Data storage devices such as disk drives comprise a disk and a head connected to a distal end of an actuator arm which is rotated about a pivot by a voice coil motor (VCM) to position the head radially over the disk. The disk comprises a plurality of radially spaced, concentric tracks for recording user data sectors and servo sectors. The servo sectors comprise head positioning information (e.g., a track address) which is read by the head and processed by a servo control system to control the actuator arm as it seeks from track to track.
In the embodiment of
A first non-uniform interleaver 46A interleaves the first codeword 44A to generate a first non-uniform interleaved codeword 48A, and a second non-uniform interleaver 46B interleaves the second codeword 44B to generate a second non-uniform interleaved codeword 48B. Any suitable non-uniform interleaver may be employed, wherein in one embodiment the non-uniform interleavers 46A and 46B operate to randomly interleave the symbols of the respective codewords. In one embodiment, randomly interleaving the symbols of each codeword improves the performance of an iterative detection scheme, such as with an outer LDPC code and an inner trellis detector. In the embodiment of
During a read operation, the read signal 34 is processed by an analog-front-end (AFE) and equalizer circuitry 54 (which may comprise analog circuitry or digital circuitry or a combination of both). For example, in one embodiment block 54 may comprise an analog equalizer, followed by a sampler for sampling the read signal, followed by a digital equalizer that equalizes the signal samples based on a suitable response, such as a suitable partial response (e.g., PR4). The equalized signal samples 56 are input into a trellis detector 60 which processes the signal samples to generate a sequence of reliability metrics 62 representing the interleaved codeword that was written to the disk. Any suitable trellis detector 60 may be employed, such as a soft-input soft-output Viterbi detector or a Bahl, Cocke, Jelinek and Raviv (BCJR) detector. In addition, the trellis detector 60 may generate any suitable reliability metric for each symbol in the interleaved codeword, such as a log-likelihood ratio (LLR) representing a likelihood that each symbol was detected correctly.
A uniform de-interleaver 64 and respective non-uniform de-interleavers 66A and 66B de-interleave the sequence of reliability metrics 62 output by the trellis detector 60 into a first set of reliability metrics 68A representing the first codeword 44A and a second set of reliability metrics 68B representing the second codeword 44B. A first rate decoder 70A decodes the first set of reliability metrics 68A to generate a third set of reliability metrics 72A representing the first codeword 44A, and a second rate decoder 70B decodes the second set of reliability metrics 68B to generate a fourth set of reliability metrics 72B representing the second codeword 44B. The third set of reliability metrics 72A and the fourth set of reliability metrics 72B are re-interleaved to generate interleaved reliability metrics 74 representing the interleaved codeword. The interleaved reliability metrics 74 are input into the trellis detector 60 which performs another iteration to generate another sequence of reliability metrics 62 representing the interleaved codeword that was written to the disk.
In one embodiment, the decoders 70A and 70B execute local iterations on the respective sets of reliability metrics 68A and 68B. If the decoders reach their maximum iteration limit, the codeword is considered unrecoverable during the current global iteration, and therefore the current reliability metrics 72A and 72B generated by the decoders are re-interleaved and fed back to the trellis detector 60. In one embodiment, the increased redundancy that causes the lower code rate of the first codeword 44A helps improve the accuracy of the first rate decoder 70A such that the probability of successfully decoding the first codeword increases. If the first codeword is successfully decoded, but the second codeword is not successfully decoded, the reliability metrics 72A for the first codeword will be 100% which, as described below, effectively prunes branches from the trellis of the trellis detector 60. Even if the first codeword is not successfully decoded, the interim reliability metrics 72A generated by the first rate decoder 70A may be more accurate (i.e., closer to 100%) due to the increase in redundancy of the first codeword 44A. In either case, the higher reliability metrics 72A of the first codeword 44A bias the trellis detector 60 during the next global iteration so as to improve the accuracy of the trellis detector (for either or both of the codewords). That is, interleaving the higher reliability metrics 72A of the first codeword 44A with the lower reliability metrics 72B of the second codeword 44B may improve the accuracy of the trellis detector by pruning or biasing the branches corresponding to the symbols of the first codeword 44A.
The input data may be encoded based a channel code constraint that implements any suitable modulation code. Examples of a suitable modulation code include a run-length limited (RLL) code which constrains the minimum and maximum run-length of zero bits (in NRZI recording), or a maximum transition run (MTR) code which constrains the maximum run-length of zero bits and run-length of one bits. Other examples of a suitable modulation code include trellis codes, DC free codes, matched spectral null codes, and other codes directed at increasing the effective signal-to-noise ratio (SNR) of the recording channel.
In one embodiment, the interleaved codeword comprises an interleave segment length that defines the interleaving frequency of symbols from each codeword. In the example of
2×2K R=0.85 no intiv—encoding 4K byte input data into two 2K byte codewords having the same rate (0.85) without interleaving and without a modulation code.
2×2K MTR(17/18) only—encoding 4K byte input data into two 2K byte codewords using a MTR(3, ∞) modulation code with rate 17/18 code.
(1K,3K) R=0.85 MR only—encoding 4K byte input data into a 1K byte codeword and a 3K byte codeword having mixed rates (MR) with interleaving and no modulation code.
MR(1:3)+MTR(17/18)—encoding 4K byte input data into a 1K byte codeword and a 3K byte codeword having mixed rates (MR) with interleaving (segment length of four) and MTR(3, ∞) modulation code with rate 17/18.
MR(1:2)+MTR(17/18)—encoding 4K byte input data into a 1K byte codeword and a 2K byte codeword having mixed rates (MR) with interleaving (segment length of three) and MTR(3, ∞) modulation code with rate 17/18.
In the above examples, the mixed rate (MR) encoding of the codewords without the modulation code generates the interleaved codeword having a code rate of 0.85, and the MR encoding of the codewords with the modulation code generates the interleaved codeword having the same 0.85 rate (0.9 rate MR encoding combined with 17/18 rate MTR encoding results in 0.9×17/18=0.85). Accordingly, increasing the rate of the MR code and combining a modulation code enables improved performance without losing capacity, with further performance gain possible when the interleave segment length is selected to be less than or equal to the run-length of the channel code constraint of the modulation code.
In the embodiments described above, the symbols of two codewords are interleaved to generate the interleaved codeword written to the disk. However, in other embodiments more than two codewords may be interleaved, wherein the code rate and/or size of each codeword as well as the symbol size for each codeword may vary (or be the same). For example, in one embodiment each codeword may have a progressively higher code rate and larger size (and optionally a larger symbol size), wherein the lower code rate codewords may be more readily decoded due to the increase in redundancy. In another embodiment when interleaving three or more codewords having the same or different code rate and/or size, the likelihood of successfully decoding at least one of the codewords may improve which may then cascade into the ability to successfully recover the remaining codewords.
Any suitable control circuitry may be employed to implement the flow diagrams in the above embodiments, such as any suitable integrated circuit or circuits. For example, the control circuitry may be implemented within a read channel integrated circuit, or in a component separate from the read channel, such as a disk controller, or certain operations described above may be performed by a read channel and others by a disk controller. In one embodiment, the read channel and disk controller are implemented as separate integrated circuits, and in an alternative embodiment they are fabricated into a single integrated circuit or system on a chip (SOC). In addition, the control circuitry may include a suitable preamp circuit implemented as a separate integrated circuit, integrated into the read channel or disk controller circuit, or integrated into a SOC.
In one embodiment, the control circuitry comprises a microprocessor executing instructions, the instructions being operable to cause the microprocessor to perform the flow diagrams described herein. The instructions may be stored in any computer-readable medium. In one embodiment, they may be stored on a non-volatile semiconductor memory external to the microprocessor, or integrated with the microprocessor in a SOC. In another embodiment, the instructions are stored on the disk and read into a volatile semiconductor memory when the disk drive is powered on. In yet another embodiment, the control circuitry comprises suitable logic circuitry, such as state machine circuitry.
In various embodiments, a disk drive may include a magnetic disk drive, an optical disk drive, etc. In addition, while the above examples concern a disk drive, the various embodiments are not limited to a disk drive and can be applied to other data storage devices and systems, such as magnetic tape drives, solid state drives, hybrid drives, etc. In addition, some embodiments may include electronic devices such as computing devices, data server devices, media content storage devices, etc. that comprise the storage media and/or control circuitry as described above.
The various features and processes described above may be used independently of one another, or may be combined in various ways. All possible combinations and subcombinations are intended to fall within the scope of this disclosure. In addition, certain method, event or process blocks may be omitted in some implementations. The methods and processes described herein are also not limited to any particular sequence, and the blocks or states relating thereto can be performed in other sequences that are appropriate. For example, described tasks or events may be performed in an order other than that specifically disclosed, or multiple may be combined in a single block or state. The example tasks or events may be performed in serial, in parallel, or in some other manner. Tasks or events may be added to or removed from the disclosed example embodiments. The example systems and components described herein may be configured differently than described. For example, elements may be added to, removed from, or rearranged compared to the disclosed example embodiments.
While certain example embodiments have been described, these embodiments have been presented by way of example only, and are not intended to limit the scope of the inventions disclosed herein. Thus, nothing in the foregoing description is intended to imply that any particular feature, characteristic, step, module, or block is necessary or indispensable. Indeed, the novel methods and systems described herein may be embodied in a variety of other forms; furthermore, various omissions, substitutions and changes in the form of the methods and systems described herein may be made without departing from the spirit of the embodiments disclosed herein.
This application is a continuation-in-part of U.S. patent application Ser. No. 14/930,898, filed on Nov. 3, 2015, entitled “DATA STORAGE DEVICE ENCODING AND INTERLEAVING CODEWORDS TO IMPROVE TRELLIS SEQUENCE DETECTION,” which is hereby incorporated by reference in its entirety.
Number | Name | Date | Kind |
---|---|---|---|
5898710 | Amrany | Apr 1999 | A |
6018789 | Sokolov et al. | Jan 2000 | A |
6065095 | Sokolov et al. | May 2000 | A |
6078452 | Kittilson et al. | Jun 2000 | A |
6081447 | Lofgren et al. | Jun 2000 | A |
6092149 | Hicken et al. | Jul 2000 | A |
6092150 | Sokolov et al. | Jul 2000 | A |
6094707 | Sokolov et al. | Jul 2000 | A |
6105104 | Guttmann et al. | Aug 2000 | A |
6111717 | Cloke et al. | Aug 2000 | A |
6145052 | Howe et al. | Nov 2000 | A |
6175893 | D'Souza et al. | Jan 2001 | B1 |
6178056 | Cloke et al. | Jan 2001 | B1 |
6185173 | Livingston | Feb 2001 | B1 |
6191909 | Cloke et al. | Feb 2001 | B1 |
6195218 | Guttmann et al. | Feb 2001 | B1 |
6205494 | Williams | Mar 2001 | B1 |
6208477 | Cloke et al. | Mar 2001 | B1 |
6223303 | Billings et al. | Apr 2001 | B1 |
6230233 | Lofgren et al. | May 2001 | B1 |
6246346 | Cloke et al. | Jun 2001 | B1 |
6249393 | Billings et al. | Jun 2001 | B1 |
6256695 | Williams | Jul 2001 | B1 |
6262857 | Hull et al. | Jul 2001 | B1 |
6263459 | Schibilla | Jul 2001 | B1 |
6272694 | Weaver et al. | Aug 2001 | B1 |
6278568 | Cloke et al. | Aug 2001 | B1 |
6279089 | Schibilla et al. | Aug 2001 | B1 |
6289484 | Rothberg et al. | Sep 2001 | B1 |
6292912 | Cloke et al. | Sep 2001 | B1 |
6310740 | Dunbar et al. | Oct 2001 | B1 |
6317850 | Rothberg | Nov 2001 | B1 |
6327106 | Rothberg | Dec 2001 | B1 |
6337778 | Gagne | Jan 2002 | B1 |
6369969 | Christiansen et al. | Apr 2002 | B1 |
6384999 | Schibilla | May 2002 | B1 |
6388833 | Golowka et al. | May 2002 | B1 |
6405342 | Lee | Jun 2002 | B1 |
6408357 | Hanmann et al. | Jun 2002 | B1 |
6408406 | Parris | Jun 2002 | B1 |
6411452 | Cloke | Jun 2002 | B1 |
6411458 | Billings et al. | Jun 2002 | B1 |
6412083 | Rothberg et al. | Jun 2002 | B1 |
6415349 | Hull et al. | Jul 2002 | B1 |
6425128 | Krapf et al. | Jul 2002 | B1 |
6441981 | Cloke et al. | Aug 2002 | B1 |
6442328 | Elliott et al. | Aug 2002 | B1 |
6445524 | Nazarian et al. | Sep 2002 | B1 |
6449767 | Krapf et al. | Sep 2002 | B1 |
6453115 | Boyle | Sep 2002 | B1 |
6470420 | Hospodor | Oct 2002 | B1 |
6480020 | Jung et al. | Nov 2002 | B1 |
6480349 | Kim et al. | Nov 2002 | B1 |
6480932 | Vallis et al. | Nov 2002 | B1 |
6483986 | Krapf | Nov 2002 | B1 |
6487032 | Cloke et al. | Nov 2002 | B1 |
6490635 | Holmes | Dec 2002 | B1 |
6493173 | Kim et al. | Dec 2002 | B1 |
6499083 | Hamlin | Dec 2002 | B1 |
6499128 | Gerlach | Dec 2002 | B1 |
6519104 | Cloke et al. | Feb 2003 | B1 |
6525892 | Dunbar et al. | Feb 2003 | B1 |
6545830 | Briggs et al. | Apr 2003 | B1 |
6546489 | Frank, Jr. et al. | Apr 2003 | B1 |
6550021 | Dalphy et al. | Apr 2003 | B1 |
6552880 | Dunbar et al. | Apr 2003 | B1 |
6553457 | Wilkins et al. | Apr 2003 | B1 |
6578106 | Price | Jun 2003 | B1 |
6580573 | Hull et al. | Jun 2003 | B1 |
6594183 | Lofgren et al. | Jul 2003 | B1 |
6600620 | Krounbi et al. | Jul 2003 | B1 |
6601137 | Castro et al. | Jul 2003 | B1 |
6603622 | Christiansen et al. | Aug 2003 | B1 |
6603625 | Hospodor et al. | Aug 2003 | B1 |
6604220 | Lee | Aug 2003 | B1 |
6606682 | Dang et al. | Aug 2003 | B1 |
6606714 | Thelin | Aug 2003 | B1 |
6606717 | Yu et al. | Aug 2003 | B1 |
6611393 | Nguyen et al. | Aug 2003 | B1 |
6615312 | Hamlin et al. | Sep 2003 | B1 |
6639748 | Christiansen et al. | Oct 2003 | B1 |
6647481 | Luu et al. | Nov 2003 | B1 |
6654193 | Thelin | Nov 2003 | B1 |
6657810 | Kupferman | Dec 2003 | B1 |
6661591 | Rothberg | Dec 2003 | B1 |
6665772 | Hamlin | Dec 2003 | B1 |
6687073 | Kupferman | Feb 2004 | B1 |
6687078 | Kim | Feb 2004 | B1 |
6687850 | Rothberg | Feb 2004 | B1 |
6690523 | Nguyen et al. | Feb 2004 | B1 |
6690882 | Hanmann et al. | Feb 2004 | B1 |
6691198 | Hamlin | Feb 2004 | B1 |
6691213 | Luu et al. | Feb 2004 | B1 |
6691255 | Rothberg et al. | Feb 2004 | B1 |
6693760 | Krounbi et al. | Feb 2004 | B1 |
6694477 | Lee | Feb 2004 | B1 |
6697914 | Hospodor et al. | Feb 2004 | B1 |
6704153 | Rothberg et al. | Mar 2004 | B1 |
6708251 | Boyle et al. | Mar 2004 | B1 |
6710951 | Cloke | Mar 2004 | B1 |
6711628 | Thelin | Mar 2004 | B1 |
6711635 | Wang | Mar 2004 | B1 |
6711660 | Milne et al. | Mar 2004 | B1 |
6715044 | Lofgren et al. | Mar 2004 | B2 |
6724982 | Hamlin | Apr 2004 | B1 |
6725329 | Ng et al. | Apr 2004 | B1 |
6735650 | Rothberg | May 2004 | B1 |
6735693 | Hamlin | May 2004 | B1 |
6744772 | Eneboe et al. | Jun 2004 | B1 |
6745283 | Dang | Jun 2004 | B1 |
6751402 | Elliott et al. | Jun 2004 | B1 |
6757481 | Nazarian et al. | Jun 2004 | B1 |
6772281 | Hamlin | Aug 2004 | B2 |
6781826 | Goldstone et al. | Aug 2004 | B1 |
6782449 | Codilian et al. | Aug 2004 | B1 |
6791779 | Singh et al. | Sep 2004 | B1 |
6792486 | Hanan et al. | Sep 2004 | B1 |
6799274 | Hamlin | Sep 2004 | B1 |
6811427 | Garrett et al. | Nov 2004 | B2 |
6826003 | Subrahmanyam | Nov 2004 | B1 |
6826614 | Hanmann et al. | Nov 2004 | B1 |
6832041 | Boyle | Dec 2004 | B1 |
6832929 | Garrett et al. | Dec 2004 | B2 |
6845405 | Thelin | Jan 2005 | B1 |
6845427 | Atai-Azimi | Jan 2005 | B1 |
6850443 | Lofgren et al. | Feb 2005 | B2 |
6851055 | Boyle et al. | Feb 2005 | B1 |
6851063 | Boyle et al. | Feb 2005 | B1 |
6853731 | Boyle et al. | Feb 2005 | B1 |
6854022 | Thelin | Feb 2005 | B1 |
6862660 | Wilkins et al. | Mar 2005 | B1 |
6880043 | Castro et al. | Apr 2005 | B1 |
6882486 | Kupferman | Apr 2005 | B1 |
6884085 | Goldstone | Apr 2005 | B1 |
6888831 | Hospodor et al. | May 2005 | B1 |
6892217 | Hanmann et al. | May 2005 | B1 |
6892249 | Codilian et al. | May 2005 | B1 |
6892313 | Codilian et al. | May 2005 | B1 |
6895455 | Rothberg | May 2005 | B1 |
6895500 | Rothberg | May 2005 | B1 |
6898730 | Hanan | May 2005 | B1 |
6910099 | Wang et al. | Jun 2005 | B1 |
6928470 | Hamlin | Aug 2005 | B1 |
6931439 | Hanmann et al. | Aug 2005 | B1 |
6934104 | Kupferman | Aug 2005 | B1 |
6934713 | Schwartz et al. | Aug 2005 | B2 |
6940873 | Boyle et al. | Sep 2005 | B2 |
6943978 | Lee | Sep 2005 | B1 |
6948165 | Luu et al. | Sep 2005 | B1 |
6950267 | Liu et al. | Sep 2005 | B1 |
6954733 | Ellis et al. | Oct 2005 | B1 |
6961814 | Thelin et al. | Nov 2005 | B1 |
6965489 | Lee et al. | Nov 2005 | B1 |
6965563 | Hospodor et al. | Nov 2005 | B1 |
6965966 | Rothberg et al. | Nov 2005 | B1 |
6967799 | Lee | Nov 2005 | B1 |
6968422 | Codilian et al. | Nov 2005 | B1 |
6968450 | Rothberg et al. | Nov 2005 | B1 |
6973495 | Milne et al. | Dec 2005 | B1 |
6973570 | Hamlin | Dec 2005 | B1 |
6976190 | Goldstone | Dec 2005 | B1 |
6983316 | Milne et al. | Jan 2006 | B1 |
6986007 | Procyk et al. | Jan 2006 | B1 |
6986154 | Price et al. | Jan 2006 | B1 |
6995933 | Codilian et al. | Feb 2006 | B1 |
6996501 | Rothberg | Feb 2006 | B1 |
6996669 | Dang et al. | Feb 2006 | B1 |
7002926 | Eneboe et al. | Feb 2006 | B1 |
7003674 | Hamlin | Feb 2006 | B1 |
7006316 | Sargenti, Jr. et al. | Feb 2006 | B1 |
7009820 | Hogg | Mar 2006 | B1 |
7023639 | Kupferman | Apr 2006 | B1 |
7024491 | Hanmann et al. | Apr 2006 | B1 |
7024549 | Luu et al. | Apr 2006 | B1 |
7024614 | Thelin et al. | Apr 2006 | B1 |
7027716 | Boyle et al. | Apr 2006 | B1 |
7028174 | Atai-Azimi et al. | Apr 2006 | B1 |
7031902 | Catiller | Apr 2006 | B1 |
7046465 | Kupferman | May 2006 | B1 |
7046488 | Hogg | May 2006 | B1 |
7050252 | Vallis | May 2006 | B1 |
7054937 | Milne et al. | May 2006 | B1 |
7055000 | Severtson | May 2006 | B1 |
7055167 | Masters | May 2006 | B1 |
7057836 | Kupferman | Jun 2006 | B1 |
7062398 | Rothberg | Jun 2006 | B1 |
7075746 | Kupferman | Jul 2006 | B1 |
7076604 | Thelin | Jul 2006 | B1 |
7082494 | Thelin et al. | Jul 2006 | B1 |
7088538 | Codilian et al. | Aug 2006 | B1 |
7088545 | Singh et al. | Aug 2006 | B1 |
7092186 | Hogg | Aug 2006 | B1 |
7095577 | Codilian et al. | Aug 2006 | B1 |
7099095 | Subrahmanyam et al. | Aug 2006 | B1 |
7106537 | Bennett | Sep 2006 | B1 |
7106947 | Boyle et al. | Sep 2006 | B2 |
7110202 | Vasquez | Sep 2006 | B1 |
7111116 | Boyle et al. | Sep 2006 | B1 |
7114029 | Thelin | Sep 2006 | B1 |
7120737 | Thelin | Oct 2006 | B1 |
7120806 | Codilian et al. | Oct 2006 | B1 |
7126776 | Warren, Jr. et al. | Oct 2006 | B1 |
7129763 | Bennett et al. | Oct 2006 | B1 |
7133600 | Boyle | Nov 2006 | B1 |
7136244 | Rothberg | Nov 2006 | B1 |
7146094 | Boyle | Dec 2006 | B1 |
7149046 | Coker et al. | Dec 2006 | B1 |
7150036 | Milne et al. | Dec 2006 | B1 |
7155616 | Hamlin | Dec 2006 | B1 |
7171108 | Masters et al. | Jan 2007 | B1 |
7171110 | Wilshire | Jan 2007 | B1 |
7194576 | Boyle | Mar 2007 | B1 |
7200698 | Rothberg | Apr 2007 | B1 |
7205805 | Bennett | Apr 2007 | B1 |
7206497 | Boyle et al. | Apr 2007 | B1 |
7215496 | Kupferman et al. | May 2007 | B1 |
7215771 | Hamlin | May 2007 | B1 |
7237054 | Cain et al. | Jun 2007 | B1 |
7240161 | Boyle | Jul 2007 | B1 |
7249365 | Price et al. | Jul 2007 | B1 |
7263709 | Krapf | Aug 2007 | B1 |
7274639 | Codilian et al. | Sep 2007 | B1 |
7274659 | Hospodor | Sep 2007 | B2 |
7275116 | Hanmann et al. | Sep 2007 | B1 |
7280302 | Masiewicz | Oct 2007 | B1 |
7292774 | Masters et al. | Nov 2007 | B1 |
7292775 | Boyle et al. | Nov 2007 | B1 |
7296284 | Price et al. | Nov 2007 | B1 |
7302501 | Cain et al. | Nov 2007 | B1 |
7302579 | Cain et al. | Nov 2007 | B1 |
7318088 | Mann | Jan 2008 | B1 |
7319806 | Willner et al. | Jan 2008 | B1 |
7325244 | Boyle et al. | Jan 2008 | B2 |
7330323 | Singh et al. | Feb 2008 | B1 |
7346790 | Klein | Mar 2008 | B1 |
7366641 | Masiewicz et al. | Apr 2008 | B1 |
7369340 | Dang et al. | May 2008 | B1 |
7369343 | Yeo et al. | May 2008 | B1 |
7372650 | Kupferman | May 2008 | B1 |
7380147 | Sun | May 2008 | B1 |
7392340 | Dang et al. | Jun 2008 | B1 |
7395461 | Argon et al. | Jul 2008 | B2 |
7404013 | Masiewicz | Jul 2008 | B1 |
7406545 | Rothberg et al. | Jul 2008 | B1 |
7415571 | Hanan | Aug 2008 | B1 |
7436610 | Thelin | Oct 2008 | B1 |
7437502 | Coker | Oct 2008 | B1 |
7440214 | Ell et al. | Oct 2008 | B1 |
7451344 | Rothberg | Nov 2008 | B1 |
7471483 | Ferris et al. | Dec 2008 | B1 |
7471486 | Coker et al. | Dec 2008 | B1 |
7486060 | Bennett | Feb 2009 | B1 |
7496493 | Stevens | Feb 2009 | B1 |
7518819 | Yu et al. | Apr 2009 | B1 |
7519895 | Kyung et al. | Apr 2009 | B2 |
7526184 | Parkinen et al. | Apr 2009 | B1 |
7539924 | Vasquez et al. | May 2009 | B1 |
7543117 | Hanan | Jun 2009 | B1 |
7551383 | Kupferman | Jun 2009 | B1 |
7562282 | Rothberg | Jul 2009 | B1 |
7577973 | Kapner, III et al. | Aug 2009 | B1 |
7596797 | Kapner, III et al. | Sep 2009 | B1 |
7599139 | Bombet et al. | Oct 2009 | B1 |
7619841 | Kupferman | Nov 2009 | B1 |
7647544 | Masiewicz | Jan 2010 | B1 |
7649704 | Bombet et al. | Jan 2010 | B1 |
7653927 | Kapner, III et al. | Jan 2010 | B1 |
7656603 | Feb 2010 | B1 | |
7656763 | Jin et al. | Feb 2010 | B1 |
7657149 | Boyle | Feb 2010 | B2 |
7672072 | Boyle et al. | Mar 2010 | B1 |
7673075 | Masiewicz | Mar 2010 | B1 |
7688540 | Mei et al. | Mar 2010 | B1 |
7724461 | McFadyen et al. | May 2010 | B1 |
7725584 | Hanmann et al. | May 2010 | B1 |
7730295 | Lee | Jun 2010 | B1 |
7760458 | Trinh | Jul 2010 | B1 |
7768776 | Szeremeta et al. | Aug 2010 | B1 |
7804657 | Hogg et al. | Sep 2010 | B1 |
7813954 | Price et al. | Oct 2010 | B1 |
7827320 | Stevens | Nov 2010 | B1 |
7839588 | Dang et al. | Nov 2010 | B1 |
7843660 | Yeo | Nov 2010 | B1 |
7852596 | Boyle et al. | Dec 2010 | B2 |
7859782 | Lee | Dec 2010 | B1 |
7872822 | Rothberg | Jan 2011 | B1 |
7898756 | Wang | Mar 2011 | B1 |
7898762 | Guo et al. | Mar 2011 | B1 |
7900037 | Fallone et al. | Mar 2011 | B1 |
7907364 | Boyle et al. | Mar 2011 | B2 |
7929234 | Boyle et al. | Apr 2011 | B1 |
7933087 | Tsai et al. | Apr 2011 | B1 |
7933090 | Jung et al. | Apr 2011 | B1 |
7934030 | Sargenti, Jr. et al. | Apr 2011 | B1 |
7940491 | Szeremeta et al. | May 2011 | B2 |
7944639 | Wang | May 2011 | B1 |
7945727 | Rothberg et al. | May 2011 | B2 |
7949564 | Hughes et al. | May 2011 | B1 |
7974029 | Tsai et al. | Jul 2011 | B2 |
7974039 | Xu et al. | Jul 2011 | B1 |
7982993 | Tsai et al. | Jul 2011 | B1 |
7984200 | Bombet et al. | Jul 2011 | B1 |
7990648 | Wang | Aug 2011 | B1 |
7992179 | Kapner, III et al. | Aug 2011 | B1 |
8004785 | Tsai et al. | Aug 2011 | B1 |
8006027 | Stevens et al. | Aug 2011 | B1 |
8014094 | Jin | Sep 2011 | B1 |
8014977 | Masiewicz et al. | Sep 2011 | B1 |
8019914 | Vasquez et al. | Sep 2011 | B1 |
8040625 | Boyle et al. | Oct 2011 | B1 |
8078943 | Lee | Dec 2011 | B1 |
8079045 | Krapf et al. | Dec 2011 | B2 |
8082433 | Fallone et al. | Dec 2011 | B1 |
8085487 | Jung et al. | Dec 2011 | B1 |
8089719 | Dakroub | Jan 2012 | B1 |
8090902 | Bennett et al. | Jan 2012 | B1 |
8090906 | Blaha et al. | Jan 2012 | B1 |
8091112 | Elliott et al. | Jan 2012 | B1 |
8094396 | Zhang et al. | Jan 2012 | B1 |
8094401 | Peng et al. | Jan 2012 | B1 |
8116020 | Lee | Feb 2012 | B1 |
8116025 | Chan et al. | Feb 2012 | B1 |
8134793 | Vasquez et al. | Mar 2012 | B1 |
8134798 | Thelin et al. | Mar 2012 | B1 |
8139301 | Li et al. | Mar 2012 | B1 |
8139310 | Hogg | Mar 2012 | B1 |
8144419 | Liu | Mar 2012 | B1 |
8145452 | Masiewicz et al. | Mar 2012 | B1 |
8149528 | Suratman et al. | Apr 2012 | B1 |
8154812 | Boyle et al. | Apr 2012 | B1 |
8159768 | Miyamura | Apr 2012 | B1 |
8161328 | Wilshire | Apr 2012 | B1 |
8164849 | Szeremeta et al. | Apr 2012 | B1 |
8174780 | Tsai et al. | May 2012 | B1 |
8190575 | Ong et al. | May 2012 | B1 |
8194338 | Zhang | Jun 2012 | B1 |
8194340 | Boyle et al. | Jun 2012 | B1 |
8194341 | Boyle | Jun 2012 | B1 |
8201066 | Wang | Jun 2012 | B1 |
8225173 | Shasha | Jul 2012 | B2 |
8255768 | Hu et al. | Aug 2012 | B2 |
8271692 | Dinh et al. | Sep 2012 | B1 |
8279550 | Hogg | Oct 2012 | B1 |
8281218 | Ybarra et al. | Oct 2012 | B1 |
8285923 | Stevens | Oct 2012 | B2 |
8289656 | Huber | Oct 2012 | B1 |
8305705 | Roohr | Nov 2012 | B1 |
8307156 | Codilian et al. | Nov 2012 | B1 |
8310775 | Boguslawski et al. | Nov 2012 | B1 |
8315006 | Chahwan et al. | Nov 2012 | B1 |
8316263 | Gough et al. | Nov 2012 | B1 |
8320067 | Tsai et al. | Nov 2012 | B1 |
8324974 | Bennett | Dec 2012 | B1 |
8332695 | Dalphy et al. | Dec 2012 | B2 |
8339919 | Lee | Dec 2012 | B1 |
8341337 | Ong et al. | Dec 2012 | B1 |
8350628 | Bennett | Jan 2013 | B1 |
8356184 | Meyer et al. | Jan 2013 | B1 |
8359522 | Gunnam et al. | Jan 2013 | B2 |
8370683 | Ryan et al. | Feb 2013 | B1 |
8375225 | Ybarra | Feb 2013 | B1 |
8375274 | Bonke | Feb 2013 | B1 |
8380922 | DeForest et al. | Feb 2013 | B1 |
8386880 | Savin | Feb 2013 | B2 |
8390948 | Hogg | Mar 2013 | B2 |
8390952 | Szeremeta | Mar 2013 | B1 |
8392689 | Lott | Mar 2013 | B1 |
8407393 | Yolar et al. | Mar 2013 | B1 |
8413010 | Vasquez et al. | Apr 2013 | B1 |
8417566 | Price et al. | Apr 2013 | B2 |
8421663 | Bennett | Apr 2013 | B1 |
8422172 | Dakroub et al. | Apr 2013 | B1 |
8427770 | O'Dell et al. | Apr 2013 | B1 |
8427771 | Tsai | Apr 2013 | B1 |
8429343 | Tsai | Apr 2013 | B1 |
8433937 | Wheelock et al. | Apr 2013 | B1 |
8433977 | Vasquez et al. | Apr 2013 | B1 |
8441750 | Nangare et al. | May 2013 | B1 |
8441909 | Thayamballi et al. | May 2013 | B1 |
8456980 | Thayamballi | Jun 2013 | B1 |
8458526 | Dalphy et al. | Jun 2013 | B2 |
8462466 | Huber | Jun 2013 | B2 |
8467151 | Huber | Jun 2013 | B1 |
8483027 | Mak et al. | Jul 2013 | B1 |
8489841 | Strecke et al. | Jul 2013 | B1 |
8493679 | Boguslawski et al. | Jul 2013 | B1 |
8499198 | Messenger et al. | Jul 2013 | B1 |
8514506 | Li et al. | Aug 2013 | B1 |
8525707 | Zhang et al. | Sep 2013 | B1 |
8554741 | Malina | Oct 2013 | B1 |
8560759 | Boyle et al. | Oct 2013 | B1 |
8576509 | Hogg | Nov 2013 | B1 |
8576511 | Coker et al. | Nov 2013 | B1 |
8578100 | Huynh et al. | Nov 2013 | B1 |
8578242 | Burton et al. | Nov 2013 | B1 |
8582223 | Garani et al. | Nov 2013 | B1 |
8582231 | Kermiche et al. | Nov 2013 | B1 |
8589773 | Wang et al. | Nov 2013 | B1 |
8593753 | Anderson | Nov 2013 | B1 |
8599512 | Hogg | Dec 2013 | B2 |
8605379 | Sun | Dec 2013 | B1 |
8611031 | Tan et al. | Dec 2013 | B1 |
8611032 | Champion et al. | Dec 2013 | B2 |
8612798 | Tsai | Dec 2013 | B1 |
8619383 | Jung et al. | Dec 2013 | B1 |
8619508 | Krichevsky et al. | Dec 2013 | B1 |
8619529 | Liew et al. | Dec 2013 | B1 |
8621115 | Bombet et al. | Dec 2013 | B1 |
8621133 | Boyle | Dec 2013 | B1 |
8625224 | Lin et al. | Jan 2014 | B1 |
8625225 | Wang | Jan 2014 | B1 |
8626463 | Stevens et al. | Jan 2014 | B2 |
8630052 | Jung et al. | Jan 2014 | B1 |
8631188 | Heath et al. | Jan 2014 | B1 |
8635412 | Wilshire | Jan 2014 | B1 |
8661193 | Cobos et al. | Feb 2014 | B1 |
8665547 | Yeo et al. | Mar 2014 | B1 |
8667248 | Neppalli | Mar 2014 | B1 |
8670205 | Malina et al. | Mar 2014 | B1 |
8671250 | Lee | Mar 2014 | B2 |
8681442 | Hogg | Mar 2014 | B2 |
8681445 | Kermiche et al. | Mar 2014 | B1 |
8683295 | Syu et al. | Mar 2014 | B1 |
8687306 | Coker et al. | Apr 2014 | B1 |
8687307 | Patton, III | Apr 2014 | B1 |
8687313 | Selvaraj | Apr 2014 | B2 |
8693133 | Lee et al. | Apr 2014 | B1 |
8698492 | Mak et al. | Apr 2014 | B1 |
8699171 | Boyle | Apr 2014 | B1 |
8699172 | Gunderson et al. | Apr 2014 | B1 |
8711500 | Fong et al. | Apr 2014 | B1 |
8711506 | Giovenzana et al. | Apr 2014 | B1 |
8711665 | Abdul Hamid | Apr 2014 | B1 |
8717694 | Liew et al. | May 2014 | B1 |
8717695 | Lin et al. | May 2014 | B1 |
8724248 | Dhanda et al. | May 2014 | B2 |
8730612 | Haralson | May 2014 | B1 |
8743502 | Bonke et al. | Jun 2014 | B1 |
8749911 | Sun et al. | Jun 2014 | B1 |
8753146 | Szeremeta et al. | Jun 2014 | B1 |
8755136 | Ng et al. | Jun 2014 | B1 |
8756361 | Carlson et al. | Jun 2014 | B1 |
8760782 | Garani et al. | Jun 2014 | B1 |
8760792 | Tam | Jun 2014 | B1 |
8769593 | Schwartz et al. | Jul 2014 | B1 |
8773793 | McFadyen | Jul 2014 | B1 |
8773802 | Anderson et al. | Jul 2014 | B1 |
8773807 | Chia et al. | Jul 2014 | B1 |
8773957 | Champion et al. | Jul 2014 | B1 |
8780470 | Wang et al. | Jul 2014 | B1 |
8782334 | Boyle et al. | Jul 2014 | B1 |
8786976 | Kang et al. | Jul 2014 | B1 |
8787125 | Lee | Jul 2014 | B1 |
8792195 | Chang et al. | Jul 2014 | B2 |
8792196 | Lee | Jul 2014 | B1 |
8792200 | Tam et al. | Jul 2014 | B1 |
8793551 | Zhou et al. | Jul 2014 | B2 |
8797667 | Barlow et al. | Aug 2014 | B1 |
8799977 | Kapner, III et al. | Aug 2014 | B1 |
8817413 | Knigge et al. | Aug 2014 | B1 |
8817584 | Selvaraj | Aug 2014 | B1 |
8825976 | Jones | Sep 2014 | B1 |
8825977 | Syu et al. | Sep 2014 | B1 |
8854755 | Chang et al. | Oct 2014 | B2 |
8914705 | Zeng et al. | Dec 2014 | B1 |
8924824 | Lu | Dec 2014 | B1 |
8941943 | Coker et al. | Jan 2015 | B1 |
8947804 | Li et al. | Feb 2015 | B2 |
8947812 | Wang | Feb 2015 | B1 |
8966339 | Lu | Feb 2015 | B1 |
8972826 | Lu | Mar 2015 | B2 |
8977941 | Chaichanavong et al. | Mar 2015 | B2 |
9013821 | Chen | Apr 2015 | B1 |
9013824 | Guo et al. | Apr 2015 | B1 |
9013920 | Stoev et al. | Apr 2015 | B2 |
9037951 | Cideciyan | May 2015 | B2 |
9059737 | Coker | Jun 2015 | B2 |
9059742 | Anderson et al. | Jun 2015 | B1 |
9071266 | Wu et al. | Jun 2015 | B2 |
9203434 | Garani | Dec 2015 | B1 |
9257146 | Wang et al. | Feb 2016 | B1 |
20050149841 | Kyung et al. | Jul 2005 | A1 |
20070044000 | Shen | Feb 2007 | A1 |
20090027242 | Cideciyan | Jan 2009 | A1 |
20090113702 | Hogg | May 2009 | A1 |
20100185914 | Tan | Jul 2010 | A1 |
20100306551 | Meyer et al. | Dec 2010 | A1 |
20110226729 | Hogg | Sep 2011 | A1 |
20120159042 | Lott et al. | Jun 2012 | A1 |
20120275050 | Wilson et al. | Nov 2012 | A1 |
20120281963 | Krapf et al. | Nov 2012 | A1 |
20120324980 | Nguyen et al. | Dec 2012 | A1 |
20150026541 | Zhang et al. | Jan 2015 | A1 |
20150058704 | Schell et al. | Feb 2015 | A1 |
Number | Date | Country | |
---|---|---|---|
Parent | 14930898 | Nov 2015 | US |
Child | 15157289 | US |