Invalidity dossier

US 10852214

Detecting faults in wind turbines

Current assignee: NuTech Ventures Inc

Added 9/24/2026, 6:30:04 PM

IndustryEnergy (E)
At a glanceNo PTAB challengesNo litigation on fileEnergy (E)

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Patent summary

Title, assignee, inventors, filing/issue dates, abstract, and a plain-language overview of the claims.

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US Patent 10,852,214 — Summary

Important scope note: I searched for this specific number (10852214) plus litigation/PTAB/CAFC terms. I found no record of any CAFC 2026 docket, district‑court case, or PTAB proceeding involving US 10,852,214. Search-engine coverage of court dockets is incomplete, so "none found" is not proof that none exists — but nothing in the results ties this patent to a 2026 Federal Circuit appeal. (The 2026 CAFC items returned were unrelated cases such as Spero v. Mercedes‑Benz, Gamevice/Nintendo, Centripetal v. Cisco, and Defontif v. Hytech — none involves this patent or NuTech Ventures.) Treat that as an open question rather than a firm negative.

Bibliographic data

Field Value
Patent number US 10,852,214 B2
Title Detecting faults in wind turbines
Application no. 15/985,226
Pre‑grant publication US 2018/0335366 A1 (Nov. 22, 2018)
Filing date May 21, 2018
Priority date May 19, 2017 (provisional 62/508,803)
Issue/grant date December 1, 2020
Inventors Wei Qiao (Lincoln, NE); Jun Wang (Lincoln, NE); Liyan Qu (Lincoln, NE)
Assignee NuTech Ventures Inc. (Lincoln, NE) — originally assigned to Board of Regents of the University of Nebraska, then to NuTech Ventures; DOE confirmatory license recorded
Primary examiner John H. Le
Classifications G01M 13/04, G01M 13/045, F03D 17/00; US Class 702/182
Legal status Active; adjusted expiration listed as April 1, 2039
Claims 20 (3 independent: claims 1, 14, 15)
Government interest DOE Grant DE‑EE0006802; NSF Grant ECCS1308045
Related family member Continuation US 17/107,505 → US 11,519,821 B2 ("Detecting faults in wind turbines"), a broader sibling directed to faults in wind turbine components generally

Source: https://patents.google.com/patent/US10852214/en ; https://patents.justia.com/patent/10852214

Abstract (as issued)

A wind turbine generator fault detection method is described. The method includes obtaining a first signal from a generator of a wind turbine and a second signal from a vibration sensor coupled to the wind turbine, the first signal representing an output current of the generator, and the second signal being a time-sampled signal representing vibrations of a bearing in the wind turbine. A shaft rotation frequency signal is determined from the first signal, representing a time-varying rotational speed of a shaft of the wind turbine. An envelope of the second signal is resampled based on the shaft rotation frequency signal to provide a third signal, the third signal being an angular sampled signal. A fault in the bearing is detected by identifying a characteristic signature of a bearing fault in the third signal.

Plain-language overview of the independent claims

Claim 1 — Wind turbine monitoring system. A processor-plus-memory system that does four things:

  1. Gets two signals — a current signal from the wind turbine's generator (representing generator output current) and a vibration signal from a vibration sensor on the turbine (time-sampled bearing vibrations);
  2. Derives shaft speed from the current signal — produces a "shaft rotation frequency signal" that tracks the time-varying rotational speed of the shaft;
  3. Resamples the vibration envelope into the angular domain — using that shaft-speed signal, it (a) establishes a phase-vs-time relationship between the current-signal time steps and shaft phase, and (b) builds a resampling vector of time points corresponding to constant shaft phase increments, producing an angular-sampled third signal;
  4. Detects a bearing fault by recognizing a characteristic bearing-fault signature in that angular-sampled signal.

Claim 14 — Computer-readable storage device. A non-transitory machine-readable medium storing instructions that, when executed, cause a processor to carry out the same core sequence as claim 1 (obtain generator-current and vibration signals → derive shaft rotation frequency signal → angularly resample the vibration envelope → detect a bearing fault indicator). It is a hardware-medium counterpart to the system claim.

Claim 15 — Method. A wind-turbine generator fault-detection method executed by at least one processor: obtain the generator output-current signal and the vibration-sensor signal; determine the shaft rotation frequency signal (time-varying shaft speed) from the current signal; resample an envelope of the vibration signal based on that shaft frequency signal to yield an angular-sampled third signal; and detect a fault based on analysis of the third signal.

Typical dependent limitations add: time‑frequency‑domain fundamental‑frequency estimation (e.g., max of a time‑frequency distribution) to get shaft speed; computing shaft speed from the current fundamental frequency using generator pole count; Hilbert‑transform envelope extraction; oversampling the envelope above the vibration sampling rate relative to the gy, and; generating an order‑domain representation (e.g., via FFT), converting the order domain back to the frequency domain using a selected reference shaft speed; identifying the type of fault (inner‑race, outer‑race, cage‑relative‑to‑outer‑ring, cage‑relative‑to‑inner‑ring); and displaying fault data to a user.

Caveats / uncertainty

  • The claim text supplied in the authoritative source is truncated mid‑claim 8, so my description of dependent claims 9–20 is drawn from the specification's summary language and cross‑checks against the sibling US 11,519,821 claim set. Those dependent‑claim specifics should be verified against the USPTO PatentCenter claim listing before being relied on.
  • Note a deliberate distinction: the '214 patent is bearing‑specific (claim 1 recites "detecting a fault in the bearing… characteristic signature of a bearing fault"). The continuation US 11,519,821 broadens this to "vibrations of a component" and "detecting a fault in the wind turbine," listing bearing, gearbox, generator, or shaft faults. Do not conflate the two when reading claim scope.
  • No litigation/PTAB/CAFC‑2026 activity located for 10,852,214 in these searches; confirm via USPTO PatentCenter, PACER, and the CAFC docket if this matters to your analysis.

Generated 9/24/2026, 6:47:59 PM

Cases on file (0)

Specific litigation cases in our database that name US patent 10852214. The free-form analysis below may also discuss cases beyond this list.

No cases on file mention this patent. Upload a CSV or add a case manually in Admin → Manage litigation cases.

Litigation summary

Past and pending lawsuits — plaintiffs, defendants, jurisdictions, outcomes, and notable rulings.

✓ Generated

I'll search litigation databases for US 10,852,214.

Initial searches surfaced no litigation hits. Let me run more targeted queries against litigation-specific sources.

Let me do a final round of checks against litigation-specific databases.

Litigation Report — U.S. Patent No. 10,852,214

Patent: U.S. 10,852,214 B2 — "Detecting faults in wind turbines"
Application: 15/985,226 (filed 2018-05-21) | Priority: 2017-05-19 (Provisional 62/508,803)
Patentee/Assignee of record: NuTech Ventures, Inc. (originally Board of Regents of the University of Nebraska; inventors Wei Qiao, Jun Wang, Liyan Qu)
Government interest: DOE Grant DE-EE0006802; NSF Grant ECCS1308045


Bottom line

No litigation involving U.S. Patent No. 10,852,214 was identified in any publicly indexed source. I found no district court complaints, no ITC Section 337 investigations, no declaratory judgment actions, and no PTAB post-grant proceedings (IPR/PGR/CBM) in which the '214 patent is the patent-in-suit or otherwise at issue.

Because no case exists, I cannot provide plaintiff(s), defendant(s), jurisdiction, case number, filing date, or outcome — supplying any such details would require fabrication.


Sources consulted and why the result is negative

Source type Query run Result
Google Patents (authoritative text) Patent page for US10852214B2 Administrative/assignment history only; no "Litigation" or "IPR" events listed
unifiedpatents.com litigation portal (targeted) portal.unifiedpatents.com litigation "10852214" No hit for this patent. Returned an unrelated UPC proceeding (Brita SE v. Aquashield Europe, EP 4 111 949) and unrelated IPR papers
uspto.report uspto.report/patent/grant/10852214 Patent bibliographic/claims data only; no litigation section populated
Broad litigation search "10852214" patent lawsuit defendant No relevant hits. Results were unrelated matters citing other patents (e.g., Facet Tech. Corp. v. Mobileye Glob., Inc., No. 2:24-cv-00058 (E.D. Tex.), involving a "'328 patent"; Sonos v. D&M Holdings; Medtronic v. Axonics; Diamond Coating Tech. v. Nissan)
Inventor/assignee search NuTech Ventures patent lawsuit wind turbine fault detection Academic/technical citations only (OSTI, IEEE, UNL research office grant announcements) — no docket
Third-party patent citations WO 2023/065580 A1 (PCT/CN2022/077779) search report Cites US 10,852,214 B2 as prior art ("Category A") — citation only, not litigation

Notably, the results returned several documents for other, unrelated patent numbers that I deliberately did not conflate with the '214 patent (per the instruction to interpret identifiers literally and not auto-correct). Examples that surfaced but are not litigation involving US 10,852,214:

  • Facet Tech. Corp. v. Mobileye Glob., Inc., No. 2:24-cv-00058 (E.D. Tex.) — concerns a "'328 Patent"
  • Intertrust Technologies Corp. v. (various) — concerns a "'106 patent"
  • Medtronic v. Axonics Modulation Techs., No. 8:19-cv-02115-DOC-JDE (C.D. Cal.) — concerns Medtronic's neurostimulation patents

Related context that bears on assertion risk

The '214 patent is part of a NuTech Ventures wind-turbine diagnostics family. None of these family members appears in indexed litigation either, based on the returned results:

  • US 10,359,473 B2 — "Detecting faults in turbine generators" (Qiao & Gong; filed 2015-10-15; granted 2019-07-23)
  • US 10,591,519 B2 — "Detecting faults in wind turbines" (Qiao & Gong; filed 2013-05-29; granted 2020-03-17)
  • US 11,519,821 B2 — "Detecting faults in wind turbines" (continuation, app. 17/107,505, filed 2020-11-30; granted 2022-12-06; stated expiration 2038-07-14)

The '214 patent's own legal status on Google Patents is shown as Active, adjusted expiration 2039-04-01, with ownership chain: inventors → Board of Regents of the University of Nebraska → NuTech Ventures → confirmatory license to the U.S. Department of Energy. This is a university technology-transfer portfolio, which is consistent with the absence of any assertion campaign on record.


Important caveats on this negative finding

  1. Not a clearance opinion. A negative search is not proof that no suit was ever filed. My search was limited to publicly indexed web sources.
  2. Paywalled/proprietary dockets not directly queried. Docket Navigator, RPX Insight, Patexia, Lex Machina, and Unified Patents' full litigation caselist require authenticated access and were not directly searchable here. These are the definitive sources and should be run before relying on this conclusion.
  3. PACER/CAFC direct access not available in this session. I could not run a party-name docket query on PACER (e.g., "NuTech Ventures" as plaintiff) or an appeal search at the Federal Circuit.
  4. Recency lag. Recently filed complaints (particularly seal-pending filings) may not yet be indexed.

Recommended verification steps if you need a defensible, of-record answer:

  • Run a party-name search in Docket Navigator / Lex Machina / RPX for "NuTech Ventures" and "Board of Regents of the University of Nebraska" as plaintiff, filtered to patents asserted.
  • Run a PACER "party" search in the District of Nebraska and E.D. Tex./W.D. Tex./D. Del. (common venues for university and NPE assertions).
  • Run a PTAB search on Patent Trial and Appeal Board End-to-End (P-TACTS) for US 10,852,214 as the challenged patent.
  • Check CAFC docket for any appeal involving the '214 patent or its family.

If you'd like, I can draft the specific queries to hand to a Docket Navigator or Lex Machina analyst, or draft a formal "no known litigation" declaration paragraph suitable for a validity/patentability opinion or an IDS transmittal.

Generated 9/24/2026, 6:47:58 PM

Proceedings on file (0)

All PTAB activity →

AIA trial proceedings (IPR / PGR / CBM) filed at the USPTO Patent Trial and Appeal Board against this patent. Sourced from the USPTO Open Data Portal and refreshed every six hours; each proceeding number deep-links to the PTAB E2E docket.

No PTAB proceedings on file. This patent has not been challenged via IPR, PGR, or CBM. The absence is itself a signal — well-asserted patents eventually attract IPRs. The LLM analysis below may surface filings the ODP feed hasn’t indexed yet.

PTAB challenges

AIA trial proceedings at the USPTO Patent Trial and Appeal Board — IPR, PGR, and CBM. Petitioners, judge panels, claim-level invalidation outcomes from Final Written Decisions, and Federal Circuit appeals. The single most important defensive datapoint after litigation history.

✓ Generated

PTAB / AIA Trial Activity — U.S. Patent No. 10,852,214

Patent: U.S. 10,852,214 B2 — "Detecting faults in wind turbines"
Patent Owner: NuTech Ventures (assignee; University of Nebraska–Lincoln tech-transfer entity)
Inventors: Wei Qiao, Jun Wang, Liyan Qu
Application: 15/985,226 · Filed: 2018-05-21 · Priority: 2017-05-19 · Granted: 2020-12-01
Adjusted expiration: 2039-04-01 (Google Patents legal status: Active)
Claims: 20 (claims 1–14 system / CRM; claims 15–20 method)
Source of record: https://patents.google.com/patent/[US10852214](/patent/US10852214)/en


Proceedings overview

Total AIA trial proceedings on file: 0. No inter partes review, post-grant review, or covered business method review has been filed against U.S. 10,852,214 — the USPTO Open Data Portal returns no AIA trial proceedings for this patent as of the most recent ingest, and independent web searching (PTAB dockets, free-law PTAB decision repositories, Docket Alarm, Federal Circuit filings) surfaced no petition, institution decision, Final Written Decision, or appeal naming this patent. The first public AIA trial record for this patent, if any, will not exist until a petition is served and docketed.

Because there are no proceedings to analyze, the breakdown is trivially: active 0 / claims invalidated 0 / claims sustained 0 / settled 0 / institution denied 0 — all 20 claims remain exactly as issued.

Bottom-line defensive posture: All 20 claims of the '214 patent carry zero PTAB history — no claim has been canceled, narrowed, disclaimed, or judicially construed by the Board. A defendant cannot point to a canceled claim and say "the troll has no case," and equally cannot point to a survived IPR and say "this is hardened." The patent is, from the PTAB's perspective, completely untested. Every validity challenge is still available, offensively untouched by § 315(e) estoppel, and unconstrained by any Board claim construction or institution-stage merits finding.


Proceedings

None. There is no proceeding to report. To avoid planting false anchors, I am not listing placeholder docket numbers.

Two false positives you should not rely on

  1. IPR2013-00101 (Norman Noble, Inc. v. NuTech Ventures, U.S. Patent 6,489,589). NuTech Ventures appears as Patent Owner in this 2013 proceeding, with Mandatory Notices filed 2013-01-17 listing NUtech Ventures v. Norman Noble, Inc., No. 1:12-cv-02326 (N.D. Ohio) as a related litigation. This is a different, unrelated patent (not wind-turbine related, not in the '214 family). Any "NuTech has been through IPR" search hit is about this patent, not the '214.
  2. NuTech's related wind-turbine family. Google Patents family data for the sibling continuation U.S. 2021/0108988 / U.S. 11,519,821 lists U.S. 10,359,473 ("Detecting faults in turbine generators") and U.S. 10,591,519 ("Detecting faults in wind turbines") as related family members. I found no AIA trial against those patents either, but if you are clearing freedom to operate on the wind-turbine condition-monitoring space, screen the whole family — the '821 continuation in particular recites broader subject matter (claim 1 covers vibrations of "a component" and claim 12 enumerates bearing, gearbox, generator, or shaft faults), so an IPR on the '214 alone would not clear the family.

Strategic summary

Claim status — all claims UNTESTED. Claims 1–20 of U.S. 10,852,214 have never been before the Board. Nothing is canceled; nothing has been held patentable over art. Independent claim 1 (system), independent claim 14 (non-transitory CRM), and independent claim 15 (method) all stand in their as-issued form, and the as-issued claim 1 includes the specific angular-resampling architecture: determining a shaft rotation frequency signal from generator output current, resampling an envelope of the vibration signal, specifically "determining, based on the shaft rotation frequency signal, a phase-time relationship between time steps of the shaft rotation frequency signal and phases of the shaft" and "generating, based on the phase-time relationship, a resampling vector of time points representing constant phase increments of the shaft." That is a fairly narrow, hardware-signal-processing-specific claim ladder, which is consistent with the absence of IPRs — narrow claims attract fewer petitions and less litigation. The patent is also explicitly directed at detecting faults in variable-speed direct-drive wind turbines using generator stator current as the speed reference, which is a comparatively small commercial target set.

Estoppel landscape — a clean slate. Because no IPR or PGR was ever instituted, § 315(e)(2) estoppel does not attach to anyone with respect to this patent. There is no petitioner, no privy, and no ground that was "raised or reasonably could have been raised" at the Board. That means a present-day defendant has the full menu available: § 102/§ 103 IPRs on patents and printed publications (subject only to the ordinary § 315(b) one-year bar running from service of a complaint and the § 311(b) printed-publication limitation), § 112 challenges in district court and before the examiner, and § 101 challenges. Critically, a defendant who files an IPR on the '214 today would be creating the first estoppel in the patent's history, not inheriting one — so it can pick its single best ground without worrying that a prior petitioner already burned the art. Likewise, if you are asserting the patent, there is no adverse Board construction to work around.

Pattern signals — thin, and consistent with non-assertion. Three data points all cut the same way: (1) no IPR, PGR, or CBM ever filed in the ~5 years since the 2020-12-01 grant; (2) the PGR window closed 2021-09-01 (nine months post-grant) with no filing; (3) CBM review was never available — the transitional program sunset on 2020-09-16 for patents issued on or after that date, and this patent issued 2020-12-01. Independent searching also surfaced no district court infringement action asserting the '214. No repeat petitioner exists. No defensive aggregator (Unified Patents, RPX, or similar) appears in the chain. The owner is a university tech-transfer entity (NuTech Ventures, affiliated with the University of Nebraska–Lincoln), and the patent is encumbered by government interests — the specification states it was made with U.S. Department of Energy support under Grant No. DE-EE0006802 and National Science Foundation support under Grant No. ECCS1308045, and the Google Patents assignment record shows a confirmatory license to the United States Department of Energy effective 2020-12-01. Non-practicing university ownership with federal funding and no IPR history is the classic profile of a licensing-only asset rather than a serial-litigation asset.


Recommended next steps

If you are analyzing this patent defensively:

  • Do not represent to a client that any claim of the '214 has been invalidated. It has not. There is no FWD to link, no cancellation certificate to cite, and no Board construction to lean on. If an opposing brief or demand letter implies otherwise, that implication is unsupported.
  • Verify the absence yourself, because the ODP ingest can lag and a recently filed petition may not yet be indexed. Search PTAB E2E / the PTAB case search by patent number (https://ptacts.uspto.gov/ptabweb/#/search) and cross-check the free decision repositories. The structured ODP result of "no proceedings" is the authoritative baseline; treat a subsequent contrary hit as breaking news rather than a correction.
  • Note the § 315(b) clock: if your client is served with a complaint alleging infringement of the '214, the one-year bar to filing an IPR begins to run on the date of service. Because no prior petitioner exists, the full prior-art universe — including the extensive non-patent literature the inventors themselves cite (IEEE Transactions on Industrial Electronics work by Qiao, Gong, Lu, and others on wind-turbine condition monitoring and current-based mechanical fault detection) — remains available. That literature is a natural § 102/§ 103 wellspring precisely because it is printed publication art and because the named inventor's own pre-2017 publications are candidates under § 102(b).
  • Screen the sibling patents (U.S. 10,359,473, U.S. 10,591,519, U.S. 11,519,821) alongside the '214. The '821 continuation, filed 2020-11-30 and granted 2022-12-06, has a broader claim 1 (any "component" of the wind turbine) and is the more likely assertion vehicle going forward, even though it too shows no PTAB activity.

If you are analyzing this patent offensively (for the owner):

  • The claims are as-issued and unconstrained, but also un-adjudicated. NuTech has never had a Board or district court confirm validity, and the '214's independent claims carry the specific phase-time/resampling-vector limitations that an accused infringer will attack as disclosed by the applicant's own published prior work. Commission a validity study against Qiao et al.'s pre-2017 IEEE papers before any assertion campaign.

On the absence of PTAB activity as a signal: well-asserted patents reliably attract IPRs — the median aggressively enforced software or mechanical patent sees at least one petition within a few years of first assertion. Zero petitions in five years, coupled with no locatable infringement suit asserting the '214, is a strong (though circumstantial) indicator that the patent has not been actively litigated in the U.S. Treat it as an inference about assertion behavior, not as evidence of invalidity.


Constraints observed: no proceeding numbers, FWD dispositions, judge panels, settlement terms, or Federal Circuit dockets are asserted because none exist for this patent. Where sources conflict on anything family-related, the authoritative patent text supplied in this prompt controls. Date format is YYYY-MM-DD throughout.

Generated 9/24/2026, 6:48:09 PM

Ownership chain (4)

Asserters network →

Structured records extracted from the assignment-history narrative below. Each entity links to its full ownership-network profile.

  1. ? · recorded 2018-08-07 · Confirmatory License

    University of Nebraska LincolnUNITED STATES DEPARTMENT OF ENERGY

  2. ? · recorded 2018-10-26 · Assignment

    QIAO, Wei; QU, Liyan; WANG, JunBoard of Regents of the University of Nebraska

  3. ? · recorded 2018-10-26 · Assignment

    Board of Regents of the University of NebraskaNuTech Ventures

    internal reorg

  4. ? · recorded 2019-08-14 · Assignment

    Board of Regents of the University of NebraskaNuTech Ventures

    internal reorg

Assignment history

Inventors, original assignee, and the chain of ownership recorded with the USPTO — including the correspondent attorney who recorded each assignment, since shell-LLC chains often share one repeat-player attorney even when the entity names look unrelated. Surfaces NPE / patent-troll patterns: shell-entity transfers, known asserters in the chain, repeat correspondent fingerprints, pre-litigation assignments, and bankruptcy fire-sales.

✓ Generated

I'll verify the assignment record and check for any litigation/NPE signals before writing this up.

Let me check for litigation activity and any teardown/NPE directory entries involving NuTech Ventures.

Let me try to pull the specific assignment entries (reel/frame and correspondent) from USPTO-derived sources.

Ownership & Assignment Analysis — US 10,852,214 B2

Verification caveat up front (read this before relying on the timeline):
The authoritative USPTO Assignment Center record at https://assignmentcenter.uspto.gov/ is the source of truth for reel/frame, correspondent of record, and execution dates. In this session I was able to confirm the existence and parties of the recorded events via the Google Patents legal‑events ledger (https://patents.google.com/patent/US10852214/en) and corroborating public sources, but I could not retrieve the reel/frame numbers, execution dates, or the correspondent of record for the individual instruments. Those fields are therefore marked [NOT RETRIEVED] rather than guessed. Do not treat any bracket below as a recorded value. Everything else is grounded in the citations given.


Inventors

Inventor Role / employer at filing Notes
Wei Qiao Faculty, Dept. of Electrical & Computer Engineering, University of Nebraska–Lincoln (UNL) — named inventor; also a named assignor on the 2018‑10‑26 recording to the Board of Regents Listed as assignor "QIAO, Wei" in the Google Patents legal‑events ledger for 2018‑10‑26.
Liyan Qu Faculty, Dept. of Electrical & Computer Engineering, UNL — named inventor/assignor Listed as assignor "QU, Liyan" (same event).
Jun Wang UNL researcher (graduate researcher in the Qiao/Qu power‑electronics group) — named inventor/assignor Listed as assignor "WANG, Jun" (same event).

Unusual‑pattern check: No unusual pattern. All three are UNL‑affiliated and none appears to have departed the institution in connection with this filing. The inventor→university assignment is a single instrument recorded 2018‑10‑26 covering all three inventors jointly — the normal academic Bayh‑Dole pattern, not a fractured‑rights or fire‑sale pattern. The patent carries a federally sponsored research statement (DOE Grant DE‑EE0006802; NSF Grant ECCS1308045), which independently corroborates that the invention originated in university research rather than in a standalone commercial venture. (Inventor employer identifications other than the assignor listing are from my own knowledge of the UNL ECE group and are flagged as such — verify independently.)


Original assignee

NuTech Ventures, Inc. (Lincoln, Nebraska) — named as original assignee in the patent's front matter and current assignee. Corroborated address from a parallel NUtech filing: "Lincoln, Nebraska 68508 (US)" (EPO publication server, EP3765590, applicant "NUtech Ventures").

  • Primary line of business: Not an operating company. NuTech Ventures is the nonprofit technology‑commercialization affiliate of the University of Nebraska–Lincoln — it takes assignment of UNL inventor rights, patents them, and licenses them. Its own FY23 metrics page describes license revenue, license agreements, and royalty distributions to inventors and colleges (https://digitalcommons.unl.edu/cgi/viewcontent.cgi?article=1001&context=nutechpub).
  • Did they ship a product embodying the claims? No. NuTech Ventures does not manufacture wind turbines, generators, or condition‑monitoring hardware. It is a licensor.
  • Current status: Operating (active TTO; the FY23 metrics show ongoing licensing activity and ~115 patents filed / 31 issued in that year). The patent itself is Active with an adjusted expiration of 2039‑04‑01 per Google Patents — i.e., maintenance fees are being paid, so this asset is being deliberately maintained.
  • Family note: NuTech also holds the continuation US 11,519,821 B2 ("Detecting Faults in Wind Turbines," same three inventors; listed on the NUtech publication list and shown in the Google Patents ledger as "Priority to US17/107,505" on 2020‑11‑30). The family is being expanded and maintained, not wound down.

Assignment timeline

The chain is short: inventors → Board of Regents of the University of Nebraska → NuTech Ventures, plus one government confirmatory instrument. Reel/frame and correspondent are [NOT RETRIEVED] for all entries — flagged for follow‑up at the Assignment Center.

  • 2018‑08‑07 (recorded) — Reel [NOT RETRIEVED]

    • Conveyance: Confirmatory License (Google Patents: "CONFIRMATORY LICENSE (SEE DOCUMENT FOR DETAILS)")
    • Assignor: University of Nebraska Lincoln
    • Assignee: United States Department of Energy
    • Correspondent: [NOT RETRIEVED]
    • Context: Bayh‑Dole confirmatory instrument perfecting the federal government's march‑in/license rights (DOE Grant DE‑EE0006802) — a license, not a transfer of title.
  • 2018‑10‑26 (recorded) — Reel [NOT RETRIEVED]

    • Conveyance: Assignment of Assignors' Interest
    • Assignor: QIAO, Wei; QU, Liyan; WANG, Jun
    • Assignee: Board of Regents of the University of Nebraska
    • Correspondent: [NOT RETRIEVED]
    • Context: Inventor→university assignment — standard academic title transfer at filing.
  • 2018‑10‑26 (recorded) — Reel [NOT RETRIEVED]

    • Conveyance: Assignment of Assignors' Interest
    • Assignor: Board of Regents of the University of Nebraska
    • Assignee: NuTech Ventures
    • Correspondent: [NOT RETRIEVED]
    • Context: Internal reorg — transfer from the university's governing board to its own commercialization affiliate. Same‑day recording with the prior entry indicates a single coordinated filing package.
  • 2019‑08‑14 (recorded) — Reel [NOT RETRIEVED]

    • Conveyance: Assignment (Google Patents lists it as "reassignment"; instrument type not verified)
    • Assignor: Board of Regents of the University of Nebraska
    • Assignee: NuTech Ventures
    • Correspondent: [NOT RETRIEVED]
    • Context: Internal reorg / corrective or duplicate recording — same assignor and assignee as the 2018‑10‑26 entry, ~10 months later. Common where the first instrument had a typo, missing signature, or an unrecorded inventor. This is the one entry most worth pulling the actual instrument for, because a corrective recording can mask a change in the underlying instrument.

Number of recorded post‑issuance title transfers to third parties: zero. There is no assignment out of the NuTech/Board of Regents family anywhere in the record.


Timeline diagram

timeline
    title Ownership of US 10852214
    2017 : Provisional application filed May 19
    2018 : Non-provisional filed May 21
         : DOE confirmatory license recorded Aug 7
         : Inventors assign to Board of Regents
         : Board of Regents assigns to NuTech Ventures
    2019 : Second NuTech recording Aug 14
    2020 : Patent US10852214 issued Dec 1
         : Continuation family US11519821 filed

NPE / troll-pattern signals

1. Shell-entity transfer — NOT PRESENT.
The 2018‑10‑26 Board of Regents → NuTech Ventures transfer is to an entity whose name ends in "Ventures," which trips the naming heuristic — but the concrete indicia are absent. NuTech is the nonprofit UNL commercialization affiliate with a Lincoln, NE university address (EPO EP3765590 lists "Lincoln, Nebraska 68508"), a decades‑long operating history, real licensing staff, and public license‑revenue reporting (https://digitalcommons.unl.edu/cgi/viewcontent.cgi?article=1001&context=nutechpub). That is not a single‑member Delaware/Texas LLC at a registered‑agent address. Naming alone is not a finding, per your constraint.

2. Known asserter in the chain — NOT PRESENT.
Neither Board of Regents of the University of Nebraska nor NuTech Ventures appears on the enumerated lists (Acacia, Marathon, IV, IPNav, Wi‑LAN, Mosaid/Conversant, Vringo, Pendrell, Innovatio, MPHJ, Lumen View, Round Rock, Document Generation, Spangenberg entities). However, note the analog: NuTech has asserted university patents in litigation as plaintiff — NUtech Ventures v. Syngenta Seeds, Inc., No. 8:12‑cv‑00289 (D. Neb., filed 2012‑08‑15) and NUtech Ventures v. Gruma Corp., No. 4:12‑cv‑03137 (D. Neb., filed 2012‑07‑05). Those suits involved different patents ('592 and '828, agricultural biotech), a decade before this patent issued, and are consistent with ordinary university technology‑transfer enforcement — not a match to any listed NPE. No suit has ever named US 10,852,214.

3. Repeat correspondent across the chain — UNCLEAR (data not retrieved).
This is the one signal I cannot close out. The correspondent of record is the single most diagnostic field here, and it was not retrievable from the sources available in this session. Action item: pull the four recorded instruments at the Assignment Center; if one attorney/firm appears as correspondent on the 2018‑10‑26 inventor assignment, the 2018‑10‑26 Board→NuTech assignment, and the 2019‑08‑14 recording, that would be a routine single‑counsel TTO practice (not an NPE tell) — the signal only bites if the same correspondent also recurs on outbound NPE‑chain filings. Nothing in the retrieved record flags a recurrence, so I am recording unclear, not present.

4. Cascading transfers — NOT PRESENT.
Only one substantive title transfer (Board of Regents → NuTech). The 2019‑08‑14 entry is a recording of the same assignor/assignee pair, not a new downstream hop. No chained LLCs, no <24‑month daisy chain through multiple buyers.

5. Pre-litigation transfer — NOT PRESENT.
No infringement suit has ever named US 10,852,214, so there is no transfer within 6 months before a first suit. Nothing to time against.

6. Bankruptcy fire‑sale — NOT PRESENT.
No Chapter 7/11 proceeding involving UNL, the Board of Regents, or NuTech Ventures. The patent is still active and fee‑paid (expiration adjusted to 2039‑04‑01), the opposite of an abandoned fire‑sale asset.

7. Privateering — NOT PRESENT.
No operating‑company→NPE transfer that then asserts on the operating company's behalf. The assignor (Board of Regents) is a nonprofit; there is no commercial sponsor whose competitors would be the target set.

8. Defensive aggregator (anti‑NPE) — NOT PRESENT.
The chain does not terminate at RPX, AST, LOT Network, Unified Patents, or OIN. It terminates at NuTech Ventures, which is a licensing/enforcement‑capable holder, not a defensive aggregator.


Verdict

Defensive / non-asserting (closest applicable bucket — with an explicit caveat)

Justification. The complete retrieved chain — DOE confirmatory license recorded 2018‑08‑07, inventor→Board of Regents assignment and Board of Regents→NuTech Ventures assignment both recorded 2018‑10‑26, and a same‑party re‑recording on 2019‑08‑14 — shows a self‑contained university technology‑transfer path with zero transfers out of the UNL family, zero NPE‑checklist signals present, and no assertion activity against this patent in the ~6 years since issuance. NuTech Ventures is a nonprofit university commercialization affiliate at a Lincoln, NE campus address with published licensing operations, not a registered‑agent shell; per your constraints, the "Ventures" name alone is not a finding. The caveat: NuTech is not an RPX/AST/LOT/Unified aggregator, and it has litigated other university patents (Syngenta, Gruma 2012) — so this bucket should be read as "non‑asserting, university‑owned asset," not "neutralized by a defensive aggregator."

Confidence: Moderate, and it is capped by a real data gap rather than by ambiguity in the chain. I could not retrieve reel/frame, execution dates, or the correspondent of record, so signal #3 (repeat correspondent) is genuinely unresolved, and the 2019‑08‑14 re‑recording should be read in full to rule out a corrective instrument masking a substantive change. If the correspondent on the 2019‑08‑14 instrument turns out to be an NPE‑chain filing firm, revisit this call.

Verify at: https://assignmentcenter.uspto.gov/ — search patent number 10852214 (mirror: https://assignment.uspto.gov/patent/index.html). Legal‑events ledger: https://patents.google.com/patent/US10852214/en. Litigation analog (different patents): https://dockets.justia.com/docket/nebraska/nedce/8:2012cv00289/59910 and https://dockets.justia.com/docket/nebraska/nedce/4:2012cv03137/59468.

Generated 9/24/2026, 6:48:40 PM

Prior art

Earlier patents, publications, and products that may anticipate or render the claims unpatentable.

✓ Generated

I'll research the prior-art citations of US 10,852,214 directly, focusing on the patent's own citation records.

Let me pull the actual citation lists — both the examiner-cited (US) and the applicant's other-publications — for the '214 patent specifically.

Let me try to retrieve the '214 patent's own front-page reference list directly.

Important data-sourcing note (read first)

I was able to retrieve the family's "References Cited" list with certainty for the continuation US 11,519,821 B2 (which states on its face that it is a "[c]ontinuation of application No. 15/985,226, filed on May 21, 2018, now Pat. No. 10,852,214" — i.e., the '214 is its parent). That continuation shares the '214's specification, inventors (Qiao / Wang / Qu), and primary examiner (John H. Le). In this session I could not directly load the '214 patent's own front-page citation list — Google Patents renders that section dynamically and the searches returned the specification text but not the citation table.

So: the list below is the as-printed "References Cited" of US 11,519,821 B2 (family member), which is my best evidence for the prior art of record in this family. I am flagging this explicitly rather than presenting it as the verified front page of the '214. Treat the specific '214 front-page list as needing confirmation against the '214 PDF / USPTO PatentCenter. I have not invented any reference — every item below appeared in a retrieved source.

Source for the list: https://patentimages.storage.googleapis.com/99/df/5e/6798729f70f6c3/US11519821.pdf (front-page "(56) References Cited"), confirmed against the Justia pending-file citation cross-references.


A. Cited U.S. patent documents

Citations are reproduced literally as retrieved (including OCR artifacts like "Lecb", "Thuke", "Falo", "Heiberington"), per the no-auto-correct rule. Where a name is obviously an OCR corruption I say so but do not substitute.

# Full citation Date Brief description (confidence) Potential §102 claims
1 US 5,483,153 A — Leeb [OCR "Lecb"] granted 1996-01-16 Non-intrusive/transient-event electrical load monitoring by spectral analysis of line current (MIT work). Description: medium confidence. Background only; may touch "obtaining a first signal … representing an output current" (claim 1) — not anticipatory.
2 US 7,040,839 B2 — Kane 2006-05-09 Rotating-machine / bearing monitoring; not verified in this session — I will not characterize the disclosure. Not assessable without the text.
3 US 7,268,443 B2 — Kikuchi et al. 2007-09-11 Rolling-bearing condition monitoring (sensor/signal processing). Low–medium confidence. Bearing-fault signature element (claim 1 last step).
4 US 7,888,810 B2 — Moretto 2011-02-15 Bearing/machine monitoring. Not verified. Not assessable.
5 US 7,952,216 B2 — Kikuchi et al. 2011-05-31 Same family line as #3. Same as #3.
6 US 8,067,848 B2 — Thuke et al. [OCR; surname uncertain] 2011-11-22 Not verified. Not assessable.
7 US 8,762,104 B2 — Hedin 2014-10-01 Wind-turbine rotor/blade condition monitoring (Hedin is a prolific wind-turbine monitoring inventor). Medium confidence. Wind-turbine vibration-sensing context; not the current-aided resampling.
8 US 9,213,671 B2 — Hedin 2015-12-15 Same Hedin line. Same.
9 US 9,874,107 B2 — Falo [OCR of "Falb"] 2018-01-23 Not verified. Not assessable.
10 US 10,133,257 B2 — Hedin 2018-11-06 Same Hedin line. Same.
11 US 10,359,473 B2 — Qiao et al. 2019-01-15 Applicant's own earlier patent, "Detecting faults in turbine generators" (filed 2015-10-15) — the family's generator-fault work. Not §102 prior art against the '214 in the usual sense (common inventorship/obligation; it is the inventors' own earlier filing). None as anticipation; it is a §102(b)(2)(C)/common-ownership-family item, not anticipatory art.
12 US 10,591,819 B2 — Qiao 2020-03-17 Family member ("Detecting faults in wind turbines"). Note a numbering discrepancy: the litigation section of this record refers to a US 10,591,519 B2; the '821 front page prints 10,591,819. Both are reproduced literally and not conflated — flagging the conflict per instructions. None (same family).
13 US 10,852,214 B2 — Qiao 2020-12-01 The patent under analysis (listed on the '821 as its parent). n/a
14 US 2006/0066111 A1 — Suryanarayanan pub. 2006-03-30 Motor/drive diagnostics. Low confidence. MCSA context.
15 US 2007/0265841 A1 — Heiberington [OCR; likely "Hetherington"] pub. 2007-11-15 Not verified. Not assessable.
16 US 2008/0072471 A1 — Gervais pub. 2008-03-27 Not verified. Not assessable.
17 US 2011/009988 A1 — Srinivasa pub. 2011-04-28 Not verified. Not assessable.
18 US 2011/0125419 A1 — Bechhoefer pub. 2011-05-26 Bechhoefer is a recognized authority on vibration-based gearbox/bearing health indicators. Medium confidence. Bearing-fault characteristic signature step.
19 US 2012/0019723 A1 — McGrahl [OCR; likely "McGraw"] pub. 2012-01-26 Not verified. Not assessable.
20 US 2012/0299363 A1 — Brogan pub. 2012-11-29 Not verified. Not assessable.
21 US 2013/0049731 A1 — Nett pub. 2013-02-28 Wind-turbine control/monitoring. Low confidence. Not assessable.
22 US 2013/0009684 A1 — Hatch pub. 2013-04-11 [date as printed odd; reproduced literally] Not verified. Not assessable.
23 US 2014/0039393 A1 — Adams pub. 2014-02-06 Not verified. Not assessable.
24 US 2014/0152331 A1 — Wagoner pub. 2014-06-05 Not verified. Not assessable.
25 US 2016/0033580 A1 — Qiao pub. 2016-02-04 Applicant's own earlier publication (parent of US 10,359,473). Family item, not anticipatory art. None.
26 US 2016/0342148 A1 — Hedin pub. 2016-11-24 Same Hedin line. Same as #7.

B. Cited non-patent literature (the technically load-bearing citations)

# Full citation Date Brief description §102 relevance
N1 Akin et al., "Low order PWM inverter harmonics contributions to the inverter-fed induction machine fault diagnosis," IEEE Trans. Ind. Electron., 2008, 55(2): 610-619. 2008 Inverter-harmonic effects on induction-machine fault diagnosis. Background to current-based diagnosis; not anticipatory.
N2 Amirat et al., "Condition monitoring of wind turbines based on amplitude demodulation," Proc. IEEE Energy Convers. Congr. Expo., 2010, pp. 2417-2421. 2010 Wind-turbine CM by amplitude demodulation (envelope) of vibration. Touches "envelope of the second signal" (claim 1 / claim 5-type Hilbert envelope).
N3 Bidot[t] et al., "Models for bearing damage detection in induction motors using stator current monitoring," IEEE Trans. Ind. Electron., 2008, 55(4): 1813-1822. [OCR "Bidott"; the well-known paper is by Blodt et al. — reproduced literally as printed] 2008 Bearing damage detected from stator current (current-based, not current-aided vibration). Relevant to "fault characteristic" theory, but it does the opposite of the '214 (uses current directly for fault signature — the '214 expressly says current is not used for signature extraction). Strong art for the characteristic-frequency element only.
N4 Bonnardot et al., "Use of the acceleration signal of a gearbox in order to perform angular resampling (with limited speed fluctuation)," Mech. Syst. Signal Process., Jul. 2005, 19: 766-785. 2005 Angular resampling (order tracking) using an acceleration reference signal. Closest conceptual art to the resampling core (claims 1, 14, 15 — phase-time relationship + constant-phase-increment resampling vector). Distinguishes on the reference source: Bonnardot keys off a gearbox acceleration signal under limited speed fluctuation; the '214 keys off generator stator current under variable speed.
N5 Borghesani et al., "A new procedure for using envelope analysis for rolling element bearing diagnostics in variable operating conditions," Mech. Syst. Signal Process. [full date/volume truncated in retrieved text] ~2013 Envelope analysis of rolling-element bearings under non-stationary (variable) operating conditions. Very close to the "resample the envelope of the vibration signal" step. Again distinguished by the current-derived speed reference.

(The retrieved "Other Publications" list was truncated after item N5; additional references — e.g., Combet/Randall-class works and possibly the inventors' own Wang/Peng/Qiao 2016 paper — may also be listed. I did not see them in the retrieved text and will not invent them.)

One reference you should look for specifically and that I could NOT confirm is on the '214 front page: J. Wang, Y. Peng, and W. Qiao, "Current-Aided Order Tracking of Vibration Signals for Bearing Fault Diagnosis of Direct-Drive Wind Turbines," IEEE Trans. Industrial Electronics, 63(10): 6336-6346 (2016) (verified as existing via puma.ub.uni-stuttgart.de). This is the inventors' own paper and is technically almost identical to the '214 disclosure. If cited, it is a §102(a)(1) candidate subject to the §102(b)(1)(A) inventor-grace-period exception (published 2016, within one year before the 2017-05-19 priority). Confirm from the '214 PDF before relying on it.


C. Anticipation (§102) assessment

Bottom line: I found no cited reference that anticipates independent claims 1, 14, or 15 as a single §102 reference.

The independent claims require, in combination:

  1. obtain generator output current signal and vibration-sensor signal;
  2. derive the shaft rotation frequency signal from the current signal;
  3. resample the envelope of the vibration signal using that signal, including determining a phase-time relationship and generating a constant-phase-increment resampling vector; and
  4. detect a bearing fault from a characteristic signature in the resulting angular-sampled signal.

The cited art splits this combination:

  • N4 (Bonnardot) supplies the angular-resampling/order-tracking machinery but takes its reference from an acceleration signal, not generator current.
  • N5 (Borghesani) supplies variable-speed envelope analysis of bearings but not the current-derived resampling reference.
  • N3 (Blodt/Bidott) supplies stator-current bearing diagnostics but, as the '214 itself stresses, uses current for signature extraction — the '214 uses current only as a speed reference for order tracking.
  • N2 (Amirat) supplies amplitude demodulation in wind turbines.
  • The Hedin / Kikuchi / Bechhoefer items supply wind-turbine or bearing condition-monitoring context.

Each is therefore a §103 obviousness candidate, not a §102 anticipation. Claim-by-claim, the most defensible §102-style mappings are weak and conditional:

  • Claim 1 / 14 / 15 (resampling + phase-time + constant-phase-increment vector): closest = N4. Anticipation fails on the reference-signal source (vibration/acceleration vs. generator current).
  • Claim 1, 14, 15 (envelope resampling): closest = N5 / N2. Anticipation fails on current-derived shaft speed.
  • Claim 1 / 14 / 15 (identifying a bearing-fault characteristic signature): closest = N3 / #18 (Bechhoefer). Anticipation fails on the upstream current-aided resampling.
  • Dependent claims 2–4 (time-frequency fundamental-frequency estimation; pole-count conversion): not addressed by any single cited reference found. (N3's current-based diagnosis is the nearest analogue.)
  • Claims 11–13-type (order-domain FFT, conversion to frequency domain with a reference shaft frequency): N4 is the nearest, on the order-tracking theory, not on the current-aided implementation.

The practical significance: the '214 issued over this art, so the examiner evidently did not treat any item as anticipatory of claims 1/14/15. The real invalidity risk in this list is §103 (e.g., N4 or N5 in view of N3), plus the §102/§103 risk from the inventors' own 2016 Wang/Peng/Qiao paper, which is a grace-period question, not a conventional reference question.


D. Downstream citation of the '214 (for completeness — not §102 art against itself)

  • US 11,519,821 B2 — continuation; its own claim set lists US 10,852,214 as a cited reference.
  • WO 2023/065580 A1 (PCT/CN2022/077779) — cites US 10,852,214 B2 (NuTech Ventures), 2020-12-01 as Category "A" prior art against claims 1–17 (source: patentimages.storage.googleapis.com/47/bb/35/630775117ab9ec/WO2023065580A1.pdf).
  • US 11,460,006 B2 and US 12,253,432 list 10852214 (Qiao, 2020-12-01) among references cited.
  • pubchem.ncbi.nlm.nih.gov patent record for US-2012299305-A1 lists US-10852214-B2 (APP) as a "Cited By."

E. Explicit caveats

  1. Sourcing: The reference tables above are the as-printed list of the '821 continuation, not a directly-verified '214 front page. Confirm the '214's own list from its PDF / PatentCenter.
  2. Descriptions: For references I could not read in this session, I wrote "not verified" rather than guessing a disclosure. Do not treat a blank description as a substantive finding.
  3. OCR names: "Lecb", "Bidott", "Thuke", "Falo", "Heiberington", "McGrahl" are reproduced verbatim from the source and not auto-corrected.
  4. Numbering conflict flagged: US 10,591,819 (from the '821 front page) vs. US 10,591,519 (from the earlier litigation section of this record). These are printed literally and not reconciled.
  5. §102 vs §103: My mapping is analytical. Anticipation requires a single reference disclosing every element; on the record I retrieved, none does for claims 1/14/15.

Would you like me to (a) draft the exact query to pull the '214's own front-page citation table from PatentCenter/Espacenet, or (b) build the element-by-element §103 chart, e.g., Bonnardot (N4) + Blodt (N3) against claim 1?

Generated 9/24/2026, 6:48:43 PM

Obviousness

Combinations of prior art that suggest the claimed invention would have been obvious under 35 U.S.C. § 103.

✓ Generated

I'll research the prior art landscape relevant to this patent's claims before building the § 103 analysis.

Let me verify a few key prior-art references from the patent's own "References Cited" list so I can characterize them accurately.

Obviousness Analysis Under 35 U.S.C. § 103

U.S. Patent No. 10,852,214 B2 — "Detecting Faults in Wind Turbines"


0. Source note and a correction to the earlier sections

The prior-art record I am working from is the "References Cited" and "Prior art keywords" material on the Google Patents page for US 10,852,214 (https://patents.google.com/patent/US10852214/en) plus the cross-checked reference list on uspto.report (https://uspto.report/patent/grant/10852214). The page does not itself contain a USPTO examiner's §103 rejection — it lists the references of record (all marked "cited by applicant"). So this is a self-constructed validity/obviousness analysis built on that reference set, not a reproduction of an examiner's rejection. I say that up front so the provenance is clear.

Correction to the previously generated "Patent summary" section — flagging a contradiction as instructed. That section states: "Claims: 20 (3 independent: claims 1, 14, 15)." The authoritative claim text I now have (uspto.report and the Google Patents claim listing) shows this is wrong:

  • Claim 14 is dependent — "The system of claim 1, wherein the operations further comprise providing, for display to a user, data indicating the fault…"
  • Claim 15 is independent and is the non-transitory computer-readable storage device claim.
  • Claim 16 is independent and is the method claim.

So the three independent claims are 1, 15, and 16 — not 1, 14, 15. The earlier section's statement that "claim 15 is the method" is also transposed (claim 15 is the storage device; claim 16 is the method). This does not change the substance of the analysis, because claims 15 and 16 are substantively coextensive with claim 1, but the numbering should be corrected going forward.

Also note the earlier "Patent summary" described claim 14 as the storage-device claim, which is likewise incorrect.


1. Governing law, effective filing date, and POSITA

Applicable regime. The application (15/985,226) was filed May 21, 2018, and claims priority only to provisional 62/508,803 filed May 19, 2017 — both after March 16, 2013. The AIA version of §§ 102/103 governs. Reference dates should be measured against the May 19, 2017 effective filing date.

Person of ordinary skill in the art (POSITA). Based on the field (wind-turbine condition monitoring; electrical-machine diagnostics; vibration signal processing) and the cited art, the POSITA here would be a person with an M.S. or Ph.D. in electrical or mechanical engineering (or equivalent), with 2–4 years' experience in rotating-machine fault diagnosis, including knowledge of (i) order tracking/angular resampling, (ii) envelope (amplitude-demodulation) analysis of rolling-element bearings, (iii) instantaneous-frequency estimation from non-stationary signals, and (iv) generator stator-current signature analysis. This is the level that the applicant's own Background and reference list assume.

Applicant's own admissions in the specification. The Background and Detailed Description expressly concede as known: (a) that "vibration monitoring has been widely recognized as one of the most popular, effective, and reliable methods for bearing condition monitoring and fault diagnosis"; (b) that "order tracking … convert[s] a signal with a constant time increment into a signal with a constant phase increment via angular resampling"; (c) that IFE can be done by "phase-based and time-frequency distribution (TFD)-based methods"; and (d) the bearing characteristic-frequency formulas (Eq. 21–25) and the standard envelope analysis. These admissions supply much of the motivation and several of the elements independently of any specific reference.


2. The prior art of record that matters most

# Reference (from the "References Cited" list) Date What it teaches (grounded)
R1 Fyfe & Munck, "Analysis of computed order tracking," Mech. Syst. Signal Process., Mar. 1997, 11:187–205 1997 Computed order tracking: build a phase–time map from a reference signal, then resample with (best: cubic-spline) interpolation so samples are at constant angular increments. Confirmed via the PDOT review: "Fyfe and Munck's method from 1997 … used quadratic interpolation to construct the phase–time map and then evaluated different order polynomial interpolation methods for subsequent resampling, with best results from cubic-spline interpolation." (ScienceDirect S0888327013005037)
R2 Bonnardot, El Badaoui, Randall, Danière & Guillet, "Use of the acceleration signal of a gearbox in order to perform angular resampling (with limited speed fluctuation)," Mech. Syst. Signal Process., 2005, 19:766–785 2005 Tacho-less angular resampling: retrieve shaft position vs. time from a signal, then interpolate the vibration signal into the angular domain; combined with envelope analysis for bearing fault detection. "interpolation enables us to estimate the acceleration in angular domain … the denoised signal was studied using the envelope analysis technique, and the bearing fault frequency was then detected."
R3 Combet & Gelman, "An automated methodology for performing time synchronous averaging of a gearbox signal without speed sensor," MSSP, Aug. 2007, 21:2590–2606 2007 Automated tacho-less order tracking / TSA — automates the reference-harmonic selection of R2.
R4 Zhao, Lin, Wang, Lei & Cao, "A tacho-less order tracking technique for large speed variations," MSSP, Oct. 2013, 40:76–90 2013 Full tacho-less OT pipeline: estimate IF from a TFD ridge, recover shaft instantaneous phase (via a harmonic), resample "in the angular domain with a constant angular increment using cubic spline interpolation," and guard aliasing per Δθ ≤ …; explicitly framed against "frequency modulation and spectral smearing" in variable-speed machines.
R5 Zhao, Lin, Xu & Lei, "Tacholess envelope order analysis … rolling element bearings with varying speeds," Sensors, Aug. 2013, 13:10856–10875 2013 Combines tacho-less order tracking with envelope (order) analysis specifically for rolling-element bearings with varying speeds — i.e., the exact envelope-resampling-of-a-bearing-signal concept.
R6 Randall & Antoni, "Rolling element bearing diagnostics — A tutorial," MSSP, 2011, 25:485–520 2011 The canonical teaching that bearing faults produce characteristic frequencies (BPFI, BPFO, BSF, FTF) that are proportional to shaft speed, best extracted by envelope analysis of a resonance band; the "order" of a fault is speed-invariant.
R7 Feldman, "Hilbert Transform Application in Mechanical Vibration," 2011, pp. 14–20 2011 Extracting the vibration envelope via the Hilbert transform.
R8 Wang, Liang, Li et al., "Rolling element bearing fault diagnosis via fault characteristic order (FCO) analysis," MSSP, Mar. 2014, 45:139–153 2014 Diagnosing bearings by looking at fault characteristic orders in the order-domain spectrum — i.e., generating an order-domain representation and matching a signature.
R9 Borghesani, Ricci, Chatterton et al., "A new procedure for using envelope analysis for rolling element bearing diagnostics in variable operating conditions," MSSP, Jul. 2013, 38:23–35 2013 Envelope analysis of bearings under variable operating conditions — the smearing problem and its envelope-domain solution.
R10 Gong & Qiao, "Bearing fault detection for direct-drive wind turbines via stator current spectrum analysis," ECCE 2011; "…via current-demodulated signals," IEEE TIE 2013, 60:3419–3428; "Current-based mechanical fault detection for direct-drive wind turbines via synchronous sampling and impulse detection," IEEE TIE 2015, 62(3):1693–1702; "Imbalance fault detection of DDWTs using generator current signals," IEEE TEC 2012, 27:468–476 2011–2015 The generator-current route to wind-turbine mechanical fault detection, including synchronous (equal-phase) sampling and demodulation of the current signal.
R11 US 2016/0033580 A1 (Qiao & Gong) → US 10,359,473 B2 pub. Feb 4, 2016 Claims a method that receives a current signal from a turbine generator, "synchronously sampl[es] the current signal to obtain samples that are evenly spaced in the phase domain," estimates shaft rotating frequency, resamples the demodulated signals, and detects a fault from excitations at characteristic frequencies (incl. bearing cage-fault frequencies). Its Fig. 3 flow shows "Estimate Shaft Rotating Frequency of Wind Turbine Generator → Resample Frequency And Amplitude Demodulated Signals → Calculate Frequency Spectra."
R12 US 5,483,153 A (Leeb) 1996 Deriving machine speed/condition from the electrical current — current as a speed-information source.
R13 Kwok & Jones, "Improved instantaneous frequency estimation using an adaptive short-time Fourier transform," IEEE TSP, Oct. 2000, 48:2964–2972; Emresoy & El-Jaroudi, "Iterative instantaneous frequency estimation…," Signal Process., Jan. 1998, 64:157–165 1998/2000 TFD-based IFE — i.e., estimating instantaneous frequency from a time-frequency distribution (the parent of "max of a TFD" in dependent claim 3).
R14 Chapman, "Electric Machinery Fundamentals," 5th ed., Feb. 2011, 47–48; Qiao & Lu, "A survey on wind turbine condition monitoring and fault diagnosis — Part I," IEEE TIE, Oct. 2015, 62:6536–6545 2011/2015 The f_b = p·f_r pole-pair relation and the general wind-turbine CM landscape.
R15 Wang, Peng & Qiao, "Current-Aided Order Tracking of Vibration Signals for Bearing Fault Diagnosis of Direct-Drive Wind Turbines," IEEE Trans. Ind. Electron., 63(10):6336–6346, Oct. 2016 (DOI 10.1109/TIE.2016.2571258) Oct 2016 The inventors' own paper disclosing the entire claimed method: estimate the current fundamental frequency in the time-frequency domain → shaft rotating frequency; establish the shaft phase–time relationship; resample the envelope of the recorded vibration signal at equal-phase-increment time points; diagnose by peaks at bearing characteristic frequencies. (See §6 for the §102(b)(1)(A) caveat.)

Note on date status. R1–R14 all published more than one year before May 19, 2017, so they are prior art under §102(a)(1) with no grace-period exception available. R11 published Feb 4, 2016 — also more than one year before the priority date — so it too is §102(a)(1) art (the §102(b)(1) exception reaches only disclosures made ≤1 year before filing). R15 is the edge case addressed in §6.


3. Claim 1 (and its twins, claims 15 and 16) — element mapping

Claim 1 recites four operative limitations. Claims 15 and 16 use materially identical language (the storage-device and method forms), so the same mapping disposes of all three independent claims.

Claim 1 element Disclosure in the art
(a) obtain first signal = generator output current of a wind turbine, and second signal = time-sampled vibration signal representing bearing vibrations R10 (Gong & Qiao: current- and vibration-based DDWT bearing diagnosis); R11 (receive current signal from turbine generator); R6 (vibration monitoring/accelerometer on bearing casing)
(b) determine a shaft rotation frequency signal from the first signal, representing time-varying shaft speed R11 (explicit "Estimate Shaft Rotating Frequency"; "nonstationary periodic signal wherein the fundamental frequency … varies over time"); R12 (speed from current); R13 (IFE) as the mechanism
(c1) resample an envelope of the second signal based on that shaft-frequency signal → angular-sampled third signal R5 (tacho-less envelope order analysis for bearings at varying speed); R2 (angular resampling + envelope analysis); R9 (envelope analysis under variable conditions); R7 (Hilbert envelope)
(c2) determining, based on the shaft-frequency signal, a phase–time relationship between time steps and shaft phases R1 (phase–time map); R4 ("recover the phase information of the shaft … provides a mapping from the time to the angle domain"); R2 (position vs. time from phase demodulation)
(c3) generating a resampling vector of time points representing constant phase increments in the angular domain R1 (constant angular increment resampling via interpolation); R4 ("resampling in the angular domain with a constant angular increment Δθ … cubic spline interpolation"); R11 (calculate sampling times "in which the phase intervals of adjacent samples are substantially constant")
(d) detect a bearing fault by identifying a characteristic signature in the third signal R6 (BPFI/BPFO/BSF/FTF characteristic frequencies); R8 (fault characteristic order); R5 (bearing fault frequency detected in the envelope order spectrum); R10 (current-side characteristic frequencies)

Every element of claim 1 is disclosed; the only question is whether the combination is non-obvious.


4. The obviousness combinations

Combination A (strongest): R2 + R4/R5 + R10/R11 + R6/R7

The combination. Bonnardot (R2), Zhao (R4) and the tacholess-envelope-order reference (R5) — optionally formalized by Fyfe & Munck (R1) — supply the order-tracking framework: derive a phase–time map from a signal, resample the (envelope of the) vibration signal at constant angular increments by interpolation, and then look for the bearing fault frequency in the resulting spectrum. Gong & Qiao (R10) and US 2016/0033580 (R11) supply the current signal as the source of the speed reference in a wind-turbine generator. Randall & Antoni (R6) and Feldman (R7) supply the envelope analysis and the bearing characteristic frequencies that define the "characteristic signature."

Motivation to combine (articulated):

  1. The problem is common and the solution was known. Variable-speed operation causes "frequency modulation and spectral smearing" and "the frequency band of those harmonics will overlap when the speed variation is large" (R4) — exactly the wind-turbine problem the '214 Background concedes. Order tracking "is an effective technique to solve the spectrum smearing problem caused by speed variation so that the conventional spectrum analysis methods can be employed afterwards" (R4) — a POSITA would not need the patent to reach this.

  2. Order tracking needs a speed reference, and tacho-less extraction from vibration is acknowledged to be difficult. R4/R2 themselves note the traditional tachometer's cost and installation problems; R2's method "necessitate[s] a low speed fluctuation"; R4 notes prior tacho-less methods are limited. The '214 specification says the same about vibration: "it is difficult to extract a reference signal from the bearing vibration signal." A POSITA therefore had a recognized need for a better reference-signal source.

  3. The generator current was the obvious candidate, and the art said so. Gong & Qiao (R10) and Qiao's US 2016/0033580 (R11) teach that the turbine generator current is already available and carries the shaft-speed information; the current's fundamental is "a fixed multiplier of the varying shaft speed" and "generator current signals are already measured and used by wind turbine control systems; no additional sensor … is required." R12 (Leeb) confirms that electrical current is a recognized speed-information source. Substituting current for a tachometer/gear-mesh reference in the order-tracking scheme is a substitution of a known equivalent element to obtain a predictable result (KSR Int'l v. Teleflex).

  4. Envelope resampling specifically — and why it is not a non-obvious refinement. R5 already performs envelope order analysis for bearings at varying speed, and R2/R9/Borghesani teach envelope analysis as the standard bearing technique under non-stationary conditions. The '214's stated reason for resampling the envelope "rather than the original signal" (to avoid re-introducing smearing around the structural resonance frequency) is the ordinary consequence, well known from R6/R9, of resampling a resonance-carried fault signal. A POSITA applying order tracking to a bearing signal would naturally take the envelope first.

Reasonable expectation of success. Each sub-step was separately validated in the art (R1, R2, R4, R5, R6, R10, R11), and the combination is a straightforward serial pipeline. Nothing here requires unpredictable results.


Combination B: R1 (Fyfe & Munck) + R11 (US 2016/0033580) + R6 (Randall & Antoni)

This combination is arguably the cleanest because it uses the applicant's own prior art.

  • R1 provides every order-tracking mechanics limitation: phase–time map construction, constant-angular-increment resampling, cubic-spline interpolation (mapped to claim 1 steps (c2)–(c3) and claims 8/20).
  • R11 provides the current-signal / turbine-generator / synchronous-resampling context — receiving a generator current, estimating shaft rotating frequency, computing a second set of sampling times "in which the phase intervals of adjacent samples are substantially constant," and re-sampling accordingly, to detect a fault at a characteristic frequency (R11 even lists bearing cage-fault frequencies and shows them in the current PSD). R11 thus discloses, in a turbine-generator setting, the same "derive speed from current → resample at constant phase → detect characteristic frequency" architecture the '214 claims — but applied to a demodulated current signal.
  • R6 supplies the reason and the signal the '214 switches to: for bearing diagnosis, vibration envelope analysis is the recognized, more sensitive method ("vibration monitoring has been widely recognized as one of the most popular, effective, and reliable methods" — the '214 Background itself).

Motivation. Given R11's teaching that the current can supply a phase-locked resampling clock for a turbine generator, and R6's teaching that bearing faults are best seen in the vibration envelope, it would have been obvious to a POSITA to use the current-derived clock to order-track the vibration envelope instead of the current itself — i.e., to keep R11's speed-reference mechanism and swap in the recognized bearing signal. The '214's own results confirm the expectation: the patent reports that the current-based method failed for inner- and outer-race faults while the vibration-based method succeeded (Table III), i.e., the claimed approach is the predictable improvement one would expect from using the better signal with an already-known resampling clock.


Combination C: R2 (Bonnardot) + R7/R6 (envelope/Hilbert) + R10/R11/R12 (current-as-speed-source)

A three-reference combination sufficient to render claim 1 obvious:

  • R2 supplies "resample the signal against the angle by using [a measured] signal … interpolation … to estimate the acceleration in angular domain" and "envelope analysis … the bearing fault frequency was then detected."
  • R10/R11/R12 supply the substitution of the generator current for R2's gear-mesh/acceleration reference in the wind-turbine context (and R11 supplies the explicit "estimate shaft rotating frequency" step).
  • R7 supplies the Hilbert-transform envelope of claim 5.

Motivation: R2's own limitation ("necessitate a low speed fluctuation") and its dependence on a gear-mesh harmonic (absent in a direct-drive turbine) create a known deficiency that the current signal — dominant, monocomponent, and proportional to shaft speed (the '214 Background; R10/R11) — remedies. "If a technique has been used to improve one device, and a person of ordinary skill … would recognize that it would improve similar devices in the same way, using the technique is obvious" (KSR).


Combination D (near-anticipatory): R15 alone or R15 + R6

The inventors' own IEEE TIE paper (R15) discloses the claimed method essentially verbatim: estimate the current fundamental frequency in the time-frequency domain to get shaft rotating frequency → establish the phase–time relationship → resample the envelope of the synchronously recorded vibration signal at equal-phase-increment points → detect bearing faults from peaks in the resampled envelope spectrum. If R15 were citable prior art, claim 1 would be at least obvious and arguably anticipated. But see §6 — R15 may be removed by the §102(b)(1)(A) grace-period exception. That is precisely why Combinations A–C (built on non-inventor art) carry the load of the §103 case.


5. The dependent claims

Claim Limitation Reference(s) rendering it obvious Motivation
2 (also 17) estimate fundamental frequency at each of multiple time steps; derive shaft frequency from it R11 ("Estimate Shaft Rotating Frequency"), R13 (IFE), R15 Standard IFE; the current fundamental is a fixed multiple of shaft speed (R10/R12)
3 (also 18) estimate fundamental frequency as the maximum value of a TFD R13 (TFD-based IFE); R15 (the direct-maximum method, Eq. 8); R4 (TFD ridge extraction) Picking the TFD peak/ridge is the routine way to read an IF off a spectrogram
4 (also 19) compute shaft frequency from current fundamental using generator pole count R14 (Chapman — f_b = p·f_r); R11; R15 (Eq. 9) Textbook relation; POSITA would apply it automatically
5 envelope via Hilbert transform R7 (Feldman); R6; R11 (uses a Hilbert transform); R4/R15 (Hilbert used to get phase/mono-component) Hilbert is the canonical envelope/analytic-signal tool
6 / 7 oversample the envelope above the vibration sampling rate R4 (Nyquist/aliasing guard for resampling); general DSP (Oppenheim, cited) Anti-aliasing before interpolation is routine
8 (also 20) resample using the resampling vector to yield constant-phase-increment samples R1; R4; R11 Directly disclosed
9 detect via an order-domain representation of the third signal R8 (fault characteristic order); R1; R5 Order spectrum is the by-product of order tracking
10 order-domain representation via FFT R1; R8; trivial FFT of the resampled signal
11 convert order domain → frequency domain using a selected reference shaft rotation frequency R15 (f_rc = f_p/p → frequency-domain spectrum); R1/R8 Standard re-scaling of the order axis
12 identify the type of fault from the signature R6; R10 BPFI/BPFO/BSF/FTF identification is the whole point of R6
13 type is inner-race, outer-race, cage-relative-outer-ring, or cage-relative-inner-ring R6 (Eq. 21–25 and Table of characteristic frequencies); R10 (cage-fault frequencies in current); R15 (Table I) The four canonical bearing-fault classes and their frequency formulas are standard
14 display fault data to a user R11 (generate/transmit alert); routine UI Outputting a diagnostic result to an operator is conventional

Note: claims 6 and 7 recite the same oversampling concept twice (claim 6 as an operation, claim 7 as a signal-property recitation). That is a clarity/duplication concern, not a §103 concern, but it also means the oversampling feature adds nothing beyond what claim 6 already contributes to the obviousness analysis.


6. The one real obstacle: the §102(b)(1)(A) grace-period exception for R15

R15 (Wang, Peng & Qiao, IEEE TIE, Oct. 2016; DOI 10.1109/TIE.2016.2571258) is published less than one year before the May 19, 2017 priority date, and its authors Jun Wang and Wei Qiao are two of the three named '214 inventors (Wang, Qiao, Qu). Under AIA §102(b)(1)(A), a disclosure made ≤1 year before the effective filing date is not prior art if "the disclosure was made by the inventor or joint inventor or by another who obtained the subject matter disclosed directly or indirectly from the inventor or a joint inventor." Because the disclosure was made by joint inventors (with a third author, Peng, who presumably obtained the subject matter from them), R15 likely falls within the grace-period exception and may be removable as prior art.

Implications for the §103 case:

  • R15 should not be relied on as the sole or primary reference unless one is prepared to litigate the exception. Its most defensible uses are (i) as evidence of the state of the art / what a POSITA knew (its teachings may still inform the level of ordinary skill and the motivation to combine non-inventor art), and (ii) background.
  • The §103 case should therefore rest principally on Combinations A and B, which are built on non-inventor art that predates the critical date by well over a year (R1 1997, R2 2005, R3 2007, R4/R5 2013, R6 2011, R7 2011, R8 2014, R9 2013, R10 2011–2015, R11 pub. Feb 2016, R12 1996, R13 1998/2000, R14 2011/2015). All of these are §102(a)(1) art with no exception available.
  • Note also that R11 (US 2016/0033580) is a Qiao/Gong document published Feb 4, 2016 — more than one year before the priority date — so §102(b)(1)(A) does not reach it; it is solid prior art. (Its common ownership with the '214 via NuTech Ventures would only matter for the §102(a)(2) "patent-application-as-prior-art" branch; the printed-publication branch of §102(a)(1) is unaffected by common ownership, and the §102(b)(1) grace period does not apply because the publication is >1 year old.)

7. Secondary considerations (objective indicia)

Nothing in the record I can find supplies strong secondary evidence:

  • No unexpected results. The patent's own comparative data (Table III) show the vibration-based method working and the current-based method failing — the expected outcome of using the better signal, not an unexpected one.
  • No evidence of industry praise, licensing-for-novelty, copying, or long-felt unmet need specific to the claimed combination appears in the patent or the sources reviewed. The '214 reads as a normal incremental application of known order-tracking/envelope-analysis techniques to a known platform (direct-drive wind turbines), patented through a university technology-transfer office. (No litigation/PTAB record was located for the '214 — consistent with the earlier litigation section — so there is no adjudicated secondary-considerations record either.)
  • A patentee might argue the selection of the generator current (over gear-mesh or vibration) as the reference source was non-obvious. That argument is weak given R10/R11/R12 and the express recognition in the art that the current fundamental is dominant and proportional to shaft speed.

8. Bottom line

  1. Independent claims 1, 15, and 16 would have been obvious under §103 over R2 (Bonnardot) + R4 (Zhao) + R5 (Zhao Sensors) + R10 (Gong & Qiao) + R11 (US 2016/0033580) + R6 (Randall & Antoni), and alternatively over R1 (Fyfe & Munck) + R11 + R6, with R7 (Feldman) and R9 (Borghesani) as secondary references. The motivation is supplied by the admitted variable-speed spectral-smearing problem, the recognized difficulty/cost of tachometer and vibration-derived references, and the recognized availability of the generator current as a shaft-speed reference.

  2. Every dependent claim adds only conventional, separately known limitations (Hilbert envelope; oversampling/anti-aliasing; cubic-spline/vector resampling; order-domain/FFT representation with a reference-shaft-speed rescaling; characteristic-frequency-based fault typing) drawn from the same reference set.

  3. The single most likely validity vulnerability is also the most awkward to assert: the inventors' own R15 (IEEE TIE 2016) discloses the invention essentially verbatim but is likely removed by the §102(b)(1)(A) grace-period exception. A challenger should therefore lead with the non-inventor Combinations A/B, and use R15 only as state-of-the-art/level-of-skill evidence.

Confidence and limitations. I am confident in the identity, dates, and general teachings of R1–R14 because they come from the patent's own of-record reference list with abstract-level confirmation from the searches above. I have not verified each reference's precise page/paragraph-level teachings against full texts, and I have not seen an examiner's actual §103 rejection (none appears on the page). Claim-element mappings above are therefore analytical inferences, not of-record findings, and should be confirmed against the operative claim text (which I have, from uspto.report) and, for any high-stakes use, against the full prior-art documents and PatentCenter file history. No litigation or PTAB proceeding involving US 10,852,214 was located, consistent with the previously generated litigation section.

Generated 9/24/2026, 6:49:12 PM

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