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35 Years of Progress inDigital Magnetic Recording
Hisashi KobayashiFrançois DolivoFrançois DolivoEvangelos Eleftheriou
Online:Disk Drives
File Systems300 Petabytes
Petabyte [1,000,000,000,000,000 bytes OR 1015 bytes]
Exabyte [1,000,000,000,000,000,000 bytes OR 1018 bytes]
How Much Data is Out There?
300 Petabytes
Offline:Magnetic Tape
CDs8 Exabytes
y y y
2 35 Years of Progress in Digital Magnetic Recording
5 Exabytes: All words ever spoken by human beings.
Analog Data:Paper – Film
Videotape200 Exabytes
http://www.sims.berkeley.edu/research/projects/how-much-info-2003/
2 Exabytes: Total volume of information generated worldwide annually.
0.5 x 1018 seconds: Age of Universe
2
Storage Yesterday & Today
1956 IBM RAMAC
b t $10 000Price per Mbyte:
1999 IBM Mi d iabout $10,000 1999 IBM Microdrive
about $ 0.4Price per Mbyte:
2005 Microdrive
about $ 0.03Price per Mbyte:
3 35 Years of Progress in Digital Magnetic Recording
4.4 Mbyte340 Mbyte
8 Gbyte
PAPER/FILM
100
Cost of Storage
ents
(US)
per
Meg
abyt
e
2 5” HARD DISK DRIVES
FLASH CARDSMICRODRIVE
0.1
1
10
4 35 Years of Progress in Digital Magnetic Recording
Ce
Availability, Year
2.5 HARD DISK DRIVES
00 01 02 03 04 05 06 07 08 09 100.01
3
Hard Disc Drives: 23B US$
High end productsPersonal storageMobile-laptopConsumer electronic
5 35 Years of Progress in Digital Magnetic Recording
Recording “System”
Spindle Actuator
Hard-disk drive (HDD) basics
Rotating Thin Film DiskSuspendedGMR Head
Slid /GMR H d
6 35 Years of Progress in Digital Magnetic Recording
Slider/GMR Head
A Recording Track
Track Density(Tracks/in.)
Linear Density (Bits/in.)
Areal density = Linear density x Track density
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Magnetic Recording BasicsInductive Write
ElementGMR Read Sensor
Track
Grain Structure andMagnetic Transition
t
W
B
7 35 Years of Progress in Digital Magnetic Recording
Direction of Disk Motion
Track of Recording Media
B
Magnetic Bit Sizes vs. Areal Density
15 nm
12 Gbits/in2
bpi/tpi= 10
80 nm
800 nm
50 nm
10 nm
35 Gbits/in2
bpi/tpi= 8
380 nm
8 35 Years of Progress in Digital Magnetic Recording
5 nm
100 Gbits/in2
bpi/tpi= 4
40 nm
160 nm
380
Shrinking magnetized area needs highly sensitive read-back head1 Terabit/in2 : 25 nm x 25 nm
5
Grain Structure in Magnetic Media
9 35 Years of Progress in Digital Magnetic Recording
Magnification = 1 million
Areal density ~ 10 Gbits/in2 Areal density ~ 25 Gbits/in2
Media Grain Size Scaling
8 nm
Particle energy Eparticle ∝ volume of grain
10 35 Years of Progress in Digital Magnetic Recording
p
Thermal stability requires that Eparticle > 55 kBT tostore information for > 10 years
Superparamagnetic effect
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Longitudinal vs. Perpendicular Recording
At high linear densities the transition region from one magnetization direction to the opposite one
Vwrite
Write elementRead elementGMR sensor
Longitudinalrecording
one magnetization direction to the opposite one becomes significant
At ultra-high linear recording densities the length of the transition region is the limiting factor
Magnetizations
N S S N N S S N N S S NN SS NN SRecordingmedium
Vwrite
Write element
Perpendicularrecording
11 35 Years of Progress in Digital Magnetic Recording
Perpendicular recording “bits” do not face each other; hence can be written at closer distances
In March 2005 HGST reported a record of 238 Gbit/in2 using perpendicular recording
Recordingmedium
Softunderlayer
Track width
Return probe
HDD Areal Density Perspective
105
4
106
1st AFC Media
NPML
Superparamagnetic EffectPerpendicular Rec.
~17 Million X Increase
1st MR Head
1st GMR Head104
103
102
10
1
10 -1
25% CGR
60% CGR
100% CGR
Disk Drive Products
PRML
NPML
real
Den
sity
Meg
abits
/in2
12 35 Years of Progress in Digital Magnetic Recording
1960 1970 1980 1990 2000 2010
IBM RAMAC (First Hard Disk Drive)
10 -1
10-2
10-3
Industry Lab Demos
Production Year
Ar
7
Technology Challenges
Track Position Control Head Sensitivity High Speed Writing
13 35 Years of Progress in Digital Magnetic Recording
Media SNR Head Disk Spacing Signal Processing
Signal-Processing & Coding for HDDsThe "Channel Electronics" module in HDD
• Processes signal read from magnetic media• Figures of merit : bit error rate, linear recording density Channel module
Requirement: 1 bit in error in 1015 bits read
1970
1990
Theoretical foundation of digital recording • Partial-response shaping• Maxum likelihood sequence detection
14 35 Years of Progress in Digital Magnetic Recording
Industry’s first hard-disk-drive based on: • Partial-Response Maximum Likelihood (PRML)
2000Introduction of new channel architecture:• Noise-Predictive Maximum Likelihood (NPML)
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From Recorded “Magnets” to Electrical Signals
Electric currentElectromagnetcore
Pattern ofmagnetization
RecordingHead
Information is stored on the disc as small, permanently magnetized regions writtenby an inductive write head
Information is retrieved as a voltage change, when the magnetic field from magnetized regions modifies the MR sensor resistance
Magnetic field ofhead
TrackSpacing
RecordingDisc
(“Media”)
Bit Length
15 35 Years of Progress in Digital Magnetic Recording
Write current Readback signalReadback signalWrite current
0 1 0-V
+V
0 1 0
Digital Magnetic Recording
…0 1 1 1 1 1 1 10 0 0 0 0
… +1 0 -1 +1 -1 +1 0 -1 +1 -1 0 +1 …
……
……
16 35 Years of Progress in Digital Magnetic Recording
Intersymbol interference
Data-dependent media noise
Random electronic noiseIntersymbol
interference
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Theoretical Foundation of PRML
17 35 Years of Progress in Digital Magnetic Recording
18 35 Years of Progress in Digital Magnetic Recording
10
Full Response
Regular data transmission system
Full response
19 35 Years of Progress in Digital Magnetic Recording
Partial response signaling
Duobinary signaling
Partial- response
20 35 Years of Progress in Digital Magnetic Recording
G(D)=1+D
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Other examples of PR signaling
Modified duobinary (Lender) : G(D)=1-D
PR class 4 (Kretzmer): G(D)=1-D2
21 35 Years of Progress in Digital Magnetic Recording
G(D)=1-D G(D)=1-D2
Linear System Model for Digital Recording
22 35 Years of Progress in Digital Magnetic Recording
12
Principle of a PR-4 (or Interleaved NRZI) digital recording
23 35 Years of Progress in Digital Magnetic Recording
PR-4
Shaping filter
T
TT
PR CHANNEL
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an xn= an – an-2
Write current Noiseless readback signal
f
13
Partial Response Maximum Likelihood (PRML)Partial response
Shaping filter +an xn= an – an-2
noise
yn= xn + noise
+1 -1 -1 +1 +1 +1 -1
MAXIMUM LIKELIHOOD SEQUENCE DETECTOR
X Received samples yn
25 35 Years of Progress in Digital Magnetic Recording
● Reconstructed samples xn
+1 -1 -1 -1 +1 +1 -1+1 -1 -1 +1 -1 +1 -1+1 -1 -1 +1 +1 +1 -1
+1 -1 -1 +1 +1 +1 -1
Most likely data sequence {an} is obtained from thesample sequence { xn} that minimizes
∑ (yn – xn )2
Viterbi Detection AlgorithmDirect maximum-likelihood detection requires a number of computations that increases exponentially with the length of the data sequenceRecursive minimization of the “squared distance”:
∑ (y (a a ))2
reduces the computational complexity dramatically∑ (yn – (an – an-2))2
‘1’
Time‘1’
‘0’
26 35 Years of Progress in Digital Magnetic Recording
‘1’
‘0’
1
‘0’
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1990: PRML Becomes Reality
27 35 Years of Progress in Digital Magnetic Recording
Noise Predictive Maximum Likelihood (NPML)At high recording densities the signal-to-noise ratio is reduced dramatically
Magnetized area shrinks; less signal energy
Correlated data-dependent transition noise and head/electronics noise increase
An effective way to increase the signal-to-noise ratio and achieve near optimal performance, for given magnetic-recording components, is noise prediction
Predictorwn
Noisesample
Predicted Noise sample
wn
NPML is a noise prediction/whitening scheme combined with maximum likelihood detection
0 0 0 0
1 0 0 0
0 1 0 0
1 1 0 0
0 0 1 0
1 0 1 0
0 1 1 0
1 1 1 0
0 0 0 1
1 0 0 1
10
28 35 Years of Progress in Digital Magnetic Recording
+Noise
sample
A decrease of the noise power by 2x3 orders of magnitude error rate improvement
1 0 0 1
0 1 0 1
1 1 0 1
0 0 1 1
1 0 1 1
0 1 1 1
1 1 1 1
10
15
Post-Processor Detector/DecoderTwo-stage detection strategy for retrieving the recorded information
• A primary NPML detector produces an initial estimate of the detected data• A noise-predictive post-processor detects and corrects errors in the primary detector
Primary NPMLDetector
Post-Processor
Readback signal
Detecteddata
First-passdata Error
signal
29 35 Years of Progress in Digital Magnetic Recording
Post-processors: Reduced-complexity schemes to correct dominant error patterns at NPML detector output
Utilize the noise-predictive principle for detecting “error signals” in the presence correlative noise
“Soft-decoding” of combined modulation/parity inner coding schemes
NPML Channel Architecture
Sector data: 512 bytes
User dataDigital Communication: “Transmit from one point in space to another”Sector data: 512 bytes
User data
RSdecoder
Sector data: 512 bytes
Modulationdecoder
Transmit from one point in space to another
Digital Recording:“Record at one point in time and retrieve at another”
RSencoder
Sector data: 512 bytes
Parityencoder
Noise-predictivepost-processor
Modulationencoder
30 35 Years of Progress in Digital Magnetic Recording
NPMLdetector
Low-passfilter
PRequalizer
Whiteningfilter
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Then and Now
1 1 1 1 1 1 11 1 1 1 1 10 0 0 0 0 0 0 0Readback signal in the 70’s
1 1 1 1 1 1 11 1 1 1 1 10 0 0 0 0 0 0 0
31 35 Years of Progress in Digital Magnetic Recording
… and we can still guarantee at most 1 error in 1015 bits read back
… readback signal today!
2000: NPML is Adopted by Industry
32 35 Years of Progress in Digital Magnetic Recording
17
Recording Density GainsSNR requirements for bit error-rate 10-6
21
22
23
[dB
]
60 %
5.5 dB
15
16
17
18
19
20
21
gnal
-to-N
oise
Rat
io (S
NR
)
33 35 Years of Progress in Digital Magnetic Recording
1990: Digital PRML leads to a 40-50 % increase in recording density2000: Digital NPML leads to a 50-60 % increase in recording density
1.8 2 2.2 2.4 2.6 2.8 3 3.2Normalized Linear Density (PW50/T)
13
14Sig
Information Theoretic Limits
SNR requirements for sector error-rate 10-4
25RS-MTR96/104
SN
R [d
B]
15
20
LDPC(4095/4376)
34 35 Years of Progress in Digital Magnetic Recording
Normalized Linear density 2.4 2.6 2.8 3.0 3.2 3.4 3.6
10
18
Future Prospects
/in2
Atom Surface Density Limit
AtomLevelAtomLevel105
106
107
Area
l Den
sity
, Gbi
ts
HDD products
HDD LabDemos
Nanotechnology ProbeContact Area Limit
SuperparamagneticEffect
Probe-Like
Storage
Probe-Like
Storage
StorageStorage
10-1
100
10
102
103
104
bb
EnhancedMagneticEnhancedMagnetic
35 35 Years of Progress in Digital Magnetic Recording
Signal processing and coding have been instrumental for the remarkable progress of Storage Densities over the last 35 years
They will be even more essential as we approach fundamental physical limits
Availability Year85
10-290 95 2000 05 10 15 20 25