1.华中科技大学武汉光电国家研究中心,湖北武汉 430074
2.华中科技大学计算机科学与技术学院,湖北武汉 430074
3.信息存储系统教育部重点实验室,湖北武汉 430074
罗可 男,1993年1月出生,湖北武汉人.华中科技大学武汉光电国家研究中心博士后.主要研究方向为超高密度数据存储、磁存储器和光存储器读写系统、编码和信号处理. E-mail: luoke_kenleo@hust.edu.cn
李桅 女,2000年9月出生,湖北宜昌人.华中科技大学武汉光电国家研究中心硕士研究生.主要研究方向为磁记录及其系统. E-mail: 957603274@qq.com
蹇雨根 男,1998年1月出生,四川成都人.华中科技大学武汉光电国家研究中心博士研究生.主要研究方向为磁性存储器件. E-mail: ygjian@hust.edu.cn
高宏宇 男,2000年1月出生,湖南桃江人.华中科技大学武汉光电国家研究中心硕士研究生.主要研究方向为光盘信号处理. E-mail: 13874328030@163.com
张克政 男,2000年9月出生,福建三明人.华中科技大学计算机科学与技术学院硕士研究生.主要研究方向为高密度信息存储. E-mail: 846009097@qq.com
廖彦哲 男,2000年4月出生,湖北黄冈人.华中科技大学计算机科学与技术学院硕士研究生.主要研究方向为高密度信息存储技术研究. E-mail: lyz_master@hust.edu.cn
吴宇飞 男,1998年9月出生,安徽合肥人.华中科技大学计算机科学与技术学院硕士研究生.主要研究方向为高密度信息存储. E-mail: 1328988774@qq.com
陈进才
卢萍 女,1966年10月出生,江西赣州人.华中科技大学计算机科学与技术学院副教授.主要研究方向为信息存储理论与技术、大数据处理与机器学习、图像处理与情感识别. E-mail: pinglu06@hust.edu.cn
收稿:2023-06-08,
修回:2024-12-03,
纸质出版:2025-02-25
移动端阅览
罗可, 李桅, 蹇雨根, 等. 针对超高密度磁存储磁化跃迁噪声的约束编码[J]. 电子学报, 2025, 53(02): 483-492.
LUO Ke, LI Wei, JIAN Yu-gen, et al. Constrained Coding for Magnetization Transition Noise of Ultra-High Density Magnetic Storage[J]. Acta Electronica Sinica, 2025, 53(02): 483-492.
罗可, 李桅, 蹇雨根, 等. 针对超高密度磁存储磁化跃迁噪声的约束编码[J]. 电子学报, 2025, 53(02): 483-492. DOI:10.12263/DZXB.20230527
LUO Ke, LI Wei, JIAN Yu-gen, et al. Constrained Coding for Magnetization Transition Noise of Ultra-High Density Magnetic Storage[J]. Acta Electronica Sinica, 2025, 53(02): 483-492. DOI:10.12263/DZXB.20230527
随着磁存储记录密度的提高,记录位间距减小,磁化跃迁噪声显著提高,由此极大地影响回读信号质量.为了降低超高密度磁存储系统记录图案磁化跃迁噪声的干扰,本文分析研究了磁化跃迁噪声对回读信号质量的影响,提出了限制连续跃迁的最大跃迁游程长度受限(Maximum Transition Run,MTR)约束编码MTR(
j
=1),与允许连续跃迁的约束编码MTR(
j
=2)和MTR(
j
=3)相比,可有效抑制磁化跃迁噪声.通过实验测试了回读信号的检测效果,当信噪比为12 dB时,与MTR(
j
=2)、MTR(
j
=3)相比,MTR(
j
=1)相对误码率
分别降低了约30%和60%,证实了限制连续跃迁约束编码MTR(
j
=1)的数据检测可靠性更高.
As the recording density of magnetic storage increases
the recording bit spacing decreases and the magnetization transition noise increases significantly
which greatly affects the quality of the readback signal. To mitigate the interference of magnetization transition noise problem among recording patterns in ultra-high density magnetic storage systems
the maximum transition run (MTR) constraint code MTR(
<math id="M1"><mi>j</mi><mo>=</mo><mn mathvariant="normal">1</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634972&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635010&type=
5.84200001
)
which limits the continuous transition
is proposed to effectively suppress the magnetization transition noise compared with the constraint codes MTR(
<math id="M2"><mi>j</mi><mo>=</mo><mn mathvariant="normal">2</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634984&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635012&type=
5.84200001
) and MTR(
<math id="M3"><mi>j</mi><mo>=</mo><mn mathvariant="normal">3</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634999&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635021&type=
5.84200001
)
which allow continuous transitions. We investigate the detection effect of the readback signal experimentally. When the signal-to-noise ratio is 12 dB
the detection bit error rate (BER) of MTR(
<math id="M4"><mi>j</mi><mo>=</mo><mn mathvariant="normal">1</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634972&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635010&type=
5.84200001
) is reduced by about 30% and 60% relatively compared with MTR(
<math id="M5"><mi>j</mi><mo>=</mo><mn mathvariant="normal">2</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634984&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635012&type=
5.84200001
) and MTR(
<math id="M6"><mi>j</mi><mo>=</mo><mn mathvariant="normal">3</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634999&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635021&type=
5.84200001
)
respectively. We confirmed that the MTR(
<math id="M7"><mi>j</mi><mo>=</mo><mn mathvariant="normal">1</mn></math>
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80634972&type=
2.96333337
https://html.publish.founderss.cn/rc-pub/api/common/picture?pictureId=80635010&type=
5.84200001
) constrained coding that forbids continuous transitions can achieve higher data detection reliability.
LAUHOFF G , SINHA R , IMAINO W . Storage infrastructure in the AI era using tape, HDD, and NAND flash memory [J ] . IEEE Transactions on Magnetics , 2024 , 99 : 1 .
SIEGEL P H , HAREEDY A , SOLJANIN E , et al . Information theory and data storage-75 years and counting [J ] . IEEE BITS the Information Theory Magazine , 2023 , 3 ( 3 ): 2 - 5 .
SAYYAFAN A , ABOUTALEB A , BELZER B J , et al . Deep neural network media noise predictor turbo-detection system for 1-D and 2-D high-density magnetic recording [J ] . IEEE Transactions on Magnetics , 2021 , 57 ( 3 ): 3101113 .
JIAN Y G , LUO K , LI W , et al . Pattern constraints limiting nonlinear transition shift in high density magnetic recording [J ] . Journal of Magnetism and Magnetic Materials , 2023 , 588 : 171370 .
CIDECIYAN R D , DOLIVO F , HERMANN R , et al . A PRML system for digital magnetic recording [J ] . IEEE Journal on Selected Areas in Communications , 1992 , 10 ( 1 ): 38 - 56 .
SABAG O , PERMUTER H H , KASHYAP N . Capacity of the (1,∞)-RLL input-constrained erasure channel with feedback [C ] // 2015 IEEE Information Theory Workshop (ITW) . Piscataway : IEEE , 2015 : 1 - 5 .
RĂDESCU R , MURGAN T , MĂRUNTU B . A generalized LUT method for RLL constraints in storage media [J ] . The Cientifica Journal of the National Polytechnic Institute , 2001 , 5 : 89 - 95 .
胡恒 , 潘龙法 , 雷志军 , 等 . 用于数字磁存储的(0, 1)游程长度受限码 [J ] . 清华大学学报(自然科学版) , 2005 , 45 ( 8 ): 1051 - 1054 .
HU H , PAN L F , LEI Z J , et al . Run-length limited (0, 1) code for digital magnetic storage [J ] . Journal of Tsinghua University (Science and Technology) , 2005 , 45 ( 8 ): 1051 - 1054 . (in Chinese)
BLAUM M , CIDECIYAN R D , ELEFTHERIOU E , et al . High-rate modulation codes for reverse concatenation [J ] . IEEE Transactions on Magnetics , 2007 , 43 ( 2 ): 740 - 743 .
MOON J , BRICKNER B . Maximum transition Run codes for data storage systems [J ] . IEEE Transactions on Magnetics , 1996 , 32 ( 5 ): 3992 - 3994 .
DJURIC N , SENK V . Methods for the soft-decision decoding of MTR codes in multiple-head magnetic recording systems [C ] // 2010 IEEE International Conference on Communications . Piscataway : IEEE , 2010 : 1 - 5 .
BLAUM M , GALBRAITH R , LAKOVIC K , et al . Reverse concatenation with maximum transition run (MTR) codes for high-density perpendicular recording [C ] // IEEE GLOBECOM 2008 - 2008 IEEE Global Telecommunications Conference . Piscataway : IEEE , 2008 : 1 - 4 .
MITTELHOLZER T . Enumerative maximum-transition-run codes [C ] // 2009 IEEE International Symposium on Information Theory . Piscataway : IEEE , 2009 : 1549 - 1553 .
LEE J , LEE J . A PRML with modified branches of a dual MTR code for high-density PMR channels [J ] . Journal of Magnetism and Magnetic Materials , 2005 , 287 : 410 - 415 .
LUO K , JIAN Y G , LIAO Y Z , et al . A graded precompensation scheme by pattern classification on nonlinear transition shift for perpendicular magnetic recording [J ] . IEEE Transactions on Magnetics , 2023 , 59 ( 8 ): 3100206 .
ZHANG Y , BERTRAM H N . A theoretical study of nonlinear transition shift [J ] . IEEE Transactions on Magnetics , 1998 , 34 ( 4 ): 1955 - 1957 .
LUO K , WANG S B , CHAN K S , et al . A study on block-based neural network equalization in TDMR system with LDPC coding [J ] . IEEE Transactions on Magnetics , 2019 , 55 ( 11 ): 6700605 .
YAMANE H , GREAVES S J , TANAKA Y . Heat-assisted magnetic recording on dual structure bit patterned media [J ] . IEEE Transactions on Magnetics , 2021 , 57 ( 2 ): 3200706 .
SHANNON C E . A mathematical theory of communication [J ] . The Bell System Technical Journal , 1948 , 27 ( 3 ): 379 - 423 .
LUO K , LIAO Y Z , ZHANG K Z , et al . On the impact of interlayer misalignment for dual-layer data detection in three dimensional magnetic recording [J ] . Journal of Magnetism and Magnetic Materials , 2024 , 610 : 172522 .
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