Tq Delta, LLC v. Dish Network LLC ( 2019 )


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  •   United States Court of Appeals
    for the Federal Circuit
    ______________________
    TQ DELTA, LLC,
    Appellant
    v.
    DISH NETWORK LLC,
    Appellee
    ______________________
    2018-1799
    ______________________
    Appeal from the United States Patent and Trademark
    Office, Patent Trial and Appeal Board in No. IPR2016-
    01470.
    ______________________
    Decided: July 10, 2019
    ______________________
    RAJENDRA A. CHIPLUNKAR, McAndrews, Held & Malloy,
    Ltd., Chicago, IL, argued for appellant. Also represented
    by PETER J. MCANDREWS, DAVID Z. PETTY.
    HEIDI LYN KEEFE, Cooley LLP, Palo Alto, CA, argued
    for appellee. Also represented by JENNIFER VOLK, Reston,
    VA; STEPHEN R. SMITH, Washington, DC.
    ______________________
    Before NEWMAN, LINN, and WALLACH, Circuit Judges.
    2                          TQ DELTA, LLC v. DISH NETWORK LLC
    WALLACH, Circuit Judge.
    Appellee DISH Network (“Dish”) sought inter partes
    review (“IPR”) of claims 6, 11, 16, and 20 (“the Challenged
    Claims”) of Appellant TQ Delta, LLC’s (“TQ Delta”) U.S.
    Patent No. 8,611,404 (“the ’404 patent”). The U.S. Patent
    and Trademark Office’s Patent Trial and Appeal Board
    (“PTAB”) issued a final written decision finding, inter alia,
    that the Challenged Claims are unpatentable as obvious.
    See DISH Network LLC. v. TQ Delta, LLC, No. IPR2016-
    01470 (P.T.A.B. Feb. 7, 2018) (J.A. 1–38).
    TQ Delta appeals. We have jurisdiction pursuant to 28
    U.S.C. § 1295(a)(4)(A) (2012). We affirm.
    BACKGROUND
    Entitled “Multicarrier Transmission System with Low
    Power Sleep Mode and Rapid-On Capability,” the ’404 pa-
    tent relates to the field of “multicarrier transmission sys-
    tems.” ’404 patent col. 1 l. 31. “Multicarrier transmission
    systems provide high speed data links between communi-
    cation points[ and have recently been used] . . . for commu-
    nications over the local subscriber loop that connects a
    telephone service subscriber to a central telephone of-
    fice. . . .” 1 
    Id. col. 1
    ll. 37–41. The ’404 patent generally
    describes a method for “establishing a power management
    sleep state in a multicarrier system” and efficiently waking
    up a transmission system utilized on hardware, such as a
    computer, from sleep mode. 
    Id. col. 1
    ll. 32–33; see 
    id., Ab- stract.
    The process involved when the transmission system
    1   The ’404 patent explains that the recent applica-
    tion of these systems described in the patent “are com-
    monly referred to as ‘xDSL’ systems, where the ‘x’ specifies
    a particular variant of DSL (digital subscriber loop) com-
    munications, e.g., ADSL (asynchronous digital subscriber
    loop), HDSL (High-Speed Digital Subscriber Loop), etc.”
    ’404 patent col. 1 ll. 42–47.
    TQ DELTA, LLC v. DISH NETWORK LLC                               3
    is first powered up prior to sleep mode is referred to as
    “full . . . initialization.” 
    Id., Abstract. Specifically,
    the ’404
    patent describes the invention “in the context of an ADSL
    system having a first transceiver located at the site of a
    customer’s premises,” referred to as the “CPE transceiver,”
    as well as “a second transceiver located at a local central
    telephone office” referred to as the “CO transceiver.” 
    Id. col. 3
    ll. 63–67 (internal quotation marks omitted). The
    ’404 patent explains that “since the CPE transceiver and
    CO transceiver are very similar, the invention [is] ex-
    plained in connection with a detailed illustration of the
    CPE transceiver only.” 
    Id. col. 4
    ll. 11–13. Generally, in
    DSL systems, “a pair of transceivers communicate with
    [each] other by dividing the overall bandwidth of the chan-
    nel interconnecting the subscriber and the central office
    into a large number of separate subchannels, each of lim-
    ited bandwidth, operating in parallel with each other.” 
    Id. col. 1
    ll. 48–52.
    Independent claim 6 is illustrative and recites:
    An apparatus comprising a transceiver operable to:
    receive, in a full power mode, a plurality of
    superframes, wherein the superframe com-
    prises a plurality of data frames followed
    by a synchronization frame;
    receive, in the full power mode, a synchro-
    nization signal;
    transmit a message to enter into a low
    power mode;
    store, in a low power mode, at least one pa-
    rameter associated with the full power
    mode operation wherein the at least one
    parameter comprises at least one of a fine
    gain parameter and a bit allocation param-
    eter;
    4                         TQ DELTA, LLC v. DISH NETWORK LLC
    receive, in the low power mode, a synchro-
    nization signal; and
    exit from the low power and restore the full
    power mode by using the at least one pa-
    rameter and without needing to reinitialize
    the transceiver.
    
    Id. col. 1
    0 ll. 29–43 (emphasis added).
    DISCUSSION
    TQ Delta challenges the PTAB’s claim construction on
    the basis that the PTAB violated TQ Delta’s procedural
    rights by relying on a new claim construction, see Appel-
    lant’s Br. 25–29, and improperly construed the “without
    needing to reinitialize” limitation, see 
    id. at 29–36.
    TQ
    Delta also argues the PTAB’s finding of obviousness is not
    supported by substantial evidence. See 
    id. at 36–64.
    We
    address each argument in turn.
    I. The Administrative Procedure Act
    A. Standard of Review and Legal Standard
    “IPR proceedings are formal administrative adjudica-
    tions subject to the procedural requirements of the Admin-
    istrative Procedure Act (‘APA’).”        SAS Inst., Inc. v.
    ComplementSoft, LLC., 
    825 F.3d 1341
    , 1351 (Fed. Cir.
    2016), rev’d on other grounds sub nom., SAS Inst. Inc. v.
    Iancu, 
    138 S. Ct. 1348
    (2018); see APA, 60 Stat. 237 (1946)
    (codified in scattered sections of 5 U.S.C. (2012)). Pursuant
    to the APA, we will set aside a PTAB decision that is “arbi-
    trary, capricious, an abuse of discretion, or otherwise not
    in accordance with law.” 5 U.S.C. § 706(2)(A). In the con-
    text of IPR proceedings, the PTAB “may not change theo-
    ries in midstream without giving respondents reasonable
    notice of the change and the opportunity to present argu-
    ment under the new theory.” 
    SAS, 825 F.3d at 1351
    (inter-
    nal quotation marks and citation omitted); see 5 U.S.C.
    § 554(b) (“Persons entitled to notice of an agency hearing
    TQ DELTA, LLC v. DISH NETWORK LLC                           5
    shall be timely informed of . . . the matters of fact and law
    asserted.”). 2 The APA and due process require “notice” and
    a “fair opportunity” to be heard. Belden Inc. v. Berk-Tek
    LLC, 
    805 F.3d 1064
    , 1080 (Fed. Cir. 2015).
    B. The PTAB Did Not Violate TQ Delta’s APA Rights
    In its decision to institute, the PTAB, after identifying
    a passage in U.S. Patent No. 5,956,323 (“Bowie”) that “loop
    transmission characteristics are ‘retrieved from memory
    and used to enable data transmission to resume quickly by
    reducing the time needed to determine loop transmission
    characteristics,’” stated that “[Dish] explains that a person
    [having] ordinary skill in the art [(‘PHOSITA’)] would un-
    derstand this [passage] to mean that the ‘parameters are
    used to restore data transmission on the loop without hav-
    ing to perform the ‘handshaking’ (or initialization) process
    again.” J.A. 229. In its Final Written Decision, the PTAB
    interpreted the claim term “without needing to reinitialize”
    as being “satisfied if any step of initialization is avoided.”
    J.A. 29. TQ Delta avers that the PTAB violated its proce-
    dural rights “[b]y changing its interpretation of the ‘with-
    out needing to reinitialize’ limitation.” Appellant’s Br. 25.
    TQ Delta also asserts that the PTAB “unfairly denied TQ
    Delta any opportunity to respond [to the change in its in-
    terpretation of the term] in a meaningful way.” 
    Id. (capi- talization
    modified). More specifically, TQ Delta asserts
    that because neither party advocated for a new claim con-
    struction and the PTAB sua sponte construed the “without
    needing to reinitialize” limitation as being “satisfied if any
    2    TQ Delta relies upon 35 U.S.C. § 554, which does
    not exist in Title 35 of the U.S. Code. See Appellant’s Br.
    25. We believe that TQ Delta intends to cite to 5 U.S.C.
    § 554, which governs administrative procedure, and that it
    is clear from its arguments that TQ Delta is raising a claim
    under the APA pursuant to 5 U.S.C. § 554. We, therefore,
    construe this claim as an APA challenge.
    6                          TQ DELTA, LLC v. DISH NETWORK LLC
    step of initialization is avoided,” TQ Delta was denied a
    proper chance to respond to the PTAB’s understanding of
    the claim term. 
    Id. at 24.
    We disagree with TQ Delta.
    The PTAB did not violate TQ Delta’s APA rights. The
    PTAB never construed the “reinitialize” limitation in its
    Decision to Institute IPR as TQ Delta contends, and it,
    therefore, did not change course by construing the term in
    the Final Written Decision. See 
    id. Rather, in
    its Decision
    to Institute, the PTAB summarized DISH’s arguments ad-
    dressing how a PHOSITA would interpret the disclosures
    in Bowie. J.A. 229. In the Final Written Decision, the
    PTAB explained what its understanding of the limitation
    was in the context of the prior art. J.A. 29 (explaining that
    “[the PTAB is] still persuaded that Bowie teaches exiting
    low power mode and restoring full power mode ‘without
    needing to reinitialize the transceiver’ because we inter-
    pret that phrase to be satisfied as long as the entire initial-
    ization process is not needed”); see also HTC Corp. v.
    Cellular Comm’cns Equip., LLC, 701 F. App’x 978, 981
    (Fed. Cir. 2017) (explaining the PTAB “engaged in claim
    construction when it proceeded to determine whether [the
    prior art] disclosed [certain] limitations” because, “[d]es-
    pite the heading under which the [PTAB]’s analysis took
    place, [its] ruling about the requirement of separate com-
    ponents was clearly a claim construction” by “establish[ing]
    the scope and boundaries of the subject matter that is pa-
    tented” (internal quotation marks omitted) (quoting Net-
    word, LLC v. Centraal Corp., 
    242 F.3d 1347
    , 1350 (Fed. Cir.
    2001))). Thus, the PTAB did not “change course” by con-
    struing the limitation in the Final Written Decision be-
    cause it did not construe the term in its Decision to
    Institute.
    Nevertheless, TQ Delta had notice of the PTAB’s un-
    derstanding of the “reinitialization” limitation as it relates
    to the prior art before the PTAB issued the Final Written
    Decision. See J.A. 303–04 (arguing, by TQ Delta in its pa-
    tent owner response, that Bowie does not disclose the
    TQ DELTA, LLC v. DISH NETWORK LLC                           7
    disputed limitation). During the Oral Hearing, the PTAB
    repeatedly asked TQ Delta about its narrow construction
    of the term and explained that it disagreed with TQ Delta’s
    interpretation. See, e.g., J.A. 417 (“I’m just not understand-
    ing your argument that there’s more to avoiding reinitiali-
    zation than storing because there’s nothing in the claim
    – there’s nothing claimed beyond the storing of the param-
    eter and the receiving of the sync signal that would allow
    it to avoid reinitializing when it exits from low power
    mode”). After the Oral Hearing, TQ Delta was given the
    opportunity to respond. See Intellectual Ventures II LLC v.
    Ericsson Inc., 686 F. App’x 900, 906 (Fed. Cir. 2017) (ex-
    plaining that the patent owner’s APA and due process ar-
    guments were meritless because it was on notice of the at-
    issue construction before the final written decision issued
    because it had the “opportunity to seek a sur-reply or re-
    hearing” and there was a “continuous focus on [the claim
    term] before and during oral arguments”); see also 
    id. (ex- plaining
    that “[t]he [PTAB] is not constrained by the par-
    ties’ proposed constructions and is free to adopt its own
    construction”).
    While TQ Delta asserts that this case is similar to SAS,
    which held that, under the APA, the PTAB cannot change
    theories midstream by adopting a construction in its final
    written decision that neither party requested or antici-
    pated, 
    see 825 F.3d at 1351
    , we disagree. In SAS, the par-
    ties agreed to the construction adopted by the PTAB at
    institution, but the PTAB adopted a different construction
    in its final written decision, without either party discussing
    or briefing this new construction. 
    Id. at 1351.
    We held that
    it was “difficult to imagine either party anticipating that
    already-interpreted terms were actually moving targets,
    and it is thus unreasonable to expect that they would have
    briefed or argued, in the alternative, hypothetical construc-
    tions not asserted by their opponent.” 
    Id. Here, however,
    TQ Delta had adequate notice of the
    PTAB’s understanding of the disputed claim limitation, as
    8                          TQ DELTA, LLC v. DISH NETWORK LLC
    demonstrated by TQ Delta’s statements throughout the
    proceedings. For example, in its Patent Owner Response,
    TQ Delta argued for a narrow interpretation that avoided
    the reinitialization process and explained that Bowie
    “teaches that some re-initialization does occur as part of
    going from low power mode to full power mode” and, thus,
    Bowie does not disclose “without needing to reinitialize the
    transceiver.” J.A. 303; see J.A. 304 (explaining that “Bowie
    teaches that initialization can continue to occur even after
    reaching the full power mode, but before data transmission
    begins”). The PTAB explained that it disagreed with this
    construction at the Oral Hearing, see J.A. 414 (“[Dish]
    doesn’t need it to be teaching that it goes through the entire
    initialization process.”), and the PTAB questioned TQ
    Delta’s narrow construction, see J.A. 415 (“So how in the
    world do you avoid needing to reinitialize the transceiver
    if all you’ve done is stored parameters if its true that, as
    you say, there’s more to reinitialization than parameter
    determination?”). TQ Delta, however, responded to the
    PTAB’s interpretation that “there could be some way that
    [Bowie] determines the temperature’s changed short of full
    reinitialization” with “[t]here’s no expert testimony regard-
    ing how a modem, other than by using initialization steps
    can determine that attenuation has changed” and “to the
    extent there’s some suggestion that these modems have
    some other method without reinitialization to determine
    that attenuation has changed, there’s nothing in the rec-
    ord” that addresses this issue. J.A. 413–17. Clearly, TQ
    Delta had notice of the PTAB’s understanding of the “rei-
    nitialize” limitation prior to issuance of the Final Written
    Decision. Because TQ Delta had notice of the claim con-
    struction issue and the opportunity to be heard, the PTAB
    did not violate the APA. See Hamilton Beach Brands, Inc.
    v. f’real Foods, LLC, 
    908 F.3d 1328
    , 1339 (Fed. Cir. 2018)
    (distinguishing SAS because the party asserting the APA
    violation “had notice of the contested claim construction is-
    sues and an opportunity to be heard”).
    TQ DELTA, LLC v. DISH NETWORK LLC                            9
    II. Claim Construction
    A. Standard of Review and Legal Standard
    At the time of the Final Written Decision, the PTAB
    gave “[a] claim . . . its broadest reasonable construction in
    light of the specification of the patent in which it appears.”
    37 C.F.R. § 42.100(b) (2017). A specification “includes both
    the written description and the claims” of the patent. In re
    Packard, 
    751 F.3d 1307
    , 1320 n.11 (Fed. Cir. 2014). “A pa-
    tent’s specification, together with its prosecution history,[3]
    constitutes intrinsic evidence to which the PTAB gives pri-
    ority when it construes claims.” Knowles Elecs. LLC v. Cir-
    rus Logic, Inc., 
    883 F.3d 1358
    , 1361−62 (Fed. Cir. 2018).
    “We review the PTAB’s assessment of the intrinsic evi-
    dence de novo.” 
    Id. at 1362.
    B. The PTAB Properly Construed the “Without Needing to
    Reinitialize” Limitation 4
    The PTAB determined that the “without needing to rei-
    nitialize” limitation, in the context of comparing it to that
    which is disclosed in the prior art, is “satisfied as long as
    the entire initialization process is not needed.” J.A. 29.
    More specifically, the PTAB explained that the limitation
    “is satisfied if any step of initialization is avoided[] and
    does not require that every step of initialization be
    3     A patent’s prosecution history “consists of the com-
    plete record of the proceedings before the [US]PTO,” which
    provides “evidence of how the [US]PTO and the inventor
    understood the patent.” Phillips v. AWH Corp., 
    415 F.3d 1303
    , 1317 (Fed. Cir. 2005) (en banc) (citation omitted).
    4     TQ Delta concedes that, “even though the [PTAB]
    construed ‘without needing to reinitialize’ in the context of
    applying that limitation to the prior art . . . and not in the
    ‘Claim Construction’ section of the Final Written Deci-
    sion . . . review of the construction . . . is proper.” Appel-
    lant’s Br. 29.
    10                         TQ DELTA, LLC v. DISH NETWORK LLC
    avoided.” J.A. 29. TQ Delta asserts that the “[PTAB]’s con-
    struction conflicts with the plain meaning of the claim lan-
    guage,” because “both parties agreed that the plain
    meaning of [the term] is without needing to perform any
    step of the initialization process.” Appellant’s Br. 30 (cap-
    italization modified). We disagree with TQ Delta.
    The ’404 patent’s claims and specification teach that
    “reinitialize” does not require that every step of initializa-
    tion is avoided, but rather that it is satisfied if any step is
    avoided, thereby supporting the PTAB’s construction. We
    begin our analysis with the claim language. In re Power
    Integrations, Inc., 
    884 F.3d 1370
    , 1376 (Fed. Cir. 2018)
    (“Claim construction must begin with the words of the
    claims themselves.” (internal quotation marks, brackets,
    and citation omitted)). Independent claim 6 discloses a
    transceiver operable to “exit from the low power and re-
    store the full power mode by using the at least one param-
    eter and without needing to reinitialize the transceiver.”
    ’404 patent col. 10 ll. 41–43 (emphasis added). The express
    language of the Challenged Claims does not recite a prior
    or first initialization and therefore uses the term “reinitial-
    ize” to mean repeating the same prior initialization process
    over again. See, e.g., 
    id. The surrounding
    claims and broader specification pro-
    vide additional support for our interpretation. See 
    Phillips, 415 F.3d at 1314
    (“[T]he claims themselves provide sub-
    stantial guidance as to the meaning of particular claim
    terms.”); see also Trs. of Columbia Univ. v. Symantec Corp.,
    
    811 F.3d 1359
    , 1363 (Fed. Cir. 2016) (“The specification is
    always highly relevant to the claim construction analysis
    and is, in fact, the single best guide to the meaning of a
    disputed term.” (internal quotation marks, brackets, and
    citation omitted)). The Challenged Claims’ use of “re” in
    “reinitialize” refers to repeating that prior initialization
    process. See Wenger Mfg., Inc. v. Coating Mach. Sys., Inc.,
    
    239 F.3d 1225
    , 1233 (Fed. Cir. 2001) (citing a dictionary
    defining “the prefix ‘re-’ as ‘again, anew, over again’” and
    TQ DELTA, LLC v. DISH NETWORK LLC                          11
    explaining that “in common parlance, it is customary to
    speak of ‘circulating’ something once (e.g., an inter-office
    memorandum), without ‘recirculating’ it a second time”).
    Independent claim 1 also uses language similar to claim 6
    and recites “stor[ing] . . . at least one parameter . . . com-
    pris[ing] at least one of a fine gain parameter and a bit al-
    location parameter,” and then “restor[ing] the full power
    mode by using the at least one parameter and without
    needing to reinitialize the transceiver.” ’404 patent col. 10
    ll. 10–13, 16–18. The consistent use of similar language in
    both independent claims indicates that following the pa-
    rameters under which the DSL transceivers operate, the
    “without needing to reinitialize” the full initialization pro-
    cess is a parameter determined during the transceiver’s be-
    ginning initialization. See id.; see also 
    id. col. 3
    ll. 25–30
    (explaining that “in an already-operating installation, the
    time required to initialize or re-initialize the system after
    a suspension of operation in connection with power conser-
    vation is generally unacceptable, since it is typically de-
    sired to have the modem respond to [a] request for service
    nearly instantaneously”). This beginning initialization is
    required to establish stable data communication between
    transceivers and indicates that not all of the transmission
    parameters determined during the beginning initialization
    can be stored and, thus, some form of initialization is nec-
    essary to resume subsequent data transmission. See 
    id. col. 3
    ll. 7–20. The Challenged Claims, therefore, support
    the conclusion that “reinitialize” means initialization after
    the transceiver’s beginning initialization and power down
    into sleep mode.
    Moreover, the specification provides an overview of the
    transceiver initiation process. See ’404 patent col. 3 ll. 7–
    20. The specification explains that transceivers, at the
    time, performed “full . . . initialization” when waking from
    inactivity. 
    Id., Abstract. The
    specification indicates that
    the purpose of the invention is to avoid full initialization
    and offer a more convenient “rapid-on capability,” 
    id. col. 3
    12                           TQ DELTA, LLC v. DISH NETWORK LLC
    l. 33, so transceiver services resume “nearly instantane-
    ously,” 
    id. col. 3
    ll. 29–30, or “within a few frames” after
    periods of inactivity, 
    id. col. 6
    ll. 5–6; see 
    id. col. 3
    ll. 24–33.
    The specification twice discusses avoiding reinitializations
    and does not expressly require avoiding the entire initiali-
    zation process. First, the ’404 patent explains that after a
    transceiver is idling in sleep mode, “[t]he full transmission
    and reception capabilities of the transceiver are quickly re-
    stored when needed, without requiring the full (and time-
    consuming) initialization.” 
    Id., Abstract. Second,
    the spec-
    ification explains that the transceiver “need not repeat the
    initialization that was earlier required to establish the req-
    uisite parameters . . . required for reliable communica-
    tions.” 
    Id. col. 8
    ll. 6–12. This also refers to the full
    initialization process because it describes the process from
    exiting sleep mode through waking up from sleep mode.
    See 
    id. col. 8
    ll. 1–12. Therefore, the “without needing to
    reinitialize” limitation is “satisfied as long as the entire in-
    itialization process is not needed.”
    TQ Delta’s primary counterargument is unavailing.
    TQ Delta asserts that “the [PTAB]’s construction improp-
    erly reads the word [full] from the Abstract into the claims”
    as the “claim language does not include the word ‘full.’” Ap-
    pellant’s Br. 32. Additionally, TQ Delta states that “re-
    gardless of the import of [full] as used in the
    Abstract . . . by omitting the word ‘full’ in the claims, it is
    reasonable to assume that the applicant intended for the
    claim language to have a different scope than the language
    found in the Abstract.” 
    Id. As such,
    TQ Delta recognizes
    that the specification’s use of “full” in the Abstract, ’404 pa-
    tent, Abstract, and the phrase “the initialization that was
    earlier required,” 
    id. col. 8
    ll. 6–7, together imply that any
    form of initialization less than the “full” or “earlier” initial-
    ization is sufficient to achieve the ’404 patent’s purpose of
    rapid-on capability, see Appellant’s Br. 32. This language
    in the patent is critical to understand the meaning of the
    disputed limitation given the ’404 patent’s objective of
    TQ DELTA, LLC v. DISH NETWORK LLC                          13
    providing rapid-on capability. See ’404 patent col. 3 ll. 31–
    33; see also 
    Netword, 242 F.3d at 1352
    (“The claims are di-
    rected to the invention that is described in the specifica-
    tion; they do not have meaning removed from the context
    from which they arose.”). Tellingly, nothing in the specifi-
    cation suggests that the only way to achieve rapid-on capa-
    bilities is by avoiding the initialization process entirely.
    See generally ’404 patent. Thus, we do not understand the
    claims as being limited to only achieving rapid-on capabil-
    ities by avoiding the initialization process altogether.
    III. Obviousness
    A. The Relevant Prior Art
    1. Bowie
    Entitled “Power Conservation for [Plain Old Telephone
    Service (‘POTS’)] and Modulated Data Transmission,” U.S.
    Patent No. 5,956,323 (“Bowie”) discloses “a power conser-
    vation system for modulated data communications.” Bowie
    col. 1 ll. 4–5. Bowie describes an ADSL technology “used to
    transmit wide-bandwidth modulated data over a two-wire
    loop using high frequency carrier signals.” 
    Id. col. 3
    ll. 24–
    25. Bowie explains that, prior to transmitting any data,
    “signals are exchanged . . . to adapt the ADSL [transceiv-
    ers] to the electronic characteristics of the particular wire
    loop 220” over which those ADSL transceivers communi-
    cate. 
    Id. col. 4
    l. 64–col. 5 l. 1. When it is in low power
    mode and ready to wake up, the transceiver wakes from
    low power mode and “retrieve[s] from memory” any saved
    or stored “parameters” “to enable data transmission to re-
    sume quickly by reducing the time needed to determine
    loop transmission characteristics.” 
    Id. col. 5
    ll. 64–66. Fur-
    ther, Bowie explains there are some instances where ADSL
    receivers “may” need to “exchange handshaking[5]
    5 “Th[e] exchange of information [over a loop be-
    tween the customer premises equipment (‘CPE’) and
    14                         TQ DELTA, LLC v. DISH NETWORK LLC
    information to establish reliable data communication,”
    even after the parameters are restored. 
    Id. col. 6
    ll. 36–37;
    see 
    id. col. 5
    l. 66 col. 6 l. 2. For example, “[h]andshaking
    information may be required where . . . loop characteristics
    have changed due, for example, to temperature-dependent
    changes in loop resistance.” 
    Id. col. 6
    ll. 37–41.
    2. The ADSL Standard
    In 1995, the American National Standards Institute
    (“ANSI”) published the “Network and Customer Installa-
    tion Interfaces – Asymmetric Digital Subscriber Line
    (ADSL) Metallic Interface,” known as ANSI T1.413-1995
    (“the ADSL Standard”) (J.A. 1199–301). J.A. 1199. The
    ADSL Standard is the first technical standard defining the
    requirements for a single ADSL for interfaces between a
    telecommunications network and the customer installation
    in terms of their electrical characteristics and interactions.
    See, e.g., J.A. 1220, 1223. 6 The ADSL Standard discloses a
    set of requirements for transmissions between ADSL
    transceivers, including the initialization process that all
    ADSL transceivers must perform. J.A. 1220 (explaining
    that “[t]he system reference model . . . illustrates the func-
    tional blocks required to provide ADSL service”). During
    initialization, the ADSL Standard mandates that
    central office terminal (‘COT’) units] is often referred to as
    handshaking. Once handshaking is completed, transmis-
    sion of user data may begin.” Bowie col. 5 ll. 3–5; see 
    id. col. 4
    l. 64–col. 5 l. 3.
    6    The parties have used “ANSI T1.413” and “the
    1995 ADSL Standard” interchangeably because they both
    refer to the ADSL Standard. See Appellant’s Br. 10; Appel-
    lee’s Br. 4. As such, we refer to the 1995 ADSL Standard
    and ANSI T1.413 as the ADSL Standard unless otherwise
    noted.
    TQ DELTA, LLC v. DISH NETWORK LLC                           15
    “transceiver initialization is required . . . to establish a
    communications link.” J.A. 1301.
    3. Vanzieleghem
    Entitled “Multi-Carrier Telecommunication System
    with Power Reduction Means,” European Patent No. 0 883
    269 A1 (“Vanzieleghem”) (J.A. 1188–98) discloses an ADSL
    transmitter that operates according to the ADSL Standard.
    J.A. 1189. Vanzieleghem explains that “[w]hen idle data
    are received, the power dissipated in the transmitter is re-
    duced because the symbols are then merely derived from a
    few or even a single carrier (the ‘pilot tone’) instead as from
    all the available carriers.” J.A. 1188. Vanzieleghem also
    discloses that a “pilot tone,” or synchronization signal, is
    transmitted during low power mode for the purpose of
    “maintain[ing] the frequency synchronization between the
    transmitter and the receiver.” J.A. 1192. Vanzieleghem
    discloses that when the transmitter wakes up, it can re-
    start transmitting data faster. See J.A. 1189 (explaining
    that “[t]he transmission system remains thus efficient in
    that it allows a fast restart”).
    B. Standard of Review and Legal Standard
    “We review the PTAB’s factual findings for substantial
    evidence and its legal conclusions de novo.” Redline Detec-
    tion, LLC v. Star Envirotech, Inc., 
    811 F.3d 435
    , 449 (Fed.
    Cir. 2015) (citation omitted). “Substantial evidence is
    something less than the weight of the evidence but more
    than a mere scintilla of evidence,” meaning that “[i]t is such
    relevant evidence as a reasonable mind might accept as ad-
    equate to support a conclusion.” In re NuVasive, Inc., 
    842 F.3d 1376
    , 1379–80 (Fed. Cir. 2016) (internal quotation
    marks and citations omitted). “If two inconsistent conclu-
    sions may reasonably be drawn from the evidence in rec-
    ord, the PTAB’s decision to favor one conclusion over the
    other is the epitome of a decision that must be sustained
    upon review for substantial evidence.” Elbit Sys. of Am.,
    LLC v. Thales Visionix, Inc., 
    881 F.3d 1354
    , 1356 (Fed. Cir.
    16                        TQ DELTA, LLC v. DISH NETWORK LLC
    2018) (internal quotation marks, brackets, and citation
    omitted).
    A patent claim is invalid “if the differences between the
    claimed invention and the prior art are such that the
    claimed invention as a whole would have been obvious be-
    fore the effective filing date of the claimed invention to a
    [PHOSITA].” 35 U.S.C. § 103 (2012). 7 Obviousness “is a
    question of law based on underlying findings of fact.” In re
    Gartside, 
    203 F.3d 1305
    , 1316 (Fed. Cir. 2000). Those un-
    derlying findings of fact include (1) “the scope and content
    of the prior art,” (2) “differences between the prior art and
    the claims at issue,” (3) “the level of ordinary skill in the
    pertinent art,” and (4) the presence of objective indicia of
    nonobviousness such “as commercial success, long felt but
    unsolved needs, failure of others,” and unexpected results.
    Graham v. John Deere Co. of Kan. City, 
    383 U.S. 1
    , 17
    (1966); see United States v. Adams, 
    383 U.S. 39
    , 50–52
    (1966). In assessing the prior art, the PTAB also “con-
    sider[s] whether a PHOSITA would have been motivated
    to combine the prior art to achieve the claimed invention
    and whether there would have been a reasonable expecta-
    tion of success in doing so.” In re Warsaw Orthopedic, Inc.,
    
    832 F.3d 1327
    , 1333 (Fed. Cir. 2016) (internal quotation
    marks, brackets, and citation omitted).
    C. Substantial Evidence Supports the PTAB’s Obvious-
    ness Finding
    The PTAB held that the Challenged Claims would have
    been obvious over a combination of Bowie, the ADSL
    Standard, and Vanzieleghem. J.A. 34. Specifically, the
    7  Congress amended § 103 when it enacted the
    Leahy-Smith America Invents Act (“AIA”). Pub. L. No.
    112-29, § 3(c), 125 Stat. 284, 287 (2011). Because the ’404
    patent has an effective filing date after March 16, 2013,
    the AIA applies. See 
    id. § 3(n)(1),
    125 Stat. at 293.
    TQ DELTA, LLC v. DISH NETWORK LLC                          17
    PTAB determined that “it would have been within the level
    of ordinary skill in the art to select a frequency for Bowie’s
    resume signal such that Vanzieleghem’s pilot tone would
    not be mistaken for the resume signal.” J.A. 34. TQ Delta
    asserts that “the [PTAB] erred in finding the Challenged
    Claims unpatentable” because “Bowie does not teach avoid-
    ing any steps of the initialization process.” Appellant’s
    Br. 51 (capitalization modified). 8 Regarding motivation to
    combine, TQ Delta argues Bowie teaches away from the
    claimed reinitialization limitation because “Bowie and the
    ’404 patent are fundamentally different in how they teach
    going back to transmitting data in full power mode opera-
    tion after coming out of a low power mode.” 
    Id. at 54
    (in-
    ternal quotation marks and citation omitted). Moreover,
    TQ Delta asserts the prior art teaches away from the Chal-
    lenged Claims because “using Vanzieleghem’s synchroni-
    zation signal in combination with Bowie, as proposed by
    [Dish], would produce an inoperative result.” 
    Id. at 58
    (in-
    ternal quotation marks omitted). TQ Delta states that the
    combination would be inoperative because “Van-
    zieleghem’s pilot tone would cause Bowie to constantly
    wake up to return to full power mode,” 
    id. at 59
    (internal
    quotation marks and citation omitted), given that Van-
    zieleghem’s pilot tone may have a signal pilot strength of
    16 kilohertz (“kHz”), which may “falsely trigger the resume
    signal detector and cause the modem of Bowie’s system to
    return to full power mode, even if no resume signal is trans-
    mitted,” 
    id. at 60
    (internal quotation marks and citation
    omitted). We disagree with TQ Delta.
    8    TQ Delta does not dispute that the prior art teaches
    nearly every limitation of the Challenged Claims, see gen-
    erally Appellant’s Br., and instead confines its challenge to
    arguing Bowie does not teach the “without needing to rei-
    nitialize” limitation, see 
    id. at 51.
    18                         TQ DELTA, LLC v. DISH NETWORK LLC
    Substantial evidence supports the PTAB’s determina-
    tion that Bowie, in view of the ADSL Standard and Van-
    zieleghem, renders obvious the Challenged Claims. First,
    Bowie teaches ways to reduce power, but does not teach
    that maximum power reduction is its intended purpose.
    See Bowie col. 1 ll. 26–28 (explaining that “[t]he use of
    POTS-compatible transmission frequencies severely limits
    the maximum information carrying capacity of the wire
    loop”). Bowie, however, explicitly recognizes the need for
    some circuitry to remain on during low power mode to re-
    ceive signals. See 
    id. col. 5
    ll. 28–30 (“Circuitry 115 to de-
    tect the resume signal must remain capable of signal
    detection during low power operation.”). For example,
    Bowie’s specification demonstrates that in some embodi-
    ments, its transceiver stores parameters before entering
    into a low power mode. 
    Id. col. 4
    l. 64–col. 5 l. 4 (“Prior to
    initiating transport of modulated data over the loop 220,
    signals are exchanged over the loop 220 between the COT
    unit 232 and the CPE unit 242 to adapt the ADSL
    units . . . . This exchange of information is often referred
    to as handshaking.”).
    Second, while Bowie does not provide a list of the types
    of parameters it stores, it does specify that the parameters
    stored are determined and exchanged during initialization.
    
    Id. col. 5
    ll. 17–19 (“Upon receipt of the shut-down signal,
    the COT unit 232 optionally stores in memory 117 charac-
    teristics the of the loop 220 that were determined by CPE
    to COT handshaking.”). These include bit allocation pa-
    rameters and fine gain parameters, which the ’404 patent
    uses for the same process. J.A. 565 (explaining, by Dish’s
    expert, that “the 1995 ADSL Standard explicitly discloses
    a ‘fine gain parameter’ and a ‘bit allocation parameter’” and
    that “these [fine gain parameter and bit allocation param-
    eters] are part of the ‘loop loss characteristics’ already dis-
    closed in Bowie as being stored during the unit’s 232, 242
    low power mode”). It would have, therefore, been obvious
    to a PHOSITA for Bowie’s system to store bit allocation
    TQ DELTA, LLC v. DISH NETWORK LLC                        19
    parameters and fine gain parameters since those are ex-
    changed during initialization as taught by the ADSL
    Standard. See J.A. 565–66 (testimony, by Dish’s expert,
    that “Bowie would have been operating according to the
    1995 ADSL Standard, and a [PHOSITA] would have looked
    to that [s]tandard for guidance”), 571 (Dish’s expert ex-
    plaining that Bowie’s “parameters are used to restore data
    transmission on the loop without having to perform the
    ‘handshaking’ (or initialization) process again”).
    Third, a PHOSITA would have been motivated to em-
    ploy Vanzieleghem’s synchronization signal, or pilot tone,
    in combination with Bowie. “[A] reference teaches away
    from a combination when using it in that combination
    would produce an inoperative result.” In re ICON Health
    & Fitness, Inc., 
    496 F.3d 1374
    , 1382 (Fed. Cir. 2007). It is
    true that Bowie discloses that “[t]he resume signal may be
    an [alternating current (‘AC’)] signal at a frequency above
    voiceband, such as a 16 kHz AC signal,” Bowie col. 2 ll. 27–
    28, which is the same frequency that TQ Delta asserts Van-
    zieleghem’s pilot tone emits and would cause a false trigger
    in Bowie, see Appellant’s Br. 60. However, Bowie supports
    the PTAB’s determination, when it later states that “[t]he
    resume signal may be an AC signal greater than 4 kHz or
    may be a multi-tone AC signal.” 
    Id. col. 2
    ll. 44–46 (empha-
    ses added). Bowie, thus, does not require its resume signal
    to be set to receive a 16 kHz AC signal, such that a
    PHOSITA could employ Bowie’s resume signal at a differ-
    ent frequency without rendering Bowie inoperable. See
    Bowie col. 2 ll. 44–46. Therefore, the combination of prior
    art renders obvious the Challenged Claims.
    TQ Delta’s primary counterargument is unpersuasive.
    TQ Delta argues that “[t]he fact that Bowie may perform
    ‘additional handshaking’ after returning to its full power
    mode does not change the fact that . . . Bowie’s ADSL unit
    always re-determines loop transmission characteristics,
    i.e., performs handshaking or initialization, before return-
    ing to full power mode.” Appellant’s Br. 47 (third emphasis
    20                         TQ DELTA, LLC v. DISH NETWORK LLC
    added). However, Bowie discloses that reinitialization is
    needed in some, but not all, instances. See Bowie, Abstract;
    see 
    id. col. 5
    ll. 20–22 (“Likewise, upon sending the shut-
    down signal, the CPE unit . . . may also optionally store the
    loop characteristics that it obtained through CPE to COT
    handshaking.”). Bowie explains that “[h]andshaking infor-
    mation may be required where, for example, loop charac-
    teristics have changed due, for example, to temperature-
    dependent changes in loop resistance.” 
    Id. col. 6
    ll. 38–41
    (emphasis added). This, however, does not indicate that all
    steps of initialization are required. See 
    id. During the
    IPR
    proceedings TQ Delta conceded that “Bowie specifically
    teaches that some re-initialization does occur as part of go-
    ing from low power mode to full power mode.” J.A. 303. TQ
    Delta’s expert similarly explained that “Bowie . . . still
    ha[s] to go through the process of . . . re-determining loop
    characteristics upon coming out of low power mode in order
    to accomplish Bowie’s goal of reliable data communica-
    tions.” J.A. 4309. Because the reinitialize limitation is sat-
    isfied if any step of initialization is avoided, TQ Delta’s
    interpretation of Bowie satisfies the limitation as inter-
    preted by the PTAB. Thus, given TQ Delta and its expert’s
    admission that Bowie discloses some steps during the rei-
    nitialization process, and prior to initialization, see
    J.A. 303, 4309, we find no merit in its attempt on appeal to
    argue the opposite.
    CONCLUSION
    We have considered TQ Delta’s remaining arguments
    and find them unpersuasive. Accordingly, the Final Writ-
    ten Decision of the U.S. Patent and Trademark Office’s Pa-
    tent Trial and Appeal Board is
    AFFIRMED