- Google LLC v. Cellular South, Inc.Institution deniedPTAB · Nov 21, 2025 · IPR2025-00877 · APJ William V Saindon · IPR · Institution
The Board denied institution for claims 1–11 because the Zhao-Kouzani combination did not sufficiently show a fractal representation based on landmarks.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review under 35 U.S.C. § 314(b) and 37 C.F.R. § 42.4(a). 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 “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 provided below, we determine that Petitioner has not demonstrated a reasonable likelihood that at least one claim of the ’853 patent is unpatentable, and we do not institute an inter partes review. 37 C.F.R. § 42.108(a).” slip op. at 2
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“generally known in the art, and that this is acknowledged by the ’853 patent. Pet. 40–41 (citing, e.g., Ex. 1001, 15:40–44). Petitioner asserts that Kouzani touts the benefits of fractal models and that it would have been obvious to use Kouzani’s fractal model as the object model in Zhou. Pet 44 (asserting that “[a] person of ordinary skill would have therefore been motivated to implement Kouzani’s techniques in Zhao’s system”); see also id. 42–45. (entire argument). Patent Owner argues that Kouzani’s fractals would not result in the claimed limitation. Prelim. Resp. 21–23. In particular, Patent Owner points out that Kouzani’s fractals use a block-based fractal system, which do not include “a representation of the object based on landmarks associated with the object” as required by claim 1. Id. at 21–22. Patent Owner’s argument is persuasive. Even if Kouzani teaches fractals, claim 1 is not broadly claiming any fractal, but rather one that is “based on landmarks” (e.g., eyes, nose, etc.). See Ex. 1001, 13:53–57. The block-based system of Kouzani is based on abstract, repeated patterns of pixels, without regard to what the pixels represent. See, e.g., Ex. 1006, 8 (describing a “search . . . through the domain pool to find a domain block whose contractive transformation best approximates the range block” and then storing all of the transformations that, together, “represent the compressed image of a person’s face”), Fig. 4 (showing example blocks). This is in contrast to looking for particular landmarks in the image. Thus, we find that Petitioner has not sufficiently established that Kouzani’s fractal is based on landmarks. In Petitioner’s ground, Petitioner asserts that Zhao already teaches the claimed landmarks (Pet. 39, citing Ex. 1003 ¶¶ 58, 65), but Petitioner’s ground replaces or modifies the object model of Zhao with the fractals of Kouzani, which are not based on landmarks. Petitioner does not explain how Zhao’s modified model, now using a block-based fractal system, would still have the landmarks of Zhao’s original model. Even if it were obvious to include fractals, we are persuaded that the fractals included by Kouzani are not based on landmarks. Alternatively, if Petitioner is asserting merely to use fractals in Zhao’s models, then Petitioner has not sufficiently accounted for the particular fractals claimed and explained persuasively how merely using fractals in Zhao would lead to the claimed subject matter, i.e., fractals based on landmarks. In either event, Petitioner has not sufficiently established that the proposed combination satisfies the “fractal includes a representation of the object based on landmarks” limitation of claim 1.” slip op. at 11
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“Patent Owner’s argument is persuasive. Even if Kouzani teaches fractals, claim 1 is not broadly claiming any fractal, but rather one that is “based on landmarks” (e.g., eyes, nose, etc.). See Ex. 1001, 13:53–57. The block-based system of Kouzani is based on abstract, repeated patterns of pixels, without regard to what the pixels represent. See, e.g., Ex. 1006, 8 (describing a “search . . . through the domain pool to find a domain block whose contractive transformation best approximates the range block” and then storing all of the transformations that, together, “represent the compressed image of a person’s face”), Fig. 4 (showing example blocks). This is in contrast to looking for particular landmarks in the image. Thus, we find that Petitioner has not sufficiently established that Kouzani’s fractal is based on landmarks. In Petitioner’s ground, Petitioner asserts that Zhao already teaches the claimed landmarks (Pet. 39, citing Ex. 1003 ¶¶ 58, 65), but Petitioner’s ground replaces or modifies the object model of Zhao with the fractals of Kouzani, which are not based on landmarks. Petitioner does not explain how Zhao’s modified model, now using a block-based fractal system, would still have the landmarks of Zhao’s original model. Even if it were obvious to include fractals, we are persuaded that the fractals included by Kouzani are not based on landmarks. Alternatively, if Petitioner is asserting merely to use fractals in Zhao’s models, then Petitioner has not sufficiently accounted for the particular fractals claimed and explained persuasively how merely using fractals in Zhao would lead to the claimed subject matter, i.e., fractals based on landmarks. In either event, Petitioner has not sufficiently established that the proposed combination satisfies the “fractal includes a representation of the object based on landmarks” limitation of claim 1.” slip op. at 11
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction needed
“standard set forth in Phillips v. AWH Corp., 415 F.3d 1303, 1312–13 (Fed. Cir. 2005) (en banc). That is, “the words of a claim ‘are generally given their ordinary and customary meaning’ . . . that the term would have to a person of ordinary skill in the art in question at the time of the invention.” Id. at 1312–13 (quoting in Vitronics Corp. v. Conceptronic, Inc., 90 F.3d 1576, 1582 (Fed. Cir. 1996)). We do not need to construe any claim terms to reach a decision in this proceeding. Realtime, 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
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,126,853 - Digital Global Systems, Inc. v. Deepsig Inc.Institution deniedPTAB · May 28, 2025 · IPR2025-00194 · APJ Robert J Weinschenk · IPR · Institution
The Board denied institution under § 314(a), finding no reasonable likelihood for the remaining claims except claim 13, whose potential success did not justify instituting trial.
RulingsInstitution decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“had “a bachelor’s degree in electrical engineering, computer engineering, or equivalent and at least two years of experience working with radio communication systems and machine learning.” Pet. 3 (citing Ex. 1003 ¶¶ 33–34). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Zhi Ding. Ex. 1003 ¶¶ 33–34. Patent Owner does not dispute Petitioner’s description at this stage of the proceeding. We adopt Petitioner’s description for the purposes of this Decision.” slip op. at 4
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“the same standard used in a civil action under 35 U.S.C. § 282(b), including construing the claim in accordance with the ordinary and customary meaning of the claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). Neither party proposes an express construction for any claim terms. Pet. 13; Prelim. Resp. 16. We determine that no claim terms require express construction for purposes of this Decision.” slip op. at 5
- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“reasonable likelihood of prevailing in showing that claims 4–6, 12, 14, and 16–22 would have been obvious over Jüschke and Holt. Petitioner may satisfy its burden for claim 13, but, as discussed below, that would not impact our decision to exercise our discretion under § 314(a) to deny institution. See Section II.F.” slip op. at 16
- Other 314aInstitution denied discretionary otherInstitution denied
“inter partes review. SAS Inst. v. Iancu, 584 U.S. 357, 366 (2018). Specifically, “[i]f a panel determines that a petition meets the standards for institution in relation to fewer than all the challenges presented, . . . the panel will evaluate all the challenges and determine whether, in the interests of efficient administration of the Office and integrity of the patent system, the entire petition should be denied.” See Consolidated Trial Practice Guide, 64 (Nov. 2019), available at https://www.uspto.gov/sites/default/files/ documents/tpgnov.pdf. Here, thirteen challenged claims remain after Patent Owner’s statutory disclaimer. Petitioner at most demonstrates a reasonable likelihood of prevailing for one dependent claim, which has no claims depending therefrom. See Sections II.C–II.E. Thus, based on the particular facts of this case, we find that instituting trial would not be an efficient use of the Board’s time and resources, and we exercise our discretion to deny institution under § 314(a). See Deeper, UAB v. Vexilar, Inc., IPR2018- 01310, Paper 7 at 41–43 (PTAB Jan. 24, 2019) (informative); Chevron Oronite Co. LLC v. Infineum USA L.P., IPR2018-00923, Paper 9 at 10–11 (PTAB Nov. 7, 2018) (informative).” slip op. at 16
Claim construction§ 103 obviousnessDiscretionary denialPatents in suitUS 11,777,540 - PTAB · May 21, 2025 · IPR2025-00193 · APJ Sheridan K Snedden · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1, 3, 6, 10, 11, 16, 18, 21, 24–26, or 30 were unpatentable on any asserted ground.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“To institute an inter partes review, we must determine that the information presented in the Petition 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). After considering the evidence and arguments presented in the Petition, we determine that Petitioner has not demonstrated a reasonable likelihood of success in proving that at least 1 claim of the ’030 patent is unpatentable.” slip op. at 2
- BurdenNot shown unpatentable
“What is missing from Petitioner’s stated motivation for modifying the array of Cantor is a reason why a POSA would seek to correlate the identification sequence with a location on the array at all. Prelim. Resp. 72. Indeed, the location of a bead on the substrate is not pertinent to the analysis disclosed in Cantor. Ex. 2002 ¶ 172; see also id. at ¶ 31 (Cantor “does not relate to the [spatial] analysis of tissue samples . . . .”). “[O]bviousness concerns whether a skilled artisan not only could have made but would have been motivated to make the combinations or modifications of prior art to arrive at the claimed invention.” Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1073 (Fed. Cir. 2015). Here, Cantor fails to teach or suggest capture probes distributed randomly on a substrate comprising a nucleic acid sequence that identifies a unique location on the substrate as required by the challenged claims, and Petitioner fails to adequately articulate why a person of ordinary skill in the art would have modified Cantor to make the recited capture probes. In view of the above, we find that, on this record, Petitioner has failed to establish that Cantor teaches or suggests each element of the challenged claims. Accordingly, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on its challenge that any of claims 1, 3, 6, 10, 11, 16, 18, 21, 24–26, and 30 would have been obvious over Cantor.” slip op. at 20
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner does not argue that any claim term requires construction. Pet. 22–23. Likewise, Patent Owner takes the position that “no claim terms 2 Person of ordinary skill in the art. require explicit construction” for purposes of determining whether to institute inter partes review. Prelim. Resp. 19. Having considered the parties’ positions and evidence of record, we determine that no express construction of any claim term is necessary to determine whether to institute inter partes review. Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Matal, 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e need only construe 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 8
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“What is missing from Petitioner’s stated motivation for modifying the array of Cantor is a reason why a POSA would seek to correlate the identification sequence with a location on the array at all. Prelim. Resp. 72. Indeed, the location of a bead on the substrate is not pertinent to the analysis disclosed in Cantor. Ex. 2002 ¶ 172; see also id. at ¶ 31 (Cantor “does not relate to the [spatial] analysis of tissue samples . . . .”). “[O]bviousness concerns whether a skilled artisan not only could have made but would have been motivated to make the combinations or modifications of prior art to arrive at the claimed invention.” Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1073 (Fed. Cir. 2015). Here, Cantor fails to teach or suggest capture probes distributed randomly on a substrate comprising a nucleic acid sequence that identifies a unique location on the substrate as required by the challenged claims, and Petitioner fails to adequately articulate why a person of ordinary skill in the art would have modified Cantor to make the recited capture probes. In view of the above, we find that, on this record, Petitioner has failed to establish that Cantor teaches or suggests each element of the challenged claims. Accordingly, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on its challenge that any of claims 1, 3, 6, 10, 11, 16, 18, 21, 24–26, and 30 would have been obvious over Cantor.” slip op. at 20
Claim construction§ 102 anticipation§ 103 obviousnessPatents in suitUS 11,761,030 - PTAB · May 21, 2025 · IPR2025-00192 · APJ Sheridan K Snedden · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1, 5, 17, 20, 23, 28, or 29 were unpatentable over the asserted grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“To institute an inter partes review, we must determine that the information presented in the Petition 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). After considering the evidence and arguments presented in the Petition, we determine that Petitioner has not demonstrated a reasonable likelihood of success in proving that at least 1 claim of the ’138 patent is unpatentable.” slip op. at 2
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“[O]bviousness concerns whether a skilled artisan not only could have made but would have been motivated to make the combinations or modifications of prior art to arrive at the claimed invention.” Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1073 (Fed. Cir. 2015). Here, Cantor fails to teach or suggest capture probes distributed randomly on a substrate comprising a nucleic acid sequence that identifies a unique location on the substrate as required by the challenged claims, and Petitioner fails to adequately articulate why a person of ordinary skill in the art would have modified Cantor to make the recited capture probes. In view of the above, we find that, on this record, Petitioner has failed to establish that Cantor teaches or suggests each element of the challenged claims. Accordingly, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on its challenge that any of claims 1, 5, 17, 20, 23, 28, and 29 would have been obvious over Cantor. slip op. at 21
- Novelty / Anticipation (§102) › Priority / effective filing date / continuation supportPriority date awardedDecided for patent owner
“3. Discussion Petitioner challenges whether certain elements of independent claims 1 and 17 are supported by the ’124 provisional and/or whether the ’138 patent’s priority chain is intact. Pet. 52–60. Having considered the parties’ positions and evidence of record, however, we agree with Patent Owner’s written description analysis, summarized above, and find (1) that the ’124 Provisional provides adequate written description support for each of the challenged claim elements; (2) that the ’138 patent’s priority chain is intact; and (3) that the ’138 patent is therefore entitled to the priority date of April 5, 2010. Consequently, Frisen is not prior art to the challenged claims.” slip op. at 28
- Novelty / Anticipation (§102) › Prior-art status of a reference › Patents / published applications (effective date, provisional support)Reference not prior artDecided for patent owner
“3. Discussion Petitioner challenges whether certain elements of independent claims 1 and 17 are supported by the ’124 provisional and/or whether the ’138 patent’s priority chain is intact. Pet. 52–60. Having considered the parties’ positions and evidence of record, however, we agree with Patent Owner’s written description analysis, summarized above, and find (1) that the ’124 Provisional provides adequate written description support for each of the challenged claim elements; (2) that the ’138 patent’s priority chain is intact; and (3) that the ’138 patent is therefore entitled to the priority date of April 5, 2010. Consequently, Frisen is not prior art to the challenged claims.” slip op. at 28
Claim construction§ 102 anticipation§ 103 obviousnessPatents in suitUS 11,549,138 - SML Intelligent Inventory Solutions LLC / SML (USA) Inc. v. Adasa Inc.Institution deniedPTAB · May 20, 2025 · IPR2025-00125 · APJ Devon Zastrow Newman · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that any challenged claim was unpatentable under the asserted obviousness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“review. 35 U.S.C. § 314(b) (2018); 37 C.F.R. § 42.4(a) (2019). An inter partes review may not be instituted “unless . . . the information presented in the petition . . . 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.” 35 U.S.C. § 314(a). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, we conclude that Petitioner has not established a reasonable likelihood of prevailing on its assertion that at least one challenged claim is unpatentable based on the grounds advanced here. Accordingly, we deny institution of inter partes review of claims 1–20 of the ’967 patent.” slip op. at 2
- Skill levelSkill level petitioner adoptedOther
“VSI Int’l Inc., 174 F.3d 1308, 1324 (Fed. Cir. 1999) (citing Graham v. John Deere Co., 383 U.S. 1, 17–18 (1966); Ryko Mfg. Co. v. Nu-Star, Inc., 950 F.2d 714, 718 (Fed. Cir. 1991)). Petitioner adopts the following definition of a person of ordinarily skill in the art (hereafter, sometimes “POSITA”) of the ’967 patent proposed by Patent Owner in the Avery Dennison litigation: [A]t least a bachelor’s degree in electrical engineering, computer science, or computer engineering, or a related discipline, and at least five years of experience which would consist of, A, designing, developing, evaluating and/or using RFID or other AIDC [automatic identification and data capture] technologies in inventory management, unique object identification, and/or security; or B, studying and conducting research related to RFID technologies and using RFID and other AIDC technologies in inventory management, unique object identification, and/or security. Pet. 6 (citing Ex. 1030, 707:3–13). Patent Owner does not offer a definition of an ordinarily skilled artisan of the ’967 patent at this time. See generally Prelim. Resp. Based on the information presented, we find that the asserted prior art itself is sufficient to demonstrate the level of skill in the art at the time of the invention. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (prior art itself can reflect the appropriate level of ordinary skill in the art). To the extent a more precise definition is required, we apply Petitioner’s unopposed proposed definition for purposes of determining whether to institute review because it is consistent with the disclosures of the asserted prior art references and the problems addressed in the ’967 patent.” slip op. at 17
- Prior constructionPrior construction adoptedDecided for patent owner
“Petitioner proposes the following claim constructions: “an allocated block of serial numbers” as “a pre-authorized range of binary serial numbers” and “uniquely corresponding” as the “term’s plain and ordinary meaning, consistent with the articulation of the plain and ordinary meaning” in the Avery Dennison litigation. Pet. 8–12. As to the remaining claim terms, Petitioner applies the district court’s constructions in the Avery Dennison litigation. Id. at 12 (citing Ex. 1028). Patent Owner applies the following constructions that were entered during in the Avery Dennison litigation: “object class information space” as “data field within the memory of the RFID integrated circuit chip for information identifying the class of an object, such as a company prefix, item reference code, partition value, and/or filter value,” “unique serial number space” as “data field within the memory of the RFID integrated circuit for information identifying a unique serial number,” “being assigned a limited number of most significant bits” as “includes a limited, predefined sequence at the leading end,” “remaining bits of lesser significance” as “the remaining lower order bits at the trailing end,” “is encoded with one serial number instance” as “has stored within it one serial number instance,” “an allocated block of serial numbers” as “a pre-authorized range of serial numbers,” and “uniquely corresponding” as its plain and ordinary meaning. Prelim. Resp. 32. For purposes of resolving whether to institute trial, we adopt and apply the interpretations stated in the district court’s claim construction order and applied by the Federal Circuit on appeal, Ex. 1028.11 See 55 F.4th 900, 908–909, 912–913 (Fed. Cir. 2022) (citing the district court’s claim construction order).” slip op. at 18
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“IBM200 and Kuhno would have made it obvious for a POSITA to commission RFID tags with unique serial numbers partitioned into MSBs and bits of lesser significance. See Pet. 34–39; Ex. 1005 ¶¶ 167–176. However, on this record, Petitioner has not sufficiently shown that the POSITA, having read IBM200 and Kuhno, would have been led to create a serial number space in which the limited number of “most significant bits” uniquely corresponds to those bits assigned to an allocated block of serial numbers, as recited in limitation [f].” slip op. at 25
Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 9,798,967 - Cooler Master Co., Ltd. v. Asetek Danmark A/SInstitution deniedPTAB · May 8, 2025 · IPR2024-01497 · APJ Kevin W Cherry · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–7 would have been obvious over Duan and Duan-I.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“A patent claim is unpatentable under 35 U.S.C. § 103(a) if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007). The question of obviousness is resolved on the basis of underlying factual determinations including: (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of ordinary skill in the art; and (4) when in evidence, objective evidence of nonobviousness.3 Graham v. John Deere Co., 383 U.S. 1, 17– 18 (1966). “In an [inter partes review], the petitioner has the burden from the onset to show with particularity why the patent it challenges is 2 The Leahy-Smith America Invents Act, Pub. L. No. 112-29, 125 Stat. 284 (2011) (“AIA”), amended 35 U.S.C. § 103. The ’681 patent claims benefit of a May 6, 2005, filing date, which is before the effective date of the applicable AIA amendments. Ex. 1001, Code [63]. 3 Patent Owner does not present arguments or evidence of secondary considerations in its Preliminary Response. Therefore, secondary considerations do not constitute part of our analysis herein. unpatentable.” Harmonic Inc. v. Avid Tech., Inc., 815 F.3d 1356, 1363 (Fed. Cir. 2016) (citing 35 U.S.C. § 312(a)(3) (requiring inter partes review petitions to identify “with particularity . . . the evidence that supports the grounds for the challenge to each claim”)). This burden of persuasion never shifts to Patent Owner. See Dynamic Drinkware, LLC v. Nat’l Graphics, Inc., 800 F.3d 1375, 1378 (Fed. Cir. 2015) (discussing the burden of proof in inter partes review).” slip op. at 11
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Relying on the declaration testimony of Dr. Abraham, Petitioner contends that an ordinarily skilled artisan for the ’681 patent “would have been knowledgeable regarding liquid cooling systems for computer systems, would have earned at least a bachelor’s degree, such as an B.S. (bachelor of science), or equivalent thereof, in electrical or mechanical engineering or a closely-related field, and would have possessed at least two or three years of experience in liquid cooling systems for computer systems, or in similar systems.” Pet. 17. Petitioner additionally contends a “person with less education but more relevant practical experience, depending on the nature of that experience and degree of exposure to liquid cooling systems for computer systems, could also qualify as a POSITA in the field of the ’681 patent.” Id. (citing Ex. 1005 ¶ 42). Patent Owner does not address the level of skill of the ordinary artisan. See generally Prelim. Resp. Based on this record, we adopt Petitioner’s articulation of the level of ordinary skill in the art, which is consistent with the ’681 patent and the asserted prior art, and we apply it in our obviousness evaluations below. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art, itself, can reflect appropriate level of ordinary skill in art).” slip op. at 12
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner “does not believe any specific terms require construction and applies the plain meaning of all claim terms herein.” Pet. 18. Patent Owner does not address claim construction. See generally Prelim. Resp. Having considered the record, we determine that no express claim construction is necessary for any claim terms. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (holding that only claim terms in controversy need to 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 14
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable
“motivated to combine Duan and Duan-I in this manner, Petitioner argues that “given the known ‘compact trend of computer[s]’ recognized by Duan [], a POSITA would have been motivated to rotate Duan’s liquid driving module 2 (pump) counterclockwise by 90 degrees in Figure 7 to reduce the systems overall height in view of Duan-I.” Pet. 26 (citing Ex. 1007 ¶ 6; Ex. 1005 ¶ 57). Petitioner asserts that “[a]lthough modifying Duan in this fashion would require some minor reconstruction, doing so would reasonably be expected to result in success.” Id. Petitioner contends that “[t]he modification is well within a POSITA’s technical grasp, and would have predictably resulted in a modified system like the one [reproduced] below (double-sided chassis outlined in red).” Id. at 26–27. Petitioner provides the following graphical explanation, reproduced below, of how it arrives at this modified figure.” slip op. at 23
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,733,681 - Aardevo North America, LLC v. Agventure B.V.Institution deniedPTAB · May 1, 2025 · IPR2025-00136 · APJ Jeffrey N Fredman · IPR · Institution
Institution of inter partes review was denied for claims 1–10 because Petitioner did not establish a reasonable likelihood of prevailing on any asserted ground.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“Accordingly, we find that on the current record Petitioner has not shown that it has a reasonable likelihood that it would prevail on these obviousness grounds. XII. DISCRETIONARY DENIAL – 35 U.S.C. § 325(d) In view of our determination that the Petitioner does not meet the threshold for instituting review on the merits, we need not address the parties’ dispute about whether the Board should exercise its discretion to deny institution under 35 U.S.C. § 325(d). Pet. 74–75; Prelim. Resp. 38–54; Pet. Reply 1–5; PO Sur-Reply 1–5. XIII. CONCLUSION After reviewing the information presented in the Petition and the Preliminary Response, we determine that, based on the evidence of record, Petitioner has not established a reasonable likelihood that claims 1–10 of the ’841 patent are unpatentable. XIV. ORDER Accordingly, it is ORDERED that, pursuant to 35 U.S.C. § 314(a), institution of an inter partes review of all challenged claims on all grounds presented in the Petition is denied.” slip op. at 35
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element) › Inherent disclosureNot shown unpatentableInherency not foundNot shown unpatentable
“However, neither Petitioner nor Dr. Jansky provide specific data on the record before us showing the actual measured homozygosity of either of the inbred lines, US-W 5309 and US-W 5315. And Phumichai experimentally demonstrates that Dr. Jansky’s assumption that theoretical heterozygosity reduction of 50% per generation is not necessarily accurate, stating the “observed average percentage of reduction of heterozygosity per generation (38.4% or 38.5%) was lower than the theoretically expected value of 50%.” Ex. 1005, 982. Indeed, Phumichai disclosed that the “SOPH [Section-based observed percentage of heterozygosity] decreased steadily from the original 100% in 99H2–1 (S0) to the family means of 62.4% in 3H2 (S1), 37.9% in 3H3 (S2).” Id. at 981. That is, Phumichai experimentally shows that in an S2 generation of a potato line, the heterozygosity was 37.9%, resulting in homozygosity of about 62.1%, below the 75% theoretically expected and the 75% required by claim 1 of the ’841 patent. Therefore, the evidence of record does not show that the S2 generation of potato lines in Jong necessarily satisfies the homozygosity recitation in claim 1 of the ’841 patent, and so cannot establish on the record before us that Jong inherently teaches this limitation.” slip op. at 15
- Obviousness (§103) › Objective indicia / secondary considerationsObjective indicia outweighedNot shown unpatentableNot shown unpatentable
“Owner is telling. Petitioner does not refute Patent Owner’s evidence of objective indicia. On the current record, the objective indicia evidence is compelling. As to long felt need, Patent Owner cited evidence on record before the Examiner that showed a persistent need recognized by ordinarily skilled artisans. In re Gershon, 372 F.2d 535, 538 (CCPA 1967). For example, Dr. Huang states “This research is the breakthrough we have been waiting for since nearly a century . . . This is crucial for the potato breeding worldwide.” Ex. 2009, 687. There is no evidence that this long-felt need was satisfied by another before Appellant’s invention. See Newell Companies, Inc. v. Kenney Mfg. Co., 864 F.2d 757, 768 (Fed. Cir. 1988) (“[O]nce another supplied the key element, there was no long-felt need or, indeed, a problem to be solved . . . .”). Lastly, Dr. Lindhout explains that this invention satisfies the long-felt need, stating “I have discovered, and disclosed in the present application for patent, how a fertile homozygote in” slip op. at 33
- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsNot reached
“XII. DISCRETIONARY DENIAL – 35 U.S.C. § 325(d) In view of our determination that the Petitioner does not meet the threshold for instituting review on the merits, we need not address the parties’ dispute about whether the Board should exercise its discretion to deny institution under 35 U.S.C. § 325(d). Pet. 74–75; Prelim. Resp. 38–54; Pet. Reply 1–5; PO Sur-Reply 1–5.” slip op. at 35
Claim construction§ 102 anticipation§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 11,140,841 - Digital Global Systems, Inc. v. Deepsig Inc.Institution deniedPTAB · Mar 27, 2025 · IPR2025-00049 · APJ Robert J Weinschenk · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood of proving any challenged claim obvious over the asserted combinations.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“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.” 35 U.S.C. § 314(a). Here, Petitioner does not demonstrate a reasonable likelihood of prevailing in showing that at least one of the challenged claims is unpatentable. Thus, the Petition is denied, and no trial is instituted.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“had “a bachelor’s degree in electrical engineering, computer engineering, or an equivalent degree and at least two years of experience working with . . . radio communication systems and machine learning.” Pet. 3 (citing Ex. 1003 ¶¶ 33–34). Petitioner’s description of the level of ordinary skill in the art is supported by the testimony of Petitioner’s declarant, Dr. Zhi Ding. Ex. 1003 ¶¶ 33–34. Patent Owner does not dispute Petitioner’s description at this stage of the proceeding. We adopt Petitioner’s description for the purposes of this Decision.” slip op. at 4
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner
“B. Claim Construction In an inter partes review proceeding, a patent claim is construed using the same standard used in a civil action under 35 U.S.C. § 282(b), including construing the claim in accordance with the ordinary and customary meaning of the claim as understood by one of ordinary skill in the art and the prosecution history pertaining to the patent. 37 C.F.R. § 42.100(b). Neither party proposes an express construction for any claim terms. Pet. 13; Prelim. Resp. 9–10. We determine that no claim terms require express construction for purposes of this Decision.” slip op. at 5
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“On this record, we agree with Patent Owner. Claim 1 recites “generating a pre-distorted radio signal by processing the transmit radio signal using a nonlinear pre-distortion machine learning model.” Ex. 1001, 14:19–24. This portion of claim 1 requires processing a transmit signal using a machine learning model. Id. Claim 1 also recites “updating the model parameters based on a distance metric computed between the transmit radio signal and a received signal that is obtained from the one or more radio receivers.” Id. at 14:30–35. This portion of claim 1 requires updating model parameters based on a distance metric computed using a received signal obtained from a receiver. Id. Thus, together, these portions of claim 1 require updating parameters for a transmit model based on a distance metric computed using a signal obtained from a receiver.” slip op. at 7
Claim construction§ 103 obviousnessPatents in suitUS 10,581,469 - R-Pac International Corporation v. Adasa IncInstitution deniedPTAB · Mar 25, 2025 · IPR2024-01416 · APJ Devon Zastrow Newman · IPR · Institution
The Board denied institution on claims 1–20 under §325(d), finding the challenges relied on previously presented or cumulative art and Petitioner failed to show material Examiner error.
RulingsInstitution decision- PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsInstitution denied 325dInstitution denied
“(1) whether the same or substantially the same art previously was presented to the Office or whether the same or substantially the same arguments previously were presented to the Office; and (2) if either condition of first part of the framework is satisfied, whether the petitioner has demonstrated that the Office erred in a manner material to the patentability of challenged claims. Id. at 8.” slip op. at 13
- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied 325dInstitution denied
“III. CONCLUSION Taking a holistic view of the totality of the information presented, we determine that the challenges set forth in the Petition are based on the same or substantially the same prior art or arguments previously presented to the Examiner. Moreover, Petitioner does not direct us to information sufficient to establish a material Examiner error. Accordingly, we exercise our discretion under Section 325(d) and do not institute an inter partes review. IV. ORDER In consideration of the foregoing, it is hereby: ORDERED that Petitioner’s request for an inter partes review, pursuant to 35 U.S.C. § 314(a), of claims 1–20 of the ’967 patent is denied, and no trial is instituted.” slip op. at 28
Discretionary denialPatents in suitUS 9,798,967 - 2985 LLC D/B/A Mountain Voyage Co. v. The Ridge Wallet, LLCInstitution deniedPTAB · Feb 18, 2025 · IPR2024-01264 · APJ Matthew S Meyers · IPR · Institution
The Board denied institution of review of claims 1–24 as time-barred under § 315(b), and denied joinder as moot because the Shenzhen IPR had terminated.
RulingsInstitution decision- PTAB / AIA Trials › §315(b) time barInstitution denied time barDenied
“instituted if the petition requesting the proceeding is filed more than 1 year after the date on which the petitioner, real party in interest, or privy of the petitioner is served with a complaint alleging infringement of the patent.” There is no dispute that Patent Owner served Petitioner with a complaint alleging infringement of the ’808 patent on March 15, 2023. See Mot. 2 (Mountain Voyage identifying March 15, 2023 as the date it was served with Patent Owner’s complaint in the United States District Court of Colorado). There is also no dispute that Mountain Voyage filed the instant Petition more than one year later on August 6, 2024. Pet. 91. Therefore, the evidence in this record shows that Mountain Voyage’s Petition was filed more than 1 year after the date on which Mountain Voyage was served with a complaint alleging infringement of the ’808 patent. Mountain Voyage relies on its request to join the Shenzhen IPR to avoid the time bar of 35 U.S.C. § 315(b). Mot. 1 (“This Motion for Joinder and the accompanying Instant Petition are timely being filed within one month of the decision to institute trial in the Shenzhen IPR.”). The Shenzhen IPR, however, has been terminated. Shenzhen IPR Termination 3–4. Thus, there no longer is a pending proceeding in the Shenzhen IPR for Petitioner to join. Accordingly, Petitioner’s request to join the Shenzhen IPR is moot, and the Petition is not timely under 35 U.S.C. § 315(b).” slip op. at 8
- PTAB / AIA Trials › Joinder §315(c) / SAS all-or-nothingJoinder, deniedDenied
“Mountain Voyage relies on its request to join the Shenzhen IPR to avoid the time bar of 35 U.S.C. § 315(b). Mot. 1 (“This Motion for Joinder and the accompanying Instant Petition are timely being filed within one month of the decision to institute trial in the Shenzhen IPR.”). The Shenzhen IPR, however, has been terminated. Shenzhen IPR Termination 3–4. Thus, there no longer is a pending proceeding in the Shenzhen IPR for Petitioner to join. Accordingly, Petitioner’s request to join the Shenzhen IPR is moot, and the Petition is not timely under 35 U.S.C. § 315(b). III. CONCLUSION The Motion for Joinder is denied as moot because the Shenzhen IPR” slip op. at 8
Discretionary denialPatents in suitUS 10,791,808
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.