- Shenzhen Tuozhu Technology Co., Ltd. v. Stratasys, Inc.No claims unpatentablePTAB · Jun 9, 2026 · IPR2025-00321 · APJ Christopher M Kaiser · IPR · Final written decision
The Board held claims 1, 2, 5–7, 9, 16, and 17 not unpatentable because the asserted combinations did not establish the required purge-tower teachings or prior-art status.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner contends that one of ordinary skill in the art “would have had (1) at least a bachelor’s degree in Mechanical Engineering, Computer Engineering, Chemical Engineering, Materials Science, or a related field, and (2) at least two years of research or industry experience in 3D printing or materials used for 3D printing.” Pet. 5 (citing Ex. 1003 ¶¶ 14–16). Petitioner also argues that “[a]dditional experience could substitute for a formal degree or formal training (and vice versa).” Id. Patent Owner proposes a slightly different level of skill, arguing that a person of ordinary skill in the art “would have had a bachelor’s degree in Mechanical Engineering, Computer Engineering, Chemical Engineering, Materials Science, or a comparable field and at least two years of experience related to 3D printing, with additional experience potentially being a substitute for a formal degree or training (and vice versa).” Prelim. Resp. 24. Neither party explains why the outcome of this case would be affected by the adoption of any of the proffered definitions of a person of ordinary skill in the art. We adopt Petitioner’s assessment of the level of ordinary skill in the art, as it appears consistent with the ’324 patent and the asserted prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001).” slip op. at 8
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownOther
“According to the ’713 patent, “[p]urge tower 24 itself may be . . . recycled or otherwise discarded as desired.” Ex. 1001, 8:27–28. This description provides some support for Patent Owner’s view, because a purge tower too intimately integrated with the part would be difficult or impossible to recycle or discard. This is further supported by the ’713 patent’s statement that “purge tower 24 may be printed at any suitable location on build substrate 44 (i.e., at any location in the x-y build plane not occupied by 3D part 20 or support structure 22).” Id. at 8:30–34. It also is supported by Dr. Hickner’s testimony that the ’713 patent “clearly shows . . . the 24 purge tower separated from the part” and that “the purge tower is a separate physical object.” Ex. 2016, 28:8–10, 64:1–9. On the other hand, there is evidence supporting Petitioner’s view that, as long as the purge tower is generally separate from the part and the support structure, it may still make contact with those portions of the print. As noted above, “purge tower 24 may be printed at any suitable location on build substrate 44 (i.e., at any location in the x-y build plane not occupied by 3D part 20 or support structure 22).” Ex. 1001, 8:30–34. This language does not exclude locations adjacent to or in contact with the part or the support structure. Thus, determine that a “purge tower,” as that term is used in the context of the ’713 patent, may not be an integrated portion of a printed part or support structure but need not be free of all contact with the printed part or support structure.” slip op. at 9
- BurdenNot shown unpatentable
“There is evidence of record to support both Petitioner’s view and Patent Owner’s view. On the record developed at trial, however, we cannot say that the preponderance of the evidence favors Petitioner, who bears the burden of proof. See 35 U.S.C. § 316(e). Accordingly, Petitioner has not shown by a preponderance of the evidence that KISSlicer teaches printing a layer of a purge tower each time the printer switches one extruder to the operating mode. Because proving the obviousness of claims 1 and 16 requires such a showing, Petitioner has not shown by a preponderance of the evidence that claims 1 and 16 would have been obvious over the combination of Priedeman and KISSlicer. 5. Analysis of Remaining Claims Claims 2, 6, 7, 9, and 17 all depend, directly or indirectly, from claim 1 or claim 16. Accordingly, they all include the limitations of either claim 1 or claim 16. Because, as discussed above, Petitioner has not shown that the combination of Priedeman and KISSlicer teaches or suggests all the limitations of claims 1 and 16, Petitioner also has not proven by a preponderance of the evidence that claims 2, 6, 7, 9, and 17 would have been obvious over that combination of references.” slip op. at 21
- Obviousness (§103) › Analogous artAnalogous artOther
“On the record developed at trial, we agree with Petitioner. According to several industry forum posts, people interested in three-dimensional printing located the website where KISSlicer was posted between February 2012 and April 2012. Ex. 1028, 1 (post discussing and directing others to KISSlicer on April 11, 2012); Ex. 1031, 1 (two posts discussing KISSlicer on March 16, 2012, and March 21, 2012); Ex. 1032, 1 (two posts discussing KISSlicer on February 11, 2012, and February 14, 2012). Thus, not only was it possible for people of ordinary skill in the art to locate KISSlicer; people of ordinary skill in the art actually did locate it. Accordingly, Petitioner has shown by a preponderance of the evidence that KISSlicer was publicly accessible.” slip op. at 19
Patent outcomesUS 9,421,713 not shown unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 9,421,713 - Adobe Inc. v. Jonathan E. JaffeNo claims unpatentablePTAB · Mar 4, 2026 · IPR2024-01352 · APJ Bach V Hoang · IPR · Final written decision
Claims 1–6 were not shown unpatentable under any asserted §103 ground because the references did not teach monitoring the physical coupling between the sensor and memory.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“The Institution Decision adopted and applied Petitioner’s proposed level of ordinary skill because Petitioner’s “definition generally comports with the level of skill necessary to understand and implement the teachings” slip op. at 11
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction needed
“The parties present various claim construction arguments, disputing the meaning of three limitations recited in claim 1: “a sensor, which is tightly coupled to said memory”; “monitoring the integrity of the tight coupling between said memory and said sensor”; and “based on.” See Pet. 9–14; PO Resp. 5–12; Pet. Reply 4–9; PO Sur-reply 4–11. For purposes of this Decision, we do not need to discuss the construction of “based on.” 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)). As explained below, this Decision turns on whether Glass or Rieger discloses limitation [1c] reciting “monitoring the integrity of the tight coupling between said memory and said sensor.” Ex. 1001, 20:65–66; see infra §§ II.C.2, II.E.1, II.F. That limitation recites an element which overlaps with the earlier-recited limitation “a sensor, which is tightly coupled to said memory.” To reach our decision, we need only provide a limited discussion of two of the parties’ claim construction arguments. Our analysis follows.” slip op. at 13
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner
“said integrity is compromised, then also providing an indication of said compromised integrity.” Ex. 1001, 20:65–21:2. Although Petitioner points out that the limitation does not expressly recite “‘specifically’ monitoring the tight coupling” (Pet. Reply 8), the structure of the clause suggests that the tight coupling is specifically monitored. At a high level, the limitation is straightforward in its recitation that the integrity being monitored is “of the tight coupling” (Ex. 1001, 20:65–66 (emphasis added)), plainly suggesting that the tight coupling is specifically monitored. More granularly, breaking the relevant clause down to its grammatical parts, the clause recites a gerund (“monitoring”) acting on a direct object (“the integrity”) which is modified by a prepositional phrase (“of the tight coupling”). Notably, the object of the preposition (“of”) is “the tight coupling.” Altogether, this reads that the integrity being monitored is specifically of the tight coupling. Also, the claim recites that “if said integrity is compromised, then also providing an indication of said compromised integrity.” Therefore, from the claim language we know that the “integrity” of the tight coupling is something that may be “compromised,” which is consistent with Patent Owner’s proposed construction of determining whether the physical coupling has been “accessed or disturbed.” Petitioner’s interpretation effectively inserts additional language into the limitation such that the limitation includes monitoring the integrity of a device containing or surrounding the tight coupling, such as a camera (or camera housing), e.g., “monitoring the integrity of a camera that includes the tight coupling.” But, because the plain reading and the structure of the limitation reads that it is specifically the tight coupling’s integrity—not another physical structure, like a camera—which is being monitored, a monitored is not consistent with the language of the claim. See PO Resp. 9 (arguing that “Petitioner’s construction is improper because the claim language explicitly requires monitoring the physical coupling between the memory and the sensor as opposed to some third structure” (emphasis omitted)).” slip op. at 17
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable
“package 50 does not specifically monitor the integrity of the coupling between Glass’s sensor and the memory and, instead, argues that Glass detects tampering of all “the components and interconnections contained in that packaging,” e.g., control logic 44, cropper 46, compressor 47, MUX 45, code generator 48, and the various interconnections between those components. See Pet. Reply 16; Ex. 1005, 5:13–41. As explained above, we construe “monitoring the integrity of the tight coupling between said memory and said sensor” to mean determining whether the physical 7 Petitioner does not assert that a person of ordinary skill in the art would have been motivated to modify Glass’s device in any way; Petitioner solely argues that Glass teaches limitation [1c], based on Petitioner’s proposed claim construction. See Pet. 30–32 (“Glass discloses this limitation.”); Pet. Reply 16–17 (“Glass and Rieger disclose the ‘monitoring’ step.”). disturbed, which specifically requires monitoring the physical coupling between the sensor and the memory. See supra § II.C.2. As we agree with Patent Owner that this limitation requires monitoring the physical coupling between the sensor and the memory, monitoring Glass’s tamper resistant package 50 does not teach or disclose “monitoring the integrity of the tight coupling between said memory and said sensor.” Accordingly, we determine that Petitioner fails to show that Glass teaches or suggests [1c] monitoring the integrity of the tight coupling between said memory and said sensor when said at least one internal and unique parameter is generated, and, if said integrity is compromised, then also providing an indication of said compromised integrity, as required by claim 1. Consequently, we determine that Petitioner has not shown, by a preponderance of the evidence, that the subject matter of claim 1 would have been obvious over Glass.8” slip op. at 30
Patent outcomesUS 6,757,828 not shown unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 6,757,828 - Champion Laboratories, Inc. / First Brands Group, LLC v. Hengst SENo claims unpatentablePTAB · Sep 8, 2025 · IPR2024-00603 · APJ Sheldon M Mcgee · IPR · Final written decision
Claims 1, 3, 5, 8–11, 15–17, 19, 23–25, and 28–30 were not shown unpatentable over Yokoyama, Yokoyama and Cline, or Honermann and Cline.
RulingsFinal written decision- Skill levelSkill level board ownDecided for petitioner
“On this record, we determine that the level of ordinary skill is reflected in the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (specific findings on the ordinary skill level are not required “where the prior art itself reflects an appropriate level and a need for testimony is not shown” (quoting Litton Indus. Prods., Inc. v. Solid State Sys. Corp., 755 F.2d 158, 163–64 (Fed. Cir. 1985))). Because the level of ordinary skill in the art is not in dispute, and because the parties’ definition is consistent with the disclosures in the ʼ203 patent, the prior art, and the declaration testimony of Mr. Nranian and Dr. Basirat, we view the prior art and arguments through this lens when determining whether the claims are unpatentable as obvious over the prior art.5 See Graham, 383 U.S. at 17 (identifying “the level of ordinary skill in the pertinent art” as an underlying factual inquiry to be resolved in deciding obviousness, which is a question of law).” slip op. at 12
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner
“Although the parties spend significant portions of their briefing discussing the term “eccentric” and how it applies to certain figures from the ʼ203 patent and the relied-upon prior art, we determine that it is not necessary to expressly construe the term “eccentric” beyond the parties’ agreed-upon definition. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co. Ltd., 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))). Rather, we adopt Patent Owner’s proffered definition because it is consistent with the intrinsic record and because it is not in dispute. Specifically, Patent Owner asserts that the plain meaning of the term “eccentric” is defined as “located elsewhere than at the geometric center; also: having the axis or support so located.” PO Resp. 18–19 (citing the Merriam-Webster online dictionary definition of the term “eccentric” for support). Petitioner agrees with this definition. Pet. 35 (asserting that certain prior art elements are eccentric “because they are not located at the center of the filter insert or housing”); Pet. Reply 9 (arguing that certain elements are eccentric because they “do not have an axis located at the geometric center”); id. at 10 (arguing the eccentricity of an element that does “not have an axis in the center” which has “an off-center axis”); see also Ex. 2017 ¶ 33 (Dr. Basirat testifying that “[a] POSITA would understand that ‘eccentric’ in the context of [the] ʼ203 patent, means that central axis is located elsewhere than at the geometric center [and] not placed centrally or not having its axis or other part placed centrally”). The parties’ definition of “eccentric” is also consistent with the usage of the term in the ʼ203 patent. Ex. 1001, 10:23–31; Fig. 17.” slip op. at 14
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner
“Rather, we adopt Patent Owner’s proffered definition because it is consistent with the intrinsic record and because it is not in dispute. Specifically, Patent Owner asserts that the plain meaning of the term “eccentric” is defined as “located elsewhere than at the geometric center; also: having the axis or support so located.” PO Resp. 18–19 (citing the Merriam-Webster online dictionary definition of the term “eccentric” for support). Petitioner agrees with this definition. Pet. 35 (asserting that certain prior art elements are eccentric “because they are not located at the center of the filter insert or housing”); Pet. Reply 9 (arguing that certain elements are eccentric because they “do not have an axis located at the geometric center”); id. at 10 (arguing the eccentricity of an element that does “not have an axis in the center” which has “an off-center axis”); see also Ex. 2017 ¶ 33 (Dr. Basirat testifying that “[a] POSITA would understand that ‘eccentric’ in the context of [the] ʼ203 patent, means that central axis is located elsewhere than at the geometric center [and] not placed centrally or not having its axis or other part placed centrally”). The parties’ definition of “eccentric” is also consistent with the usage of the term in the ʼ203 patent. Ex. 1001, 10:23–31; Fig. 17.” slip op. at 14
- Expert testimonyPetitioner expert discountedDecided for patent owner
“(opining that “Patent Owner’s construction of ‘having an axis no located in a geometric center’ is too narrow”). Mr. Nranian’s Declaration testimony in this respect is not persuasive for several reasons. First, it is internally inconsistent. Compare Ex. 1016 ¶ 3 (criticizing the “axis” language in Patent Owner’s definition), with id. ¶¶ 9, 11 (relying on that very language to support an argument). Also, Mr. Nranian’s proposed definition of “eccentric” to merely mean “not located at the center” begs the question of what, precisely, is “the center”? Mr. Nranian does not persuasively explain how far a person of ordinary skill in the art would understand she could travel from the exact center point of an object and still be in “the center” of that object. See Tr. 10:13–19 (Judge McGee asking whether the center is “a miniscule point in the middle of [the] disc”); see also id. at 10:25–12:26 (Judge Weatherly highlighting the significant ambiguity in referring to something as in “the center”). Also, Mr. Nranian’s opinion is inconsistent with how the ʼ203 patent compares something that is “central,” i.e., “at the center,” and something that is “eccentrically” located. Ex. 1001, 7:13–14 (describing pipe nozzle 15 as “central”); id. at 8:53–56 (describing a “through hole” as “located in the center of the front panel 22” depicted in Figures 7 and 8); id. at 10:23–31 (describing return 12 as “in the center” and outlet 13 as “eccentrically thereto” in Figure 17). Patent Owner’s colorized and annotated Figure 7 is reproduced below: Patent Owner’s colorized and annotated version of Figure 7 of the ʼ203 patent illustrates “central pipe nozzle 15” in yellow passing through the “through hole” located in “the center” of front panel 22. PO Resp. 20. Significantly, pipe nozzle 15 and the through hole in panel 22 are both described as “central” and in “the center” but must have different diameters; otherwise, “central pipe nozzle 15” would not be capable of traveling through “through hole 22.” Ex. 1001, Fig. 7. Thus, the ʼ203 patent intrinsically bases whether an element is “central” or “in the center” on whether its axis is located at the geometric center. This is also illustrated in Figure 17 of the ʼ203 patent, reproduced below: Figure 17 of the ʼ203 patent illustrates filter housing 10 with return 12 “in the center . . . and, eccentrically thereto, the outlet 13 with the seat 14 for the blocking element 24.” Ex. 1001, 10:23–30. Finally, Mr. Nranian’s narrow interpretation of “eccentric”––which excludes the “having the axis or support so located” in the geometric center language––is at odds with the arguments it was proffered to support. Cf. Pet. Reply 9 (arguing that certain elements are eccentric because they “do not have an axis located at the geometric center”); id. at 10 (arguing the eccentricity of an element that does “not have an axis in the center” which has “an off-center axis”).” slip op. at 29
Patent outcomesUS 9,023,203 not shown unpatentableClaim construction§ 103 obviousnesscites GrahamPatents in suitUS 9,023,203 - AT&T Mobility LLC / AT&T Services Inc. et al. v. Daingean Technologies Ltd.No claims unpatentablePTAB · Jul 14, 2025 · IPR2024-00402 · APJ Mary C Hoffman · IPR · Final written decision
The Board granted Patent Owner’s revised non-contingent motion to amend, canceling claims 1–4 and substituting claims 7 and 8, which Petitioner did not prove unpatentable.
RulingsFinal written decision- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend, grantedGranted
“whether the motion to amend meets the statutory and regulatory requirements set forth in 35 U.S.C. § 316(d) and 37 C.F.R. § 42.121.” See Lectrosonics, Inc. v. Zaxcom, Inc., IPR2018-01129, Paper 15 at 4 (PTAB Feb. 25, 2019) (precedential). A “patent owner bears the burden of persuasion to show, by a preponderance of the evidence, that the motion to amend complies” with the applicable statutory and regulatory requirements. 37 C.F.R. § 42.121(d)(1). Specifically, a patent owner must demonstrate the following: (1) the amendment proposes a reasonable number of substitute claims; (2) the amendment responds to a ground of unpatentability involved in the trial; (3) the amendment does not seek to enlarge the scope of the claims of the patent; and (4) the amendment does not introduce new matter. See 35 U.S.C. § 316(d); 37 C.F.R. § 42.121(a)–(b). For the reasons explained below, Patent Owner satisfies its burden of persuasion to show that the amendments comply with the applicable statutory and regulatory requirements.” slip op. at 8
- Skill levelSkill level patent owner adoptedDecided for patent owner
“Both parties rely on expert testimony for their respective positions relating to the number of years of experience needed to attain ordinary skill, but neither expert cites supporting evidence for their testimony. See Ex. 1002 ¶ 33; Ex. 2002 ¶ 15. Our decision is the same regardless of whether the length of experience is two years or three. We find Patent Owner’s proposed “wireless communications” is more consistent with the ’958 patent than Petitioner’s proposed “telecommunication,” which encompasses a variety of technologies including, e.g., landline and wireless telephones, cable, and satellite. See Ex. 1001, 1:11–62 (describing the invention in terms of wireless communications). Accordingly, we adopt a modified version of Petitioner’s proffered level of ordinary skill in the art, substituting “wireless communications” for “telecommunication.” Neither party, moreover, indicates the overall result would change based on a different definition.” slip op. at 18
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner
“We agree with Patent Owner that the recited second type SIBs exclude first type SIBs. The plain meaning of “first type” and “second type” indicates that the first type and second type are different in kind. RMTA 22 (App. A). Our interpretation is consistent with the Specification, which explains that second type SIBs exclude first type SIBs. As Patent Owner points out, the ’958 patent discloses “first type of system information (1TYP SIB) is . . . essential . . . for initial system access” and “second type of system information (2TYP SIB) is nonessential system information . . . defined as all other types of information, and thus excludes the [] information required for initial access.” Id. at 11–12 (citing Ex. 1001, 8:34– 46); see also Ex. 1001, Abstract (interchangeably using the terms second type and non-essential). Despite Petitioner’s argument that this disclosure is non-limiting and directed to a disclaimed example embodiment (Opp. 8–9), Petitioner could not identify any embodiment, among the approximately forty disclosed embodiments, describing something other than the first type SIB being essential information and the second type SIB being non-essential information. Tr. 22:18–26. Even the Petition acknowledges that “the ’958 Patent further classifies a second type of system information, the ‘non-essential’ SI, which is defined as all other types of information excluding that first type of information required for initial access.” Pet. 5. Furthermore, the prior art of record suggests that a person of ordinary skill would have understood second type SIBs exclude first type SIBs. See Ex. 1008 ¶ 48 (describing two categories of system information, “essential SI” and “Other SI”). Patent Owner’s expert also understood the recited first and second type SIBs as being mutually exclusive. See Ex. 1011, 49:10–13. For the above reasons, we do not agree with Petitioner that the recited second type SIB lacks any requirements, nor do we interpret claims 7 and 8 such that the first type SIB could be a second type SIB.” slip op. at 19
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Not shown unpatentableNot shown unpatentable
“(d) Limitation 7h: Analysis We agree with Patent Owner that Petitioner’s arguments with respect to limitation 7h are insufficient because they fail to address the limitation as written and improperly incorporate previous arguments by reference. For example, Petitioner did not map the recited “group identifier” when opposing Patent Owner’s Revised Motion to Amend. See Opp. 16–17. In its Sur-reply, Petitioner contends that limitation 7h’s requirement of transmitting the group identifier was previously “set out in Patent Owner’s prior papers,” but does not refer to any specific papers or exhibits. Pet. Surreply 11–12. We decline to search for and piece together Petitioner’s arguments and evidence to develop a persuasive theory of unpatentability. See 37 C.F.R. section 42.6(a)(3). Petitioner similarly failed to address adequately where Lee discloses or suggests the recited “compressed format” and “plural parameters.” See Opp. 16–17. Aside from the above concerns, we also do not see sufficient explanation with respect to limitation 7h’s requirement that the transmitting by broadcast be based on a comparison of the value tag. Petitioner argues that, because Patent Owner does not dispute limitation 7g, “it would have been obvious to a POSITA to use the same value tag[] to determine the system information broadcast in Lee’s compressed format embodiment.” Pet. Sur-reply 12. This conclusory statement is not supported by any citations to evidence and was improperly introduced in the Sur-reply. Moreover, whether it was obvious to determine what system information is broadcast is not commensurate with the claim scope because limitation 7h requires that the broadcasting (not the broadcast content) be based on a comparison of the value tag. See supra III.B.4 and IV.B. Further, we are not persuaded that Lee’s transmitting by broadcast is” slip op. at 26
Patent outcomesUS 10,841,958 not shown unpatentableClaim construction§ 102 anticipation§ 103 obviousness§ 112 disclosurecites Phillips · KSR · Graham · NautilusPatents in suitUS 10,841,958 - Inergy Technology, Inc. v. Force Mos Technology Co., Ltd.No claims unpatentablePTAB · May 16, 2025 · IPR2024-00093 · APJ Grace Karaffa Obermann · IPR · Final written decision
Claims 1–9 were not proven unpatentable because the asserted references did not establish the claimed epitaxial layer or the required coverage of the trench sidewalls.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner defines a person of ordinary skill in the art as having “a Master’s degree in electrical engineering, and at least two years of relevant work experience in the field of integrated circuit design and manufacturing.” Pet. 13 (citing Ex. 1003 ¶¶ 32–37, 57). Patent Owner does not dispute Petitioner’s definition. PO Resp. 6. We adopt Petitioner’s proposed definition of the level of ordinary skill in the art because it is supported by unopposed declaration testimony and appears to be consistent with the disclosures of the ’634 patent and the asserted prior art references. See Ex. 1001, 1:6–2:33 (describing the invention and related art in terms of integrated circuit design and fabrication); see also Ex. 1006 ¶¶ 1–6 (Hirler); Ex. 1008 ¶¶ 1–37 (Kobayashi); Ex. 1009 ¶¶ 2–29 (Shiraishi). Neither party, moreover, indicates the overall result would change based on a different definition.” slip op. at 7
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“Petitioner argues that “the sidewalls of said trenches in said base layer are covered” should be construed to mean that “the entire sidewalls of” those trenches are covered. Pet. 18–19. We refer to this as “the sidewall limitation.” Petitioner shows persuasively that the disclosure and file history of the ’634 patent support its position on the sidewall limitation. Id. Patent Owner, for its part, observes that, after the filing of the Petition. two District Courts adopted the construction proposed by Petitioner.” PO Resp. 21 (citing Ex. 2010, 6–9; Ex. 2011, 23). Patent Owner also agrees to apply Petitioner’s construction for purposes of this proceeding. Id. We agree with Patent Owner that an express construction of the sidewall limitation is necessary to this Decision, id., and adopt Petitioner’s undisputed definition because it is supported by the record. No other claim term requires express construction for purposes of this Decision.” slip op. at 8
- BurdenNot shown unpatentable
“On this record, Petitioner fails to demonstrate that any claim is unpatentable under any ground asserted in the Petition. IV. CONCLUSION For the above reasons, we determine that Petitioner fails to establish by a preponderance of the evidence that claims 1–9 of the ’634 patent are unpatentable.” slip op. at 34
- Expert testimonyPetitioner expert discountedPatent owner expert creditedDecided for patent owner
“Alternatively, even if we set aside that timing issue, Dr. Liu’s bare opinion, advanced for the first time during cross-examination, that an epitaxial layer is “obvious” from Hirler’s disclosure is inadequate to support the challenges. Id. at 24–25. We accord little weight to Dr. Liu’s opinion because it is conclusory. See Xerox Corp. v. Bytemark, Inc., IPR2022-00624, Paper 9 at 15 (PTAB Aug. 24, 2022) (precedential). In any event, Petitioner does not meet, on this record, the “high standard” required to establish an inherent disclosure of an epitaxial layer in Hirler. PO Resp. 24.6 Dr. Liu opined for the first time during cross-examination “that it would have been impossible to create Hirler’s more lightly doped n- drift zone layer on top of its more heavily doped n+ substrate layer other than via epitaxy.” Id. at 25 (citing Ex. 2014, 164:16– 165:20). But Patent Owner effectively refutes that proposition with evidence that such a layer “could be created by counter-doping,” even if, as Dr. Liu contends, counter-doping may have been less ideal due to “disadvantageous mobility.” Id. (citing Ex. 2012 ¶ 133; Ex. 2014, 166:15–167:8).” slip op. at 11
Patent outcomesUS 7,629,634 not shown unpatentableClaim construction§ 102 anticipation§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 7,629,634 - Peloton Interactive, Inc. v. NEC CorporationNo claims unpatentablePTAB · Mar 3, 2025 · IPR2023-01239 · APJ Michael J Strauss · IPR · Final written decision
Claims 1, 2, 4, 5, 7, 11, 12, 14–18, 20–23, and 25–29 were not determined unpatentable because the asserted obviousness grounds failed to establish the claimed code-rate determination.
RulingsFinal written decision- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“standard as would be used by a district court to construe a claim in a civil action involving the validity or infringement of a patent. 37 C.F.R. § 42.100(b). Under that standard, claim terms are given their ordinary and customary meaning, as would have been understood by a person of ordinary skill in the art at the time of the invention, in light of the language of the claims, the specification, and the prosecution history of record. Id.; Phillips v. AWH Corp., 415 F.3d 1303, 1312–19 (Fed. Cir. 2005) (en banc); Thorner v. Sony Comput. Entm’t Am. LLC, 669 F.3d 1362, 1365–66 (Fed. Cir. 2012). “The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (quoting Vivid Techs., Inc. v. Am. Sci. Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 11
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner, supported by the testimony of Dr. Reader, argues that a person of ordinary skill in the art (“POSITA”) “would have a bachelor’s degree, or equivalent, in electrical engineering, computer science, a related field, and 2–3 years’ experience researching, designing, or developing content delivery systems and related hardware, software, and firmware, or equivalent experience.” Pet. 14 (citing Ex. 1006 ¶¶ 67–69). Petitioner further argues “[o]ne having less education but more practical experience, or more education and less experience, might also meet this standard.” Id. Patent Owner does not dispute Petitioner’s definition or offer an alternative level or skill in the art. PO Resp. 12 (citing Pet. 14; Ex. 2012). Instead, “[f]or the purposes of this PO Response only, Patent Owner applies Petitioner’s definition of POSITA.” Id. Thus, on this record, the parties agree upon the proposed level of ordinary skill in the art, and this level is consistent with our review and understanding of the technology and descriptions in the ’101 patent and the prior art references that disclose content delivery systems. For purposes of this Decision, we rely on Petitioner’s proposed level of ordinary skill in the art.” slip op. at 11
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightNot shown unpatentableMotivation not foundNot shown unpatentable
“the gap between the playback deadline and the target schedule, (td(n) − tT(n)), is the target buffer duration, i.e., ‘the desired client buffer duration (in client time).’” Id. at 22–23 (quoting Chou ¶ 74). Petitioner also argues that “in efforts to match upper bound tb(n) to target schedule tT(n), Chou takes into consideration the time duration between target schedule tT(n) and the playback deadline td(n).” Thus, it appears Petitioner assembles three separate and distinct time intervals from Chou’s timing diagrams and equations to construct one contiguous time interval equivalent to claim 1’s remaining time. However, Chou does not recognize the time interval that Petitioner posits, and Petitioner has not persuasively shown that this combined time interval exists as a teaching in the prior art and is used as part of any step or decision involved in determining the code rate. As admitted by Petitioner’s expert, Dr. Reader, Petitioner’s analysis “used the claims as a road map to find limitations in the prior art.” Ex. 2015, 76:4–9 (Reader Deposition Transcript). See also Tr. 28:20–31:2 (Petitioner’s response to whether identification of and integration of separate time ranges described by Chou is hindsight reconstruction, Petitioner argues Chou’s device operates such that code rate is based on remaining time). Under the circumstances, this is improper because Petitioner and Dr. Reader do not justify this combination of separately identified time ranges except based solely on hindsight reconstruction of the claimed invention. However, even if that were not the case, we are not persuaded that Chou or the other asserted prior art references suggest using the combined time interval td(n) − ta(n) as the basis for any decision related to determining the code rate.” slip op. at 37
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable
“d) Analysis In our Institution Decision, although expressing some uncertainty with respect to certain of Patent Owner’s arguments on the preliminary record then before us, “we [were] not persuaded by Petitioner’s contentions that [(1)] Wang teaches [1d]’s code rate” (Dec. 53 (citing Pet. 62–65) or (2) “a POSITA would have been motivated to combine the teachings of Chou and Wang” (id. at 54 (citing Pet. 74)). Petitioner does not dispute those determinations in its Reply or otherwise. Furthermore, Petitioner does not address or otherwise dispute Patent Owner’s arguments challenging the asserted obviousness of claims 1, 4–6, 10–16, and 19–26 over the combined teachings of Chou and Wang. Thus, for at least the reasons set forth in our Institution Decision, we agree with Patent Owner that Petitioner fails to show that (1) one skilled in the art would have combined the teachings of Chou and Wang or (2) the combined teaching of Chou and Wang renders limitation 1(d) obvious. e) Conclusion Regarding Claim 1 For the foregoing reasons, we determine that Petitioner has not shown by a preponderance of the evidence that independent claim 1 is unpatentable over the combination of Chou and Wang.” slip op. at 47
Patent outcomesUS 8,752,101 not shown unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 8,752,101 - Arista Networks, Inc. v. Corrigent CorporationNo claims unpatentablePTAB · Dec 3, 2024 · IPR2023-00839 · APJ Charles J Boudreau · IPR · Final written decision
Claims 1–26 were not shown unpatentable under either § 103 ground because the evidence did not establish the claimed LAG use between MPLS switches or explain how the references would be combined.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedOther
“Consistent with our Institution Decision, we adopt Petitioner’s articulation of the level of ordinary skill in the art, apart from the phrase “at least” modifying the number of years of professional experience. See Dec. 17–18. As we previously explained, inclusion of such qualifiers renders the articulation vague by being open-ended thus encompassing the level of experience of an expert, someone with more than ordinary skill in the art. Id. at 18. Petitioner’s articulation otherwise appears consistent with the level of skill in the art at the time of the invention as reflected in the asserted prior art.” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Corp., 415 F.3d 1303, 1312–17 (Fed. Cir. 2005) (en banc) and related cases. See 37 C.F.R. § 42.100(b). Under that precedent, the words of a claim are generally given their “ordinary and customary meaning,” which is the meaning the term would have to a person of ordinary skill at the time of the invention, in the context of the entire patent including the specification. Phillips, 415 F.3d at 1312–13. Neither party proposes any express claim constructions. Pet. 4; PO Resp. 3. Based on the parties’ arguments, we see no need to expressly construe any terms to resolve the dispute 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 10
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“Pet. Reply 10–11. Despite Petitioner’s arguments, we are not persuaded that a person of ordinary skill would have been motivated by knowledge of Rabie to combine the teachings of RFC 3209 and Raz at the time of the invention of the ’602 patent. First, the ’602 patent claims a priority date of May 6, 2005, which is not challenged by Petitioner (see Pet. 3), whereas Rabie was published more than two months later. Ex. 1021, code (65). Moreover, the question is not whether it may have been known at the time of the invention that a LAG could be used between switches, but rather whether the combined teachings of RFC 3209 and Raz would have motivated a person of ordinary skill in the art to utilize a LAG between switches, as claimed, when neither RFC 3209 nor Raz teaches such usage or suggests the existence of a problem that such usage would solve. We are not persuaded that they would.” slip op. at 36
- Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightNot reached
“Pet. Reply 10–11. Despite Petitioner’s arguments, we are not persuaded that a person of ordinary skill would have been motivated by knowledge of Rabie to combine the teachings of RFC 3209 and Raz at the time of the invention of the ’602 patent. First, the ’602 patent claims a priority date of May 6, 2005, which is not challenged by Petitioner (see Pet. 3), whereas Rabie was published more than two months later. Ex. 1021, code (65). Moreover, the question is not whether it may have been known at the time of the invention that a LAG could be used between switches, but rather whether the combined teachings of RFC 3209 and Raz would have motivated a person of ordinary skill in the art to utilize a LAG between switches, as claimed, when neither RFC 3209 nor Raz teaches such usage or suggests the existence of a problem that such usage would solve. We are not persuaded that they would.” slip op. at 36
Patent outcomesUS 9,118,602 not shown unpatentableClaim construction§ 103 obviousnesscites Phillips · GrahamPatents in suitUS 9,118,602 - Cisco Systems, Inc. v. Corrigent CorporationNo claims unpatentablePTAB · Aug 6, 2024 · IPR2023-00447 · APJ Nathan A Engels · IPR · Final written decision
Claims 1–26 were not shown unpatentable because the Petition did not establish the claimed port assignment and packet labeling under Raz or adequately explain the Raz–Ferguson combination.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“packet-switched networking, MPLS and LAG.” Pet. 6 (citing Ex. 1004 ¶¶ 57–58). Petitioner also states that a lack of work experience can be remedied by additional education, and vice versa. Pet. 6 (citing Ex. 1004 ¶ 57). Patent Owner “uses the same definition.” PO Resp. 4. We apply Petitioner’s level of ordinary skill, which is undisputed and is consistent with the level reflected by the ’602 patent and the asserted prior art.” slip op. at 6
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“We construe claims using the principles set forth in Phillips v. AWH Corp., 415 F.3d 1303, 1312–17 (Fed. Cir. 2005) (en banc) and related cases. See 37 C.F.R. § 42.100(b) (2022). Under that precedent, the words of a claim are generally given their “ordinary and customary meaning,” which is the meaning the term would have to a person of ordinary skill at the time of the invention, in the context of the entire patent including the specification. Phillips, 415 F.3d at 1312–13. Neither party proposes any express claim constructions. Pet. 6–7; see PO Resp. 4. To the extent that the parties dispute the meaning of certain claim terms, we address those issues below, but we determine it is unnecessary to expressly construe any terms. 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
- BurdenNot shown unpatentable
“Patent Owner argues, and we agree, that the cited portions of Raz do not disclose a LAG between two switches. PO Resp. 8–9. Petitioner acknowledges this; as stated in Petitioner’s Reply, “Petitioner has always acknowledged that Raz addresses the use of subports within an LSR, but a [person of ordinary skill in the art] would have found it obvious from Raz to use Ethernet physical data ports of a router or switch in an Ethernet LAG to communicate high-speed packet streams in [an] MPLS network.” Pet. Reply 2 (citing Pet. 15, 19, 22–25; Ex. 1021 ¶ 13; Ex. 1006, 1:16–19, 2:23– 31, 7:7–29, 11:3–12, 13:16–19, 14:42–44, 15:56–58, 17:7–9). Petitioner argues that LAGs were well known and, “[w]hile PO argues that Raz teaches the use of a single high-speed link to communicate between LSRs, that is merely a design choice.” Pet. Reply 3 (citing Ex. 1021 ¶¶ 15–17; PO Resp. 8–9). Further, Petitioner argues “[i]t would have been obvious to a [person of ordinary skill in the art] that high-speed packet streams could be communicated between switches or routers through a physical tunnel port of a LAG.” Pet. Resp. 3 (citing Ex. 1021 ¶¶ 15–17) (emphasis added). Among other problems, though, those arguments were not in the Petition; the Petition does not describe modifications of Raz’s teachings, much less establish those modifications as a “design choice.” See Pet. 25; see also PO Sur-reply 3. Further, we agree with Patent Owner that Raz is fundamentally different with its teachings of multiplexing the outputs of multiple slow- speed subports/processors into a single stream for transmission across a single high-speed link. PO Resp. 7–9, 12–13, 15–16; PO Sur-reply 4–5. As stated in Raz, “[t]he present invention provides a subport forwarding and provisioning mechanism whereby a plurality of subports comprising slower speed processors are used to perform the packet processing for a higher speed packet stream.” Ex. 1006, 6:24–27. Additionally, where Raz describes communication between two LSRs, Petitioner acknowledges that Raz teaches that its cited second LSR assigns the port on which it will receive a data packet. Pet. Reply 4; Ex. 1021 ¶ 20 (“in Raz, the second LSR chooses the subport that will be used to transmit the data packet from the first LSR and receive the data packet at the second LSR”). According to Petitioner, Raz teaches that “a first LSR generates a data packet label in which a port serial number is encoded and sends the label to a preceding LSR. Subsequently, the preceding LSR sends a data packet to the proper subport for processing. The process is then repeated in sending the data packet from the first LSR to a second LSR.” Pet. Reply 4 (citations omitted). “This technique just as easily could have been implemented to identify a single physical tunnel port through which a data packet in a first router or switch would be communicated to a second router or switch via a LAG.” Pet. Reply 4 (emphasis added) (citing Ex. 1006, 2:23–25, 7:7–16, 7:22–26, 11:3–29, Fig. 5; Ex. 1021 ¶ 18). Again, these arguments were not made in the Petition (see Pet. 22–25), and Petitioner’s assertions that Raz’s teachings “just as easily could have been implemented” in the manner claimed is improper hindsight and inconsistent with the fundamental differences between Raz’s multiplexing within an LSR and the claimed link aggregation and port assignment between MPLS/LAG switches.” slip op. at 8
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“[c]laims 1–13, 15–24 and 26 set forth above in Ground 1.” Pet. 52. Further, Petitioner states that “[f]or independent [c]laims 1, 15, and 26, Ferguson builds on the previous analysis of Raz by disclosing a system for communicating packets between switches and routers in an MPLS network.” Pet. 52; see Pet. 52–55. Critically, though, Petitioner does not specifically explain how the combined teachings of Raz and Ferguson would satisfy individual claim elements. Among other problems with Petitioner’s proposed combination, Petitioner does not adequately explain how or why a person of ordinary skill would have combined the references to include the claimed port assignment and packet labeling for transmission of a packet from a preceding node and then between a first and second MPLS switch. See Pet. 56–59. Instead, Petitioner generally advocates for the combination of Raz and Ferguson, arguing for example that “both Raz and Ferguson are directed to solving the problem of ensuring enough bandwidth is available to communicate high-speed packet streams through an MPLS network.” Pet. 57 (citing Ex. 1006, 10:60–11:12, 14:33–41, 15:47–55, 17:1–9, Fig. 5; Ex. 1007, 1:28–42, 2:54–57, 4:55–60; Ex. 1004 ¶¶ 247–249). Further, Petitioner contends a person of ordinary skill “would have understood from the disclosures in Ferguson that techniques for utilizing an Ethernet physical data port in a LAG to communication data packets between routers or switches in an MPLS network are also applicable to the use of subports transmitting the data packets within the routers or switches, and vice versa.” Pet. 59 (citing Ex. 1004 ¶ 250; Ex. 1007, 5:61–6:6); see Pet. 56–59; Pet. Reply 20. But Petitioner does not adequately explain how the proposed combination of Raz and Ferguson would cure the deficiencies addressed above in Petitioner’s analysis of Raz for Ground 1. Among other problems, none of Petitioner’s arguments adequately address port assignment and labeling in the proposed combination, much less adequately explain why the proposed combination would satisfy the challenged claims. See Pet. 55–56. As Petitioner does not adequately explain how the teachings of Raz and Ferguson might be combined to cure the deficiencies addressed above, we additionally determine Petitioner’s arguments and evidence advanced for the combination of Raz and Ferguson do not establish obviousness by a preponderance of the evidence for any of claims 1–26.” slip op. at 11
Patent outcomesUS 9,118,602 not shown unpatentableClaim construction§ 103 obviousnesscites PhillipsPatents in suitUS 9,118,602 - Apple Inc. / Amazon Web Services, Inc. et al. v. Zentian LimitedNo claims unpatentablePTAB · Jun 11, 2024 · IPR2023-01197 · APJ Jeffrey S Smith · IPR · Final written decision
Claims 1–8 were not shown unpatentable because the Petition did not explain how the Jiang and Chen combination met limitations 1(d) and 1(e), or establish motivation to combine.
RulingsFinal written decision- BurdenNot shown unpatentable
“algorithm on Chen’s plurality of clusters of processors, the Petition contends that Jiang alone teaches limitations 1(d) and 1(e) in disclosing assigning an initial score to each of the initial nodes of a prefix tree, then using these initial scores to determine, via pruning, whether to continue processing branches connected to the nodes. Pet. 38 (citing Ex. 1004, 8–64); see id. at 31–44. We agree with Patent Owner that the Petition does not explain how Jiang’s pruning would be implemented in Chen’s multiple clusters of processors to generate an initial score for an audio sample, and to use the initial score “to determine whether to continue processing” as required by limitations 1(d) and 1(e). In contending that Jiang alone teaches limitations 1(d) and 1(e), the Petition quotes from Jiang’s description of its pruning technique: scores assigned to that node with the largest score on any of the other nodes corresponding to the frame being considered. If the score at a particular node is sufficiently low compared to the maximum score for other corresponding nodes in tree 77, it is assumed that the branches leading to the node under consideration (the node with the lower score) will not likely be part of the completed most likely phoneme sequence (i.e., the phonemes in that sequence will not likely be part of the final word recognized by the system). Thus, that branch is dropped (or pruned) from tree 77 and is no longer considered in further processing. Pet. 38–39 (quoting Ex. 1004, 8:52–64) (emphasis in original). Petitioner concludes that “[p]er Mr. Schmandt, Jiang thus teaches an initial score . . . used to determine whether to continue processing to determine a final score . . . . Dec., 90–91. As such, Jiang teaches claim 1(e).” Pet. 43–44. The Petition explains how Jiang’s pruning algorithm generates an initial score and uses the initial score to prune, or “determine whether to continue processing” as recited in claim 1, but does not explain how Jiang’s pruning algorithm would be implemented on Chen’s four clusters of processors shown in Figure 4, as required by the Petition. That is, the Petition does not explain how each of the processors in the four clusters of Chen, after generating a score for one of the initial nodes, would compare the score with the maximum score of all corresponding initial nodes in tree 77. In fact, the Petition, in relying on Jiang alone to teach this limitation, does not even contend that Jiang’s pruning technique would be performed by any of Chen’s clusters of processors, let alone explain how pruning would have been performed by Chen’s parallel processing computer system.” slip op. at 20
- Strike new argumentNew argument disregardedDecided for patent owner
“Patent Owner contends that Petitioner’s Reply theory was not set forth in the Petition, and is therefore untimely. PO Sur-Reply 4. We agree with Patent Owner. The Petition relies on Jiang alone to teach limitations 1(d) and 1(e), as discussed above. Petitioner’s contention that Jiang’s algorithm would have been replicated across Chen’s processors for performing limitations 1(d) and 1(e) is not found in the Petition. Rather, as discussed above, the Petition describes how Jiang’s algorithm would have been replicated for performing limitations 1(a), 1(b), and 1(c). Petitioner’s new theory in Reply is untimely. A “[p]etitioner may not submit new evidence or argument in reply that it could have presented earlier, e.g., to make out a prima facie case of unpatentability.” Patent Trial and Appeal Board Consolidated Trial Practice Guide (Nov. 2019) 73;2 see also Intelligent Bio- 2 Available at www.uspto.gov/TrialPracticeGuideConsolidated. 2016) (holding that the Board did not err in refusing the reply brief as improper under 37 C.F.R. § 42.23(b) because petitioner relied on an entirely new rationale to explain why one of skill in the art would have combined the references at issue); 37 C.F.R. § 42.23(b); Apple Inc. v. e-Watch, Inc., IPR2015-00412, Paper 50, 44 (PTAB May 6, 2016) (“‘Respond,’ in the context of 37 C.F.R. § 42.23(b), does not mean embark in a new direction with a new approach as compared to the position originally taken in the Petition. Accepting such belatedly presented new arguments would be unjust to the Patent Owner and we decline to do so.”). Petitioner contends that Mr. Schmandt explained during his deposition that, even though paragraphs 83–87 of his Declaration do not mention Chen, other parts of his Declaration explain how the combination of Jiang and Chen would have operated. Reply 2 (citing Ex. 2017, 44:2–11, 45:10– 46:10, 71:6–23, 73:12–17, 79:11–23, 81:8–22, 83:15–18, 86:25–87:23, 93:7–94:10, 94:16–23, 95:19–96:10, 97:8–17, 99:17–102:12). We disagree. During his deposition, Mr. Schmandt did not identify where his Declaration explains how the combination of Jiang and Chen teaches the limitations of claim 1(d) and 1(e). Neither Petitioner nor Mr. Schmandt identifies any paragraph of Mr. Schmandt’s Declaration that explains how the processors in Chen’s cluster of processors would have performed Jiang’s pruning technique in order to meet limitations 1(d) and 1(e). Rather, both the Petition and Mr. Schmandt’s Declaration rely on Jiang alone to teach limitations 1(d) and 1(e). See Pet. 38–44; Ex. 1003 ¶¶ 84–91; Ex. 2017, 68:17–25, 79:11–23, 81:8–22, 83:10–18.” slip op. at 23
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“We disagree with Petitioner’s contention that to perform speech recognition, the processors in each cluster would not need to access the memories of the other clusters. See Reply 26. Petitioner’s contention is inconsistent with Petitioner’s contention that “[o]nce the cumulative probability score is calculated, inter-cluster processing of the results for each tree search would be communicated.” Reply 4; see id. at 16. Petitioner’s contention is inconsistent with the intrinsic evidence, which discloses that parallel implementation of a search algorithm for speech recognition requires a significant amount of communication and synchronization. Ex. 1001, 1:47–52. Petitioner’s contention is inconsistent with Mr. Schmandt’s testimony that if we’re going to be doing pruning based on thresholds, then we have to know the scores that we got on each of the trees, so I think that’s a safe assumption, that that’s in there. So when each of the processors has performed its task on its set of trees, it can produce a set of numbers, and looking at the numbers across all of the processors, across all of the results, we can choose a pruning threshold just like Jiang chooses a pruning threshold after it performs all these operations in serial as opposed to parallel. inconsistent with Jiang’s teaching that pruning is performed by comparing a score at a particular node to the maximum score for other corresponding nodes in the prefix tree. Ex. 1004, 8:55–64. We rely on Dr. Anderson’s testimony, that a parallel implementation of Jiang’s algorithm “requires extensive communication between computational components” and that “all four memories 104(a)-(d) would contain necessary information” to perform limitations 1(d) and 1(e), in finding that performing Jiang’s algorithm using Chen’s clusters of processors would have required the processors to access data in all of the cluster memories 104a-d in order to determine the scores of the corresponding nodes of the tree. Ex. 2020 ¶¶ 29, 51. We disagree with Petitioner’s contention that performing Jiang’s algorithm using the processors of Chen would have resulted in the benefit of an increase in speed. Pet. 10. We credit Dr. Anderson’s testimony that Mr. Schmandt’s assumptions that the clustered processor and memory arrangement of Chen would have necessarily improved the speed and power of Jiang’s speech recognition are incorrect. Ex. 2020 ¶¶ 35 (citing Ex. 1003 ¶¶ 67, 74), 36 (citing Ex. 2021, 11). Petitioner contends that Dr. Anderson’s testimony is conclusory and that Patent Owner does not provide evidence other than Mathew I to support its contention that the combination would have a high synchronization overhead. Reply 20–21. We disagree, and find that Dr. Anderson’s testimony is sufficiently supported by evidence, including Jiang, Chen, and Mr. Schmandt’s Declaration. For example, Dr. Anderson testifies that the Viterbi algorithm compares most likely outcomes from the previous frame. Ex. 2020 ¶ 29 (citing Ex. 1004, 1:19–39, 2:1–26). Dr. Anderson testifies that to perform these comparisons requires extensive communication between computational components that can have a drastic impact on system performance. Id. ¶¶ 29, 43. Dr. Anderson testifies that as a result, performing Viterbi decoding when the information needed may be in a cluster that is not directly accessible, as in Chen, is not likely to be successful in a practical speech recognition system. Id. (citing Ex. 1003 ¶ 95; Ex. 1005, 9:10–39); see id. ¶ 43. Thus, Dr. Anderson further supports his testimony with citations to Jiang, Chen, and Mr. Schmandt’s Declaration. In addition, Mr. Schmandt does not support with objective evidence his testimony that using Chen’s clusters of processors would have increased the computing power for implementing Jiang’s speech recognition techniques to desirably result in improved processing speed and power. See Ex. 1003 ¶¶ 67, 74. Although Mr. Schmandt mentions Hon (Ex. 1006), Tremblay (Ex. 1027), Erman (Ex. 1025), Wulf (Ex. 1024), Garde (Ex. 1028), and Deo (Ex. 1026) in his testimony, Mr. Schmandt does not persuasively explain how these background references would have taught a person of ordinary skill in the art that Chen’s parallel processing computer system, which includes an extended shared memory model and a distributed memory model, would have increased the speed of Jiang’s speech recognition algorithm over Jiang’s shared memory model.” slip op. at 31
Patent outcomesUS 10,971,140 not shown unpatentable§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,971,140 - Apple Inc. / Amazon Web Services, Inc. et al. v. Zentian LimitedNo claims unpatentablePTAB · Jun 11, 2024 · IPR2023-00037 · APJ Jeffrey S Smith · IPR · Final written decision
Claims 1–8 were not shown unpatentable because Petitioner did not establish that the asserted combinations taught the claimed limitations or provide a persuasive reason to combine Jiang and Chen.
RulingsFinal written decision- BurdenNot shown unpatentable
“algorithm on Chen’s plurality of clusters of processors, the Petition contends that Jiang alone teaches limitations 1(d) and 1(e) in disclosing assigning an initial score to each of the initial nodes of a prefix tree, then using these initial scores to determine, via pruning, whether to continue processing branches connected to the nodes. Pet. 38 (citing Ex. 1004, 8–64); see id. at 31–44. We agree with Patent Owner that the Petition does not explain how Jiang’s pruning would be implemented in Chen’s multiple clusters of processors to generate an initial score for an audio sample, and to use the initial score “to determine whether to continue processing” as required by limitations 1(d) and 1(e). In contending that Jiang alone teaches limitations 1(d) and 1(e), the Petition quotes from Jiang’s description of its pruning technique:” slip op. at 20
- Strike new argumentNew argument disregardedDecided for patent owner
“in the Petition, and is therefore untimely. PO Sur-Reply 4. We agree with Patent Owner. The Petition relies on Jiang alone to teach limitations 1(d) and 1(e), as discussed above. Petitioner’s contention that Jiang’s algorithm would have been replicated across Chen’s processors for performing limitations 1(d) and 1(e) is not found in the Petition. Rather, as discussed above, the Petition describes how Jiang’s algorithm would have been replicated for performing limitations 1(a), 1(b), and 1(c). Petitioner’s new theory in Reply is untimely. A “[p]etitioner may not submit new evidence or argument in reply that it could have presented earlier, e.g., to make out a prima facie case of unpatentability.” Patent Trial and Appeal Board Consolidated Trial Practice Guide (Nov. 2019) 73;2 see also Intelligent Bio-” slip op. at 23
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable
“inconsistent with Jiang’s teaching that pruning is performed by comparing a score at a particular node to the maximum score for other corresponding nodes in the prefix tree. Ex. 1004, 8:55–64. We rely on Dr. Anderson’s testimony, that a parallel implementation of Jiang’s algorithm “requires extensive communication between computational components” and that “all four memories 104(a)-(d) would contain necessary information” to perform limitations 1(d) and 1(e), in finding that performing Jiang’s algorithm using Chen’s clusters of processors would have required the processors to access data in all of the cluster memories 104a-d in order to determine the scores of the corresponding nodes of the tree. Ex. 2020 ¶¶ 29, 51.” slip op. at 32
- Skill levelSkill level petitioner adoptedOther
“We do not need to resolve this dispute, because even under Petitioner’s definition of the level of ordinary skill, Petitioner has not shown that the challenged claims are unpatentable. We apply Petitioner’s definition that a person having ordinary skill in the art would have had a master’s degree in computer engineering, computer science, electrical engineering, or a related field, with two years of experience in the field of speech recognition, or a bachelor’s degree in the same fields with four years of experience in the field of speech recognition, and that additional education or experience might substitute for the above requirements.” slip op. at 9
Patent outcomesUS 10,971,140 not shown unpatentable§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,971,140
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.