the alleged invention and appears to apply Petitioner’s proposed level of skill. See PO Resp. Patent Owner’s declarant, Dr. Malek, explicitly adopts Petitioner’s level of skill in the art but states that his opinions would be applicable under any reasonable definition for an ordinarily skilled artisan at the critical time. See Ex. 2001 ¶ 37. For the purposes of this Decision, we too adopt Petitioner’s level of ordinary skill in the art because it appears consistent with the problems addressed in the ’188 patent and the prior art of record.” slip op. at 11
- Expert testimonyPetitioner expert creditedPatent owner expert discountedDecided for petitioner
“Additionally, we credit the testimony of Dr. Almeroth, who opines that Kleve discloses that certain restrictions are sent with the request to generate a virtual key. Ex. 1003 ¶¶ 118–123. Specifically, Dr. Almeroth testifies that Kleve discloses that the virtual key “enable[s] the keyless drive system for the appropriate Temporary User during a given rental period.” Id. According to Dr. Almeroth, this “indicates that rental agreement restrictions were sent with the request so that the virtual key could be associated with said restrictions.” Id. (citing Ex. 1004 ¶¶ 39, 68 (“Once the rental period has expired the virtual key may be reset and cleared from the VCS.”)). Dr. Almeroth further testifies that the virtual key in Kleve is always generated after the rental agreement. Id. (citing Ex. 1004 ¶¶ 39 (“[O]nce the Temporary User selects the vehicle, pays the appropriate amount and signs a consent agreement, th[e]n the system may generate a virtual key to distribute to the Temporary User and VCS.”), 68). We do not agree with Patent Owner’s argument that Dr. Almeroth’s declaration testimony contradicts Kleve. See PO Resp. 27–29. Rather, as discussed previously, we find that Kleve’s vehicle owner can set a restriction, such as the rental start period, prior to step 214 in Kleve’s Figure 2 and that such restrictions can be associated with the e-key. We also do not agree with Patent Owner’s argument that (1) Dr. Almeroth’s declaration testimony contradicts his deposition testimony or that (2) Dr. Almeroth “admitted his testimony was wrong.” See PO Sur-Reply 7 (citing Ex. 2030, 27:5–10, 27:21–28:1). In a particular embodiment to which Dr. Almeroth was citing, he noted that the e-key is always generated after the rental agreement. See Ex. 2030, 26:14–20. Then the following exchange occurs: Q. So you use typically and always. So always does not refer to all of the embodiments of Kleve, is that fair? A. I think a person of skill in the art could read Kleve and understand that there are probably multiple ways in which the flow of actions among the parties could occur. And I think thinking about a real world scenario, in most cases you have an agreement before you would generate an eKey, but maybe, maybe not. I don’t -- I don't know that the real world is necessarily cut and dry. So reading -- a person reading Kleve would understand it’s describing embodiments where it’s always the case. That might be a pretty common scenario, but I don't know that it would necessarily be a hard and fast rule in every embodiment or in the understanding a person of skill in the art would have. Id. at 28:3–20. There is nothing in the deposition testimony by Dr. Almeroth that appears inconsistent with his declaration testimony nor does there appear to be the kind of admission touted by Patent Owner. Instead, it is Dr. Malek who takes an overly narrow view of Kleve that appears inconsistent with Kleve’s disclosure when read as a whole. See, e.g., Ex. 2001 ¶¶ 56–57. Therefore, we do not credit or agree with Dr. Malek’s testimony that Kleve teaches away from the concept of a virtual key created with the agreed-upon rental period as a restriction. See id. ¶ 57.” slip op. at 31
Patent outcomesUS 9,365,188 unpatentableClaim construction§ 103 obviousnesscites Phillips · GrahamPatents in suitUS 9,365,188 - Good Sportsman Marketing, LLC v. Hangzhou ZH Tech Co., Ltd.All claims unpatentablePTAB · Nov 20, 2025 · PGR2024-00034 · APJ Annette R Reimers · PGR · Final written decision
Claims 1–19 are unpatentable: claims 1–19 as obvious over Unger and Smith, claim 18 also as obvious over Unger, Smith, and Hakansson, and claims 3–6, 8, 9, and 16 as indefinite.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“We note that the identification of a Ph.D. as an example of “more formal education” creates a vast range of education relative to a bachelor’s degree. Thus, we treat the identification of a Ph.D. just as it is—an example—and not a requirement. In this case, “more formal education” can be satisfied by a level of education less than a Ph.D (but greater than a bachelor’s degree). Based on our review of the record before us, we determine that Petitioner’s stated level of ordinary skill in the art is reasonable because it appears consistent with the evidence of record, including the asserted prior art. Accordingly, we adopt Petitioner’s definition, limited as discussed above, for the purposes of this Decision.” slip op. at 15
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner contends that it “does not believe any terms need to be construed to resolve the prior art issues presented in this Petition.” Pet. 20 (citing Ex. 1002 ¶ 89). any claim language because doing so would have no effect on our analyses below of Petitioner’s asserted grounds and will not assist in resolving the present controversy between the parties. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)).” slip op. at 15
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“Petitioner argues that one of ordinary skill in the art would have found the proposed modification obvious for several reasons. Pet. 30. For instance, Petitioner argues that “Unger contains an express teaching, suggestion and/or motivation to incorporate an element such as Smith’s torsional spring into the lower and/or upper mount assemblies 308, 312 to facilitate attachment and detachment.” Id. Namely, Petitioner points to Unger’s disclosure that device mounts 308, 312 may be flexible or resilient so that device mounts 308, 312 may be bent to engage a portion of hearing protection device 108 and are then allowed to return to a normal state to secure communication device 104 to hearing protection device 108. Id. at 30–31 (quoting Ex. 1004, 6:20–37). Petitioner adds that one of ordinary skill in the art would have understood this disclosure “to teach that mount arms 308, 312 could be removable from housing 304 (e.g., as mount arm 312 is in Figure 6) and/or they could be designed to be ‘flexible’ or ‘resilient’ such that they can be manipulated,” and “that ‘resilient’ is defined as ‘bouncing or springing back into shape, position, etc. after being stretched, bent, or, esp., compressed.’” Id. at 31 (citing Ex. 1002 ¶ 117). Thus, according to Petitioner, this disclosure of Unger suggests using a torsion spring. Id. In addition, Petitioner asserts that one of ordinary skill in the art would have understood Unger’s disclosure to “suggest the use of a torsion designed to impart this functionality.” Pet. 30 (citing Ex. 1002 ¶ 118). Petitioner also asserts that one of ordinary skill in the art would have “understood that there were a limited number of ways to impart the referenced resilient or flexible ‘manipulation,’” and “would have been motivated to look to various known solutions to impart the suggested functionality, including the torsional spring mechanism of Smith that is used in a similar hearing protection device application for a similar purpose as Unger’s mounting arms (to apply a clamping force).” Id. at 32 (citing Ex. 1002 ¶¶ 120–121). Other reasons for combining the references set forth by Petitioner are the proposed modification: (1) “would have involved applying a known technique to a known device ready for improvement to yield predictable results” (Pet. 39–49 (citing Intel Corp. v. PACT XPP Schweiz AG, 61 F.4th 1373, 1380 (Fed. Cir. 2023); Ex. 1002 ¶ 131)), (2) would have constituted “combining prior art elements using known methods to achieve predictable results” (id. at 40 (citing KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 416 (2007); Ex. 1002 ¶ 133)); and (3) would have been “the simple substitution of one known element (i.e., Smith’s torsion spring mechanism) into another (i.e., the connection point of Unger’s lower mount arm 308 and housing 304)” (id. at 40–41 (citing Apple Inc. v. Samsung Elecs. Co., 839 F.3d 1034, 1077 (Fed. Cir. 2016); Ex. 1002 ¶ 135)). Petitioner argues that one of ordinary skill in the art would have had a” slip op. at 22
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“i) Conclusion For the above reasons, we find, based on the record before us, that Petitioner establishes by a preponderance of the evidence that claim 1 would have been obvious over the combination of Unger and Smith. Patent Owner does not contend that any limitations in claim 1 are absent in the combination of Unger and Smith, or that claim 1 would not have been obvious over the combination of Unger and Smith, and therefore, has waived such arguments.8” slip op. at 28
Patent outcomesUS 11,736,855 unpatentableClaim construction§ 103 obviousness§ 112 disclosurecites KSR · Graham · NautilusPatents in suitUS 11,736,855 - PTAB · Nov 7, 2025 · IPR2025-01044 · APJ Daniel J Galligan · IPR · Institution
The Board instituted IPR of claims 1–10 on all asserted grounds, finding a reasonable likelihood that Samsung would prevail on at least claim 1 under §103.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“institute review. Paper 11. The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless the information presented in the Petition and the Preliminary Response shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” For the reasons explained below, we institute an inter partes review of all challenged claims on all grounds raised in the Petition.” slip op. at 2
- Skill levelSkill level board ownDecided for petitioner
“had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and at least 3 years of experience in the research, design or development of wireless communication devices, systems, and/or networks, or the equivalent, as of the Critical Date,” which we understand Petitioner identifies as September 7, 2016. Pet. 2, 4 (citing Ex. 1003 ¶¶ 26–28). Petitioner also contends that “[i]ncreased educational experience can make up for less work experience, and vice versa.” Pet. 4. Patent Owner does not object to Petitioner’s definition at this stage. Prelim. Resp. 11. To the extent necessary, and for purposes of this Decision, we accept the uncontested assessment offered by Petitioner, which appears consistent with the ’879 patent and the asserted prior art, except that we delete the qualifier “at least” to eliminate vagueness as to the amount of experience.” slip op. at 5
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Construction The parties agree that no claim terms require express construction. Pet. 4; Prelim. Resp. 11. On this record, we determine that no terms need express construction. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve” slip op. at 5
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundOther
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,516,879 - PTAB · Nov 7, 2025 · IPR2025-01043 · APJ Daniel J Galligan · IPR · Institution
The Board instituted IPR of claims 1–10 on all petition grounds, finding a reasonable likelihood that Samsung would prevail on at least claim 1 as obvious over Zhou, Cherian, and Kim.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“institute review. Paper 11. The standard for instituting an inter partes review is set forth in 35 U.S.C. § 314(a), which provides that an inter partes review may not be instituted unless the information presented in the Petition and the Preliminary Response shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” For the reasons explained below, we institute an inter partes review of all challenged claims on all grounds raised in the Petition.” slip op. at 2
- Skill levelSkill level board ownOther
“had a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and at least 3 years of experience in the research, design or development of wireless communication devices, systems, and/or networks, or the equivalent, as of the Critical Date,” which we understand Petitioner identifies as September 7, 2016. Pet. 2, 4 (citing Ex. 1003 ¶¶ 26–28). Petitioner also contends that “[i]ncreased educational experience can make up for less work experience, and vice versa.” Pet. 4. Patent Owner does not object to Petitioner’s definition at this stage. Prelim. Resp. 11. To the extent necessary, and for purposes of this Decision, we accept the uncontested assessment offered by Petitioner, which appears consistent with the ’035 patent and the asserted prior art, except that we delete the qualifier “at least” to eliminate vagueness as to the amount of experience.” slip op. at 5
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“C. Claim Construction The parties agree that no claim terms require express construction. Pet. 4; Prelim. Resp. 11. On this record, we determine that no terms need express construction. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve” slip op. at 5
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundOther
“expressly discloses multiple options for resetting the timer, including “after the STA 106 transmits a scheduled UL transmission, or transmits a scheduled UL transmission and gets an ACK message.” Ex. 1005 ¶ 81. We find sufficiently persuasive Petitioner’s explanation that “after” in Zhou means after the transmission ends if an ACK is not requested; in the case of an ACK, Zhou expressly discloses starting the timer after receiving the ACK. See Pet. 46–49. Petitioner’s declarant, Dr. Valenti, testifies that “[a] STA measures the ‘completion’ of the transmission by receiving an ACK— if an ACK is requested—or upon completion of the physical transmission.” Ex. 1003 ¶ 152 (citing Ex. 1018 ¶ 9). On this record, we find this testimony to be sufficiently credible based on the evidence cited. See Ex. 1018 ¶ 9 (“A successful transmission occurs when the node either receives an expected acknowledgment correctly, or transmits a frame that does not require an acknowledgement.”).” slip op. at 13
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,116,035 - PTAB · Nov 6, 2025 · IPR2025-00820 · APJ Neil T Powell · IPR · Institution
The Board instituted IPR on claims 1–11 on all petition grounds, finding a reasonable likelihood that claim 1 would have been obvious over Tadros, Porter, Kalili, and Texin 990R.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“review. See 35 U.S.C. § 314; 37 C.F.R. § 42.4(a). To institute an inter partes review, we must determine that the information presented in the Petition and the Preliminary Response shows “a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). For the reasons set forth below, we determine that there is a reasonable likelihood that Petitioner will prevail with respect to at least one challenged claim. We institute an inter partes review of claims 1–11 based on the grounds set forth in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Pet. 17–18 (citing Ex. 1007 ¶¶ 13–15). Patent Owner does not dispute Petitioner’s explanation of the level of skill in the art. See generally Prelim. Resp. At this stage of the proceeding and on the present record, we adopt Petitioner’s uncontested proposed level of ordinary skill in the art, which we find consistent with the level of ordinary skill in the art reflected by the ’090 patent and the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995); In re Oelrich, 579 F.2d 86, 91 (CCPA 1978).” slip op. at 8
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Additionally, only terms that are in controversy need to be construed, and these need be construed only to the extent necessary to resolve the controversy. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 that are in controversy, and only to the extent necessary to resolve the controversy.’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)). Both parties indicate that no claim terms need to be expressly construed. Pet. 29–30; Prelim. Resp. 5. Consistent with that, we determine that we need not construe any claim terms expressly in order to resolve the parties’ dispute regarding whether Petitioner has demonstrated a reasonable likelihood of prevailing.” slip op. at 8
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“Weighing the parties’ arguments and evidence, we find Petitioner’s arguments and evidence sufficient at this stage to demonstrate a reasonable likelihood of prevailing. Pet. 8–17, 30–49. For example, regarding whether of Porter’s disclosure to the problem faced by inventor of the ’090 patent. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 144–164. The ’090 patent illustrates that its inventor faced the problem of selecting desirable materials for an aligner, including selecting a desirable material for an aligner’s hard layer. Ex. 1001, 5:44–59. Petitioner and Dr. Osswald provide significant evidence and reasoning tending to show that Porter’s discussion of Tritan logically would have commended itself to the attention of an inventor facing the problem of selecting an aligner hard layer. Pet. 8 (citing Ex. 1007 ¶¶ 98–108, 125–127, 144–164). For example, Dr. Osswald explains that “because Tritan copolyesters are BPA-free, Rafih specifically discloses Tritan EX401 as an exemplary material” for its oral appliance. Id. ¶ 99 (citing Ex. 1104, 5:4–64, claims 2, 9, 10). In view of this, Dr. Osswald testifies that “Rafih would inform a [person of ordinary skill in the art] that Porter’s guidance regarding replacing polycarbonate with Tritan applies to dental appliances.” Ex. 1007 ¶ 146. At this stage, weighing Petitioner’s evidence against Patent Owner’s contrary attorney argument that Porter focuses on dishware, we determine Petitioner has shown sufficiently that Porter is analogous art. Pet. 8; Ex. 1007 ¶¶ 98–108, 125–127, 144–164; Prelim. Resp. 1, 9–10, 18–21.” slip op. at 11
Claim construction§ 103 obviousnesscites PhillipsPatents in suitUS 11,648,090
Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.