`
`
`
`UNITED STATES PATENT AND TRADEMARK OFFICE
`
`_____________
`
`BEFORE THE PATENT TRIAL AND APPEAL BOARD
`
`_____________
`
`LSI CORPORATION and AVAGO TECHNOLOGIES U.S., INC.,
`
`Petitioners,
`
`v.
`
`REGENTS OF THE UNIVERSITY OF MINNESOTA,
`
`Patent Owner.
`
`_____________
`
`Case No. IPR2017-01068
`
`Patent No. 5,859,601
`
`_____________
`
`PATENT OWNER’S RESPONSE
`
`
`
`
`
`
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`
`
`TABLE OF CONTENTS
`
`TABLE OF AUTHORITIES …………………………………………………….iii
`EXHIBIT LISTING ............................................................................................... vi
`CHALLENGED CLAIMS ………………………………………………………..x
`
`I.
`II.
`
`III.
`
`Introduction ....................................................................................................1
`Summary of the ’601 Patent ...........................................................................5
`A. HDD Basics ......................................................................................... 6
`B.
`Reading Data From a Disk .................................................................. 9
`C.
`Problem Addressed by the ’601 Patent .............................................. 13
`D.
`The Beauty of the Inventive MTR Codes of the ’601 Patent ............ 18
`Petitioners’ Invalidity Grounds and Evidence .............................................21
`A. Okada ................................................................................................. 21
`B.
`The Tsang Patent ............................................................................... 29
`C.
`Soljanin’s Testimony ......................................................................... 30
`IV. Claim Construction ......................................................................................35
`V. Okada Does Not Anticipate the Challenged Claims ....................................41
`A. Okada Does Not Disclose Every Element of Claim 13 ..................... 42
`1.
`Okada Does Not Disclose the j Constraint .............................. 42
`2.
`Okada Does Not Disclose the k Constraint ............................. 44
`Okada Does Not Disclose Every Limitation of Dependent
`Claims 14 and 17 ............................................................................... 45
`VI. The Tsang Patent Does Not Anticipate the Challenged Claims ..................46
`A.
`Factual Background ........................................................................... 47
`
`B.
`
`- i -
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`
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`
`
`B.
`C.
`
`Applicable Legal Principles ............................................................... 53
`The Tsang Patent Does Not Qualify as Prior Art .............................. 56
`1. Moon and Brickner Completed Their Invention Prior to
`Tsang’s Filing Date ................................................................. 56
`The Disclosure of MTR Codes in the Tsang Patent Was
`Derived From Moon and Brickner .......................................... 61
`The Tsang Patent Cannot Anticipate Under § 102(g) ....................... 65
`D.
`VII. Conclusion ...................................................................................................66
`
`
`2.
`
`
`
`- ii -
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`
`
`
`
`TABLE OF AUTHORITIES
`
` Page(s)
`
`Cases
`AK Steel Corp. v. Sollac & Ugine,
`344 F.3d 1234 (Fed. Cir. 2003) .......................................................................... 38
`Apple Inc. v. Smartflash LLC,
`CBM2015-00028, WL 3035555, (P.T.A.B. May 26, 2016) (Paper
`44, “Final Written Decision”) ............................................................................ 33
`Apple, Inc. v. Motorola, Inc.,
`No. 1-11–cv- 8540 (N.D. Ill.) .............................................................................. 5
`Becton, Dickinson and Co. v. Baxter Corp. Englewood,
`IPR2019-00119 (May 3, 2019) ...................................................................... 4, 65
`Carnegie Mellon Univ. v. Marvell Tech. Grp., Ltd.,
`801 F.3d 1283 (Fed. Cir. 2015) .......................................................................... 10
`Cooper v. Goldfarb,
`154 F.3d 1321 (Fed. Cir. 1998) .................................................................... 54, 55
`In re DeBaun,
`687 F.2d 459 (C.C.P.A. 1982) ........................................................................... 56
`Dynamic Drinkware, LLC v. Nat’l Graphics, Inc.,
`800 F.3d 1375 (Fed. Cir. 2015) .................................................................... 41, 46
`Enzo Biochem, Inc. v. Applera Corp.,
`599 F.3d 1325 (Fed. Cir. 2010) ...................................................................... 3, 31
`EON Corp. v. Silver Spring Networks, Inc.,
`815 F.3d 1314 (Fed. Cir. 2016) .......................................................................... 37
`Green Cross Corp. v. Shire Human Genetic Therapies, Inc.,
`IPR2016-00258, 2017 WL 1096597 (P.T.A.B. Mar. 22, 2017)
`(Paper 89) ........................................................................................................... 46
`Honeywell Int’l, Inc. v. Int’l Trade Comm’n,
`341 F.3d 1332 (Fed. Cir. 2003) ...................................................................... 3, 31
`
`- iii -
`
`
`
`
`
`ICU Med., Inc. v. Alaris Med. Sys.,
`558 F.3d 1368 (Fed. Cir. 2009) .......................................................................... 38
`In re Land,
`368 F.3d 866 (C.C.P.A. 1966) ..................................................................... 55, 65
`In re Mathews,
`408 F.2d 1393 (C.C.P.A. 1969) ................................................................... 55, 65
`Ocean Innovations, Inc. v. Archer,
`145 Fed. App’x 366 (Fed. Cir. 2005) ................................................................. 38
`Perfect Surgical Tech. Inc. v. Olympus Am., Inc.,
`841 F.3d 1004 (Fed. Cir. 2016) .......................................................................... 61
`Phillips v. AWH Corp.,
`415 F.3d 1303 (Fed. Cir. 2005) (en banc) .......................................................... 37
`Power Integrations, Inc. v. Fairchild Semiconductor Int’l, Inc.,
`711 F.3d 1348 (Fed. Cir. 2013) .......................................................................... 37
`Price v. Symsek,
`988 F.2d 1187 (Fed. Cir. 1993) .................................................................... 55, 56
`Regents of the Univ. of Minn. v. LSI Corp. et al.,
`No. 5:18-cv-00821-EJD (N.D. Cal.) ........................................................ 2, 30, 31
`Renishaw PLC v. Marposs Societa’
`per Azioni, 158 F.3d 1243, 1250 (Fed. Cir. 1998) ............................................. 37
`Riverwood Int’l Corp. v. R.A. Jones & Co.,
`324 F.3d 1346 (Fed. Cir. 2003) .......................................................................... 56
`In re Robertson,
`169 F.3d 743 (Fed. Cir. 1999) ............................................................................ 41
`Scott v. Finney,
`34 F.3d 1058 (Fed. Cir. 1994) ............................................................................ 59
`Smith & Nephew, Inc. v. ConforMIS, Inc.,
`IPR2017-00511, 2018 WL 2972960, (P.T.A.B. June 11, 2018) ........................ 34
`
`- iv -
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`
`
`
`
`Solvay S.A. v. Honeywell Int’l Inc.,
`742 F.3d 998 (Fed. Cir. 2014) ............................................................................ 54
`Taskett v. Dentlinger,
`344 F.3d 1337 (Fed. Cir. 2003) .................................................................... 55, 59
`Trintec Indus., Inc. v. Top-U.S.A. Corp.,
`295 F.3d 1292 (Fed. Cir. 2002) .......................................................................... 45
`Williams v. Adm’r of NASA,
`463 F.2d 1391 (C.C.P.A. 1972) ................................................................... 54, 59
`Xilinx, Inc. v. Intellectual Ventures I LLC,
`IPR2013-00112, 2014 WL 2965700 (P.T.A.B. June 26, 2014) ......................... 33
`Statutes
`35 U.S.C. § 102(e) ............................................................................................ passim
`35 U.S.C. § 102(g) ........................................................................................... passim
`35 U.S.C. § 103 ......................................................................................................... 1
`Other Authorities
`37 C.F.R. § 42.104(b)(3) ......................................................................................... 40
`37 C.F.R. § 42.120 .................................................................................................... 1
`U.S. Patent No. 5,859,601 ................................................................................ passim
`
`- v -
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`
`
`EXHIBIT LISTING
`
`EXHIBIT NO.
`
`DESCRIPTION
`
`2001
`
`2002
`
`2003
`
`2004
`
`2005
`
`2006
`
`2007
`
`2008
`
`2009
`
`2010
`
`University of Minnesota Charter (filed May 24, 2017)
`
`University of Minnesota Consolidated Financial Statements
`for the Years Ended June 30, 2016 and 2015 (filed May 24,
`2017)
`
`Transcript of January 3, 2018 Conference Call (filed June 5,
`2018)
`
`Statutory Disclaimer filed by Patent Owner (filed February
`18, 2020)
`
`Declaration of Christopher Verdini in Support of Motion for
`Pro Hac Vice Admission (filed May 13, 2020)
`
`Declaration of Anna Shabalov in Support of Motion for Pro
`Hac Vice Admission (filed May 13, 2020)
`
`Declaration of Professor Emina Soljanin in Regents of the
`University of Minnesota v. LSI Corporation et al., Case No.
`18-cv-00821-EJD-NMC, Dkt. 204-4 (N.D. Cal. Apr. 13,
`2018)
`
`Transcript of May 9, 2018 Deposition of Prof. Emina
`Soljanin in Regents of the University of Minnesota v. LSI
`Corporation et al., Case No. 18-cv-00821-EJD-NMC (N.D.
`Cal.)
`
`B. Marcus and E. Soljanin, “Modulation Codes for Storage
`Systems,” Chapter 11 of Coding and Signal Processing for
`Magnetic Recording Channels, B. Vasic and E. Kurtas, eds.,
`CRC Press, 2005
`
`E. Soljanin, “Coding for Improving Noise Immunity in
`Multi-Track Multi-Head Recording Systems,” Ph.D. thesis,
`Texas A&M Univ., 1994
`
`- vi -
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`
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`
`
`EXHIBIT NO.
`
`DESCRIPTION
`
`2011
`
`2012
`
`2013
`
`2014
`
`2015
`
`2016
`
`2017
`
`2018
`
`2019
`
`2020
`
`2021
`
`2022
`
`2023
`
`Transcript of June 5, 2020 Deposition of Prof. Emina
`Soljanin
`
`NSIC/DARPA Ultra-High-Density Recording Project
`Agreement, March 19, 1993
`
`November 1, 1995 Letter from Robert Kost of Seagate
`Technology to Nathan Malek of the University of Minnesota
`
`Letter from Sharon Rotter of NSIC to Nathan Malek of the
`University of Minnesota
`
`December 27, 1995 facsimile from Nathan Malek of the
`University of Minnesota to Sharon Rotter of NSIC
`
`Declaration of Prof. Jaekyun Moon
`
`Declaration of Prof. Steven W. McLaughlin
`
`H. Shafiee, B. Rub and R. Kost, “Signal Space Detectors for
`MTR-Coded Magnetic Recording Channels,” IEEE Trans.
`on Magnetics, vol. 34, no. 1, January 1998, pp. 141–46
`
`J. Moon and L. R. Carley, “Performance Comparison of
`Detection Methods in Magnetic Recording,” IEEE Trans. on
`Magnetics, vol. 26, no. 6, November 1990, pp. 3155–72
`
`Table of Contents, Intermag 1996, April 9–12, 1996, Seattle,
`WA
`
`U.S. Provisional Patent Serial No. 60/014,954, filed April 5,
`1996
`
`Obituary of Kin Hing Paul Tsang, Star Tribune, March 26,
`2014
`
`M. Fischetti, “Going Vertical,” Scientific American, August
`2006, pp. 90–91
`
`- vii -
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`
`
`
`
`EXHIBIT NO.
`
`DESCRIPTION
`
`2024
`
`2025
`
`2026
`
`2027
`
`2028
`
`2029
`
`2030
`
`2031
`
`2032
`
`2033
`
`2034
`
`Excerpts from S. Wang and A. Taratorin, Magnetic
`Information Storage Technology, Academic Press, 1999
`
`B. Brickner and J. Moon, “Seagate Annual Report,”
`University of Minnesota, Center for Micromagnetics and
`Information Technologies, September 26, 1995
`
`P. Siegal, “Recording Codes for Digital Magnetic Storage,”
`IEEE Trans. on Magnetics, vol. Mag.-21, no. 5, Sept. 1985,
`pp. 1344–49
`
`Excerpts from K. Ashar, Magnetic Disk Drive Technology,
`IEEE Press, 1997
`
`Excerpts from H. N. Bertram, Theory of Magnetic
`Recording, Cambridge University Press, 1994
`
`Excerpts from Merriam-Webster’s Collegiate Dictionary,
`10th Ed., 1996
`
`Image of Plaque Awarded to Professor Moon by NSIC for
`“Technical Achievement Award, 1997” for “creation and
`development of the Maximum Transition Run Code”
`
`Excerpts from The American Heritage Dictionary, 2nd
`College Ed., 1985
`
`University of Minnesota Office of Research Administration
`Notice of Grant or Contract Award to Seagate Tech. Corp.,
`dated March 18, 1997
`
`B. Brickner and J. Moon, “Coding for Increased Distance
`With a d=0 FDTS/DF Detector,” University of Minnesota,
`Center for Micromagnetics and Information Technologies,
`May 25, 1995
`
`Seagate Technology Twin Cities Operations Technology
`Monthly Progress Report, July 12, 1995
`
`- viii -
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`
`
`
`
`EXHIBIT NO.
`
`DESCRIPTION
`
`2035
`
`2036
`
`2037
`
`University of Minnesota Invention Disclosure Form, Sept. 8,
`1995
`
`B. Vasic, P. Aziz and N. Sayiner, “Read Channels for Hard
`Drives,” Chapter 15 of Coding and Signal Processing for
`Magnetic Recording Channels, B. Vasic and E. Kurtas, eds.,
`CRC Press, 2005
`
`Declaration of Mark G. Knedeisen
`
`
`
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`- ix -
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`
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`CHALLENGED CLAIMS
`
`13. A method for encoding m-bit binary datawords into n-bit binary codewords in
`
`a recorded waveform, where m and n are preselected positive integers such that n
`
`is greater than m, comprising the steps of:
`
`receiving binary datawords; and
`
`producing sequences of n-bit codewords;
`
`imposing a pair of constraints (j;k) on the encoded waveform;
`
`generating no more than j consecutive transitions of said sequence in the
`
`recorded waveform such that j≥2; and
`
`generating no more than k consecutive sample periods of said sequences
`
`without a transition in the recorded waveform.
`
`
`
`14. The method as in claim 13 wherein the consecutive transition limit is defined
`
`by the equation 2≤j<10.
`
`
`
`17. The method as in claim 14 wherein the binary sequences produced by
`
`combining codewords have no more than one of j consecutive transitions from 0 to
`
`1 and from 1 to 0 and no more than one of k+1 consecutive 0’s and k+1
`
`consecutive 1’s when used in conjunction with the NRZ recording format.
`
`- x -
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`
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`I.
`
`INTRODUCTION
`The Board granted institution for claims 13, 14, and 17 (“Challenged
`
`Claims”) of U.S. Patent No. 5,859,601 (“’601 Patent,” Ex. 1001) on two very
`
`narrow grounds, i.e., that the Challenged Claims are anticipated by Okada (Ex.
`
`1007) and by the Tsang Patent (Ex. 1009). Petitioners did not challenge those
`
`claims as being invalid for obviousness under 35 U.S.C. § 103. Patent Owner,
`
`Regents of the University of Minnesota (“UMN”), submits this Patent Owner
`
`Response (“POR”) under 37 C.F.R. § 42.120.
`
`The ’601 Patent addresses a problem in magnetic recording wherein a
`
`recorded waveform containing a large number of consecutive “transitions” is more
`
`prone to errors in the detection process, Ex. 1001, col. 3:53–57, where a
`
`“transition” is a reversal in the magnetic orientation of adjacent bit regions along a
`
`recording track of a magnetic recording medium. To address the problem,
`
`Professor Jaekyn Moon and his then-Ph.D. student at UMN, Barrett Brickner,
`
`invented a novel encoding scheme for magnetic recording referred to as
`
`“Maximum Transition Run” (“MTR”) codes. Id., Abstract. The inventive MTR
`
`codes of the Challenged Claims prevent “more than j consecutive transitions” from
`
`being written to a magnetic recording medium and limit the number of consecutive
`
`nontransitions “to no more than k.” Id., col. 2:59-61; col. 4:48.
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`- 1 -
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`Neither Okada nor the Tsang Patent anticipate the Challenged Claims.
`
`Okada describes an optical data storage system that not does limit consecutive
`
`“transitions” of any kind in the recording medium, much less magnetic transitions,
`
`as described in the ’601 Patent and required by the Challenged Claims. Instead,
`
`Okada prevents an optical head from being pulsed “on” too many (three) times in a
`
`row, which is not a limit on consecutive “transitions” under any reasonable
`
`interpretation of the term. Okada also fails to impose a k constraint on successive
`
`nontransitions because its coding rules do not constrain the number of successive
`
`times the optical head can be “off.”
`
`To supplement their argument that Okada anticipates the Challenged Claims,
`
`Petitioners rely exclusively on the testimony of their expert, Professor Emina
`
`Soljanin (“Soljanin”), but her testimony is unreliable and inconsistent in multiple
`
`respects. Among other things, she rendered herself incapable of opining on
`
`anticipation of the Challenged Claims by asserting, in sworn testimony in
`
`connection with the related district court proceeding,1 that five terms in the
`
`Challenged Claims were indefinite. Ex. 2007, ¶¶ 37–59. If the claims allegedly
`
`
`1 Regents of the Univ. of Minn. v. LSI Corp. et al., No. 5:18-cv-00821-EJD (N.D.
`
`Cal.) (the “Litigation”). The Litigation was stayed pending this IPR before any
`
`rulings on claim construction or validity. See Dkt. 211 (May 11, 2018).
`
`- 2 -
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`
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`“fail to inform, with reasonable certainty, those skilled in the art about the scope of
`
`the invention” (Ex. 2007, ¶ 35), Soljanin can hardly now find those elements of the
`
`Challenged Claims in any prior art reference. See Enzo Biochem, Inc. v. Applera
`
`Corp., 599 F.3d 1325, 1332 (Fed. Cir. 2010) (first step in anticipation analysis
`
`requires construing the claim; if a claim is indefinite, by definition, it cannot be
`
`construed); Honeywell Int’l, Inc. v. Int’l Trade Comm’n, 341 F.3d 1332, 1342 (Fed.
`
`Cir. 2003) (without a discernable claim construction, an anticipation analysis
`
`cannot be performed).
`
`Soljanin also admitted that she is “not familiar with optical recording
`
`physics”—the very subject of Okada—and does not “know how 1’s and 0’s are
`
`physically recorded in general” in Okada’s optical storage system. Ex. 2011, pp.
`
`72–76. Additionally, Soljanin contradicted herself on whether Okada discloses the
`
`required j constraint of the Challenged Claims. In her declaration, Soljanin
`
`asserted that the j constraint in Okada is two (Ex. 1010, ¶¶ 99, 100, 102, 110, 112–
`
`13). On cross-examination, however, Soljanin testified that the j constraint in
`
`Okada was four or eight, and then later admitted it could be twelve. Ex. 2011, pp.
`
`92–93. In light of these and other critical deficiencies, the Board should not give
`
`any weight to Soljanin’s testimony.
`
`The Tsang Patent does not anticipate the Challenged Claims because it does
`
`not qualify as prior art under either 35 U.S.C. § 102(e) or § 102(g), as alleged by
`
`- 3 -
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`
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`Petitioners.2 Moon and Brickner invented MTR codes prior to the filing date of the
`
`Tsang Patent. Petitioners, in fact, unwittingly admit that Moon and Brickner
`
`conceived MTR codes first by citing an allegedly even earlier disclosure of MTR
`
`codes referred to in the Tsang Patent as the “Seagate Annual Report.” Petition at
`
`6. But, Moon and Brickner—not Tsang—authored the Seagate Annual Report
`
`(Ex. 2025) prior to the filing date of the Tsang Patent. Tsang was working for
`
`Seagate at the time Moon and Brickner wrote the Seagate Annual Report (summer
`
`of 1995) and Tsang received the Seagate Annual Report from Moon and Brickner
`
`before he filed his patent application.3 Thus, the Tsang Patent’s filing date does
`
`not pre-date Moon/Bricker’s invention date. Nor is the Tsang Patent an invention
`
`“by another” as required by §§ 102(e) and (g).
`
`
`2 Tsang’s alleged prior invention under § 102(g) cannot be used to cancel a claim
`
`in an inter partes review because an IPR must be based on prior art consisting of
`
`patents or printed publications. See Becton, Dickinson and Co. v. Baxter Corp.
`
`Englewood, IPR2019-00119, Paper 15 at 17 (May 3, 2019) (citing 35 U.S.C.
`
`§ 311(a)).
`
`3 To avoid confusion, Ex. 1009 is referred to as the “Tsang Patent” and the inventor
`
`thereof is referred to as “Tsang.”
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`- 4 -
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`
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`In support of this POR, UMN provides declarations from Professor Steven
`
`W. McLaughlin (Ex. 2017) and Professor Moon (Ex. 2016). Prof. McLaughlin is
`
`the Dean of the College of Engineering at the Georgia Institute of Technology and
`
`is an expert on coding technologies, including for both magnetic and optical
`
`recording. Ex. 2017, Section I. His renown in this field led Judge Posner to
`
`appoint him as the court’s independent technical advisor in Apple, Inc. v.
`
`Motorola, Inc., No. 1-11–cv- 8540 (N.D. Ill.) (Dkt. 677 at 35). His declaration
`
`explains, among other things, that Okada does not disclose all elements of the
`
`Challenged Claims.
`
`Prof. Moon is the first named inventor of the ’601 Patent. His declaration
`
`describes and documents the events surrounding Moon/Brickner’s invention of
`
`MTR codes in 1995, including conception and reduction to practice, and the
`
`disclosure of their invention to Seagate, including to Tsang, who worked for
`
`Seagate at the time.
`
`II.
`
`SUMMARY OF THE ’601 PATENT
`The ’601 Patent relates to magnetic data storage systems, such as hard disk
`
`drives (“HDD”) and magnetic tape systems. Ex. 1001, col. 1:9–10; col. 2:40–43;
`
`col. 2:59–61. UMN provides the following summary of how MTR codes operate
`
`in HDDs. Additional details are provided in Exs. 2016 and 2017.
`
`- 5 -
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`
`
`A. HDD Basics
`A HDD includes a magnetically-coated disk that stores data in concentric
`
`recording tracks. A “read/write” head writes data to, and reads data from, the disk.
`
`It writes data by magnetizing microscopic bit regions along a recording track on
`
`the disk. Later, when the previously-written data are read, the read head generates
`
`a “readback signal” from the magnetic fields emanating from the bit regions along
`
`the track. The readback signal has fluctuations due to the reversals in the magnetic
`
`fields from the bit region transitions and a “read channel” in the HDD, using signal
`
`processing techniques, detects the written data from the readback signal. Ex. 2017,
`
`¶ 7; Ex. 2016, ¶ 17.
`
`In most modern HDDs, the data are modified in at least two ways prior to
`
`writing the data to the disk. First, the user data are encoded according to
`
`
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`- 6 -
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`
`
`
`
`applicable modulation codes, such as and including MTR codes. The modulation
`
`codes, including MTR codes, map data bits into an encoded sequence of symbols
`
`that prevent certain characteristics in the stream of symbols that make their
`
`recovery difficult. Ex. 1001, col. 1:15–21. Second, a processor converts the
`
`encoded sequence into an analog waveform that the write head records on the disk
`
`by magnetically polarizing the regions on the disk in accordance with the
`
`waveform. Ex. 2017, ¶ 13; Ex. 2016, ¶ 19.
`
`Each polarized region on the disk has a magnetic polarization that, once
`
`written, is oriented in a particular direction. To write data to the disk, the write
`
`head can reverse the magnetic polarity of these regions from one direction to its
`
`opposite by varying the polarity of the magnetic field emitted by the write head. In
`
`so-called “longitudinal magnetic recording,” which was prevalent at the time of the
`
`invention of the ’601 Patent, the bit regions are polarized in the same plane as the
`
`magnetic layer, as illustrated in the diagram below. Ex. 2017, ¶ 8; Ex 2016, ¶ 20.
`
`
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`- 7 -
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`
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`The polarized regions can be conceptualized as bar magnets having north
`
`(N) and south (S) poles. There are four possibilities for two adjacent polarized
`
`regions―two where the magnetic orientation switches direction and two where it
`
`does not―as shown below. Ex. 2017, ¶ 9.
`
`No Reversal in Magnetic Orientation
`Between Adjacent Bit Regions
`
`A Reversal in Magnetic Orientation
`Between Adjacent Bit Regions
`
`
`
`
`
`
`
`
`
`The reversals in magnetic orientation between adjacent bit regions on the
`
`
`
`physical disk are called “transitions.” Ex. 2017, ¶ 10; Ex. 2016, ¶ 21; Ex. 2011 at
`
`p. 56 (Soljanin testifying that a “transition” in the magnetic recording context is
`
`“from one polarization to another” and “from one magnetization to another, could
`
`be from one magnetization direction to another”). Due to micro-magnetic effects,
`
`transitions generate more noise than nontransitions, and that noise complicates
`
`reading the data. As data density increases over time through device
`
`miniaturization, the density of the transitions increases, which increases the
`
`transition-related noise. Presently, noise from transitions is the dominant noise
`
`source in HDDs. Ex. 2017, ¶¶ 25–26; Ex. 2016, ¶ 32.
`
`HDDs typically use a Non-Return-to-Zero Inverted (“NRZI”) system to
`
`write data. With NRZI, if the data bit to be written to the disk is a binary “1,” the
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`- 8 -
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`
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`direction of the current in the write head reverses, thereby reversing the
`
`magnetization of the corresponding bit region on the disk being written. The
`
`reversed magnetization creates a magnetic transition relative to the immediately
`
`prior bit region. Conversely, if the data bit to be written to the disk is a binary “0,”
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`the write head does not reverse the magnetization of the bit region relative to the
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`prior region. Ex. 1001, col. 1:30–34; Ex. 2017, ¶ 12; Ex. 2016, ¶ 22.4
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`B. Reading Data From a Disk
`To read the written data, the read head, flying above the rotating disk,
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`detects the variations in the magnetic flux from the magnetized bit regions and
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`converts the sensed magnetic fields into a continuous, analog electrical signal
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`called the “readback signal.” A detector in the read channel detects the sequence
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`of transitions and nontransitions that are on the disk from the readback signal to
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`recover the written sequence. Ex. 2017, ¶ 14; Ex. 2016, ¶ 25.
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`Early HDD read channels used “peak” or “threshold” detectors. If the
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`readback signal value, after rectification (i.e., converting from alternating current
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`4 The ’601 Patent describes another recording format, Non-Return-to-Zero
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`(“NRZ”), where a binary “1” represents a positive level in the magnetization
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`waveform and the binary “0” represents a negative level of the waveform. Ex.
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`1001, col. 1:24–27; Ex. 2017, ¶ 12; Ex. 2016, ¶ 23.
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`to direct current), was above a threshold, the peak detector detected a transition.
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`At low data densities, peak detectors were adequate because intersymbol
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`interference (“ISI”) effects between the bit regions were small. Ex. 2017, ¶ 15.
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`In the 1990s, the HDD industry migrated to more sophisticated “partial
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`response maximum likelihood” (“PRML”) detectors to accommodate the increased
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`ISI effects that occur with higher data densities. Ex. 2017, ¶ 16. Unlike peak
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`detectors that use the analog readback signal, PRML detectors are digital sequence
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`detectors that use digitized samples of the readback signal. PRML detectors also
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`incorporate some form of a “maximum likelihood sequence detector,” such as a
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`Viterbi detector, that accounts for the ISI in the readback signal to estimate the
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`most likely sequence of data written to the disk. Ex. 2017, ¶ 16; Ex. 2016, ¶ 26.
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`Using a trellis-based search, a Viterbi detector considers various possible bit
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`sequences and efficiently compares the expected values for the possible bit
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`sequence with the readback signal sample values to determine the most likely
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`sequence written to the disk. Ex. 2017, ¶¶ 17–18; Ex. 2016, ¶ 29; see also
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`Carnegie Mellon Univ. v. Marvell Tech. Grp., Ltd., 801 F.3d 1283, 1290 (Fed. Cir.
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`2015) (explaining Viterbi detection).
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`Below is an example of a trellis having 8 nodes at each (vertical) sampling
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`time instance (the times when the readback signal is sampled). The 8 nodes
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`correspond to the 8 possible 3-bit sequences (e.g., 000, 001, …, 111). In this
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`- 10 -
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`example, NRZI recording is assumed (a nontransition on the disk labeled with a 0
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`and a transition on the disk labeled with a 1). Thus, the upper-left node (000)
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`represents a sequence of nontransition-nontransition-nontransition.
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`There are two “branches” leaving each node because the next bit must be
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`either a 0 or a 1, i.e., the next bit region either has the same magnetization (a
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`nontransition) or an opposite magnetization (a transition) relative to the prior bit
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`region. The upper-left node illustrates this principle as there is (i) a first branch
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`going to the node 000 in the next time instance of the trellis, indicating that the
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`next region is a nontransition and (ii) a second branch going to the node 001,
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`indicating that the next region is a transition. Ex. 2017, ¶ 18.
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`There is a one-to-one correspondence between a stored NRZI sequence and
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`a “path” through the trellis. A path consists of a series of branches end-to-end
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`through the trellis that corresponds to a NRZI sequence of transitions and
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`nontransitions written to the disk. The red path above starts at the 001 node,
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`meaning that the first three bits in the red path are 0-0-1. The next node is 010,
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`indicating that the next (4th) bit is a 0 (i.e., the last bit represented by the 010
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`node). The next node is 101, indicating that the next (5th) bit is a 1 (i.e., the last
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`bit represented by the 101 node). The final node is 010, indicating the final (6th)
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`bit is a 0 (i.e., the last bit represented by the 010 node). Thus, the red path above
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`represents the 6-bit sequence 0-0-1-0-1-0, as shown below. Ex. 2017, ¶¶ 20–21.
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`- 12 -
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`To detect the sequence of transition/nontransitions written to the disk, the
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`Viterbi detector computes “branch metric values” for the branches of numerous
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`paths through the trellis, and sums the branch metric values along the paths to
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`compute “path metric values.” The branch metric value for a branch is the
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`measure of the distance (or error) between the signal sample value(s) of the
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`readback signal and the expected (or “target”) channel output value(s) for the
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`branch. The target values (which could be, for example, -1, 0, and +1) depend on
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`whether the branch represents a negative transition, a nontransition, or a positive
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`transition, respectively. Ex. 2017, ¶ 22; Ex. 2016, ¶ 30. The “path metric value”
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`for a given path is the sum of the branch metric values for the branches along the
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`path, so a path metric value can be thought of as the cumulative distance (that is,
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`error) between the error-free target and the readback signal for the sequence of
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`branches along a particular path. The sequence corresponding to the path with the
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`best (lowest) path metric value is the path the detector determines is the most likely
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`sequence of transitions/nontransitions written to the disk. Ex. 2017, ¶ 23.
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`C.
`Problem Addressed by the ’601 Patent
`One problem experienced with sequence detectors is that there are write
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`patterns (i.e., recorded NRZI sequences) whose corresponding path metrics are
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`“close” in distance to other paths (so-called “error patterns”). Consequently, even
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`small amounts of noise can affect the computed path metric values such that the
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`detector selects an incorrect, but numerically close, path (i.e., having the lower
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`path metric value) to be the path corresponding to written sequence. When the
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`detector selects error patterns associated with these “close” trellis paths and
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`sequences with unacceptably high frequency, the error rate of a sequence detector
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`is too high (e.g., above a desired level) and, thus, unusable in an HDD. Ex. 1001,
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`col. 18–26; Ex. 2017, ¶ 27; Ex. 2016, ¶ 34. These errors occur more frequently as
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`data density increases, because of the corresponding increase in the density of the
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`transitions on the disk, which are the dominant noise source in HDDs. Ex. 2017.
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`¶¶ 25–26; Ex. 2016, ¶ 32.
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`Figure 1 of ’601 Patent shows four exemplary write pattern pairs that tend to
`
`cause sequence detection errors. At least one write pattern of each pair, when
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`written to the disk, has more than two consecutive transitions and the middle three
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`pulses are opposite for each pair. Ex. 2017, ¶ 28; Ex. 2016, ¶ 36.
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`- 14 -
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`Pairs of Written Patterns from Figure 1
`of the ’601 Patent
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`
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`Middle 3 pulses high-low-high
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`Middle 3 pulses low-high-low
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`Middle 3 pulses low-high-low
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`Middle 3 pulses high-low-high
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`Middle 3 pulses high-low-high
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`Middle 3 pulses low-high-low
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`Middle 3 pulses low-high-low
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`Middle 3 pulses high-low-high
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`As an example, the upper pattern in Pair 1 above represents a sequence of
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`transition-transition-transition-nontransition (or T-T-T-NT) because, as shown
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`below, the signal goes from low to high, then high to low, then low to high, then
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`stays high.
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`T
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`T
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`T
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`NT
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