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It is estimated that over 90% of all new information produced in the world is being stored on magnetic media, most of it on hard disk drives. Despite their importance, there is relatively little published work on the failure patterns of... more
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      Social impactFailure AnalysisData CollectionField Study
This paper presents a tutorial on iterative learning control (ILC) and repetitive control (RC) techniques in hard disk drive (HDD) industry for compensation of repeatable runouts (RRO). After each tutorial, an application example is... more
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    •   8  
      Applied MathematicsIterative Learning ControlRepetitive ControlPoint of View
Abstruct-While the performance of flash memory exceeds hard disk drives in almost every category, the cost of flash memory must come down in order to gain wider acceptance in mass storage applications. This paper describes a 3.3 Vonly 32... more
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    •   11  
      High VoltageFlash memoryProcess VariationLow Power Consumption
We study in this paper the theory and applications of a nonlinear control technique, i.e., the so-called composite nonlinear feedback control, for a class of linear systems with actuator nonlinearities. It consists of a linear feedback... more
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    •   17  
      Mechanical EngineeringApplied MathematicsControl SystemsNonlinear Control
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    •   17  
      EngineeringTechnologyNanotechnologyBiological Sciences
nature materials | VOL 2 | FEBRUARY 2003 | www.nature.com/naturematerials 85 A s fabrication technology pushes the dimensions of ferromagnetic structures into the nanoscale, understanding the magnetization processes of these structures is... more
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    •   14  
      NanotechnologyMultidisciplinaryNanowiresMagnetization Reversal
A novel type of control scheme combining the disturbance-observer-based control (DOBC) with H ∞ control is proposed for a class of complex continuous models with disturbances. The disturbances are supposed to include two parts. One part... more
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    •   25  
      EngineeringMechanical EngineeringApplied MathematicsSystems Science
The recording performance of data-storage devices, in which write/read elements move relative to a storage medium to reliably store and retrieve information, depends on the capability of servo mechanisms to provide the necessary... more
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    •   16  
      Applied MathematicsMagnetic RecordingNear Field OpticsControl Systems
NAND Flash memory-based Solid-State Disks (SSDs) are becoming popular as the storage media in domains ranging from mobile laptops to enterprise-scale storage systems due to a number of benefits (e.g., lighter weights, faster access times,... more
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    •   12  
      Object Oriented ProgrammingEnergy ConsumptionPerformance EvaluationPower Consumption
Non-volatile memory (NVM) devices, such as Flash, phase change RAM, spin transfer torque RAM, and resistive RAM, offer several advantages and challenges when compared to conventional memory technologies, such as DRAM and magnetic hard... more
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      Computer ArchitectureComputer EngineeringFlashLiterature Review
Improved methods are proposed for disk drive failure prediction. The SMART (Self Monitoring and Reporting Technology) failure prediction system is currently implemented in disk drives. Its purpose is to predict the near-term failure of an... more
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    •   10  
      Magnetic RecordingFailure AnalysisComputer SoftwareAlgorithm Design
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    •   10  
      Computer ArchitectureOptimizationCache MemorySystem Architecture
Abstract responsibility for the conclusions of this paper. This paper addresses two puzzles related to industrial dynamics and competition. The first of these puzzles is that a high degree of globalization may well go hand in hand with... more
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    •   7  
      Market StructureConceptual FrameworkMarket ShareIndustry Dynamics
Single-track hard disk drive (HDD) seek performance is measured by settle time, t s . In this paper, we show the effective use of feedforward dynamic inversion, coupled with reference trajectory y d generation, to achieve high performance... more
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      Applied MathematicsHigh FrequencyEnergy OptimizationHigh performance
Friction and nonlinearities result in large residual errors and deteriorate the performance of head positioning of hard disk drive (HDD) servo systems and other mechanical servo systems. Thus, it is highly desirable to characterize the... more
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    •   12  
      Applied MathematicsMotion controlNonlinear ControlFeedback Control
The multilevel programming algorithm is based on a program-and-verify (P&V) technique with the aim of creating stable intermediate regions of the cell. Each program pulse is current-controlled, thus speeding up the Joule effect directly... more
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    •   7  
      Consumer ElectronicsProcess DesignReading and writingSolid State Devices and Circuits
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    •   18  
      EngineeringElectrical EngineeringDesignManufacturing
Two novel discrete anti-windup (AW) techniques are applied to a dual-stage actuator of an experimental hard disk drive system. The techniques, one low order, the other full order, employ convex 2 -performance constraints in combination... more
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    •   7  
      Mechanical EngineeringManufacturing EngineeringVoice Coil MotorElectrical And Electronic Engineering
Dynamic power management (DPM) work proposed to date places inactive components into low power states using a single DPM policy. In contrast, we instead dynamically select among a set of DPM policies with a machine learning algorithm. We... more
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    •   4  
      Machine LearningLow PowerDynamic power managementHard Disk Drive
This paper discusses two mechatronic innovations in magnetic hard disk drive servo systems, which may have to be deployed in the near future, in order to sustain the continuing 60% annual increase in storage density of these devices. The... more
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      Mechanical EngineeringApplied MathematicsPosition ControlElectrical And Electronic Engineering
head motion corner head progressive scans downtrack crosstrack 1 2 3 4 head field contours track layout for shingled-recording
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      Computer ArchitectureMagnetic RecordingFile SystemsPerformance Evaluation
Tunneling magnetoresistive (TMR) reading heads at an areal density of 80-100 Gbit/in 2 in a longitudinal magnetic recording mode have for the first time been commercialized for both laptop and desktop Seagate hard disk drive products. The... more
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    •   8  
      EngineeringMagnetic RecordingGiant MagnetoresistancePhysical sciences
Discrete time, 25 KTPI track-following servos were designed for magnetic hard disk drive dual stage actuators using the μ-synthesis methodology. The design methodology was tested on two microactuator models. The first is a model of a... more
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    •   11  
      Robust controlProceedingsMagnetic LevitationFabrication
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    •   11  
      EngineeringVibration ControlControl SystemsAir flow
In a typical disk drive servo system, two or more types of controllers are used for track seeking, track following, and track settling modes. This leads to the problem of mode switching among these controllers. We present in this paper a... more
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    •   12  
      Applied MathematicsOptimal ControlControl SystemsNonlinear Control
In recent years, many systems have employed NAND flash memory as storage devices because of its advantages of higher performance (compared to the traditional hard disk drive), high-density, random-access, increasing capacity, and falling... more
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    •   9  
      Energy ConsumptionRandom access memoryPhase ChangeHybrid Architecture
Flash memory solid-state disks (SSDs) are replacing hard disk drives (HDDs) in mobile computing systems because of their lower power consumption, faster random access, and greater shock resistance. We describe Hydra, a high-performance... more
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      Distributed ComputingComputer HardwarePerformance EvaluationFPGA implementation
Rapid change in the geographical location of production raises important questions regarding the welfare, development potential, and competitive position of different countries and regions. This paper explores in detail the geography of... more
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    •   7  
      EconomicsGlobalizationSoutheast AsiaUnited States
Magnetoresistive sensors using spin valves and magnetic tunnel junctions are reviewed, considering applications as readers in hard disk drives, as well as applications where the ultimate field detection limits are required (from nT down... more
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    •   5  
      Materials EngineeringCondensed Matter PhysicsNanotechnologyHigh Frequency
We report on an approach to designing high-speed, low-voltage programmable continuous-time filters with an embedded variable-gain amplifier (VGA). The methods we describe here are aimed at implementation in ultra-short-channel, lowvoltage... more
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      DesignHigh FrequencyLow Power ElectronicsHigh Speed
This paper examines trends in magnetic spacing in the hard disk drive industry for the last 15 years or so, as we transitioned from inductive to magnetoresistive (MR), giant magnetoresistive (GMR), and tunneling magnetoresistive (TMR)... more
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    •   8  
      EngineeringMagnetic RecordingGiant MagnetoresistancePhysical sciences
A decoupled control design structure and discrete time pole placement design method are proposed for MEMS-based dual-stage servo control design in magnetic disk drives. Dual-stage track following controllers are designed using a decoupled... more
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    •   20  
      Mechanical EngineeringMEMSMechatronicsElectrostatics
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    •   9  
      Architecture and MemoryPower ConsumptionPower SavingSystem performance
For extreme-scale high performance computing systems, system-wide power consumption has been identified as one of the key constraints moving forward, where the DRAM main memory systems account for about 30-50% of a node's overall power... more
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    •   16  
      Computer ArchitectureComputer EngineeringFlashHybrid Systems
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    •   17  
      EngineeringLie AlgebraSystem IdentificationSystems Theory
To offset the significant power demands of hard disk drives in computer systems, drives are typically powered down during idle periods. This saves power, but accelerates duty cycle consumption, leading to earlier drive failure. Hybrid... more
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    •   8  
      Power ConsumptionFlash memoryAccelerationPerforation
Fixed-delay tree search with decision feedback (FDTSIDF) has been proposed for retrieving data from hard disk drives. One problem with the algorithm as originally posed is that 4 additions and 1 multiplication sets the critical path delay... more
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    •   18  
      EngineeringInformation RetrievalPhysical sciencesFeedback
Firms need to access skills, capital and customers to enter into an industry initially and the choices they make to access these resources are likely to exert path dependent influences over subsequent entry behavior into new sub-markets.... more
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    •   8  
      PolicyPath DependenceBusiness and ManagementKeiretsu
Abstract. Often we hear controversial opinions in digital forensics on the re- quired or desired number of passes to utilize for properly overwriting, some- times referred to as wiping or erasing, a modern hard drive. The controversy has... more
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    • Hard Disk Drive
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    •   9  
      Mechanical EngineeringMotion controlNonlinear ControlTarget Tracking
This paper deals with the problem of a servo system design for a conventional hard disk drive with a single voice-coil-motor (VCM) actuator using a so-called robust and perfect tracking (RPT) approach. We will first model the physical... more
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      Applied MathematicsAdaptive ControlRobust controlActuators
Position sensors other than the R/W heads are not embedded into current hard-disk drives (HDDs) due to cost, resolution, and signal-to-noise ratio (SNR) issues. Moreover, the "optimal" location for placing these sensors is still unknown.... more
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      Mechanical EngineeringManufacturing EngineeringSignal to Noise RatioLaser Doppler Vibrometer
The paper presents a new proximate time optimal seek control approach with discretetime variable structure control theory for a hard disk drive (HDD) servo. It incorporates the time optimal control idea into the time-varying sliding mode... more
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      Mechanical EngineeringApplied MathematicsRobust controlRobustness
Trends in the main application area of rare earth permanent magnets, data storage, are presented with the focus on miniaturization. Three examples of magnet applications, a CD-lens actuator, two spindle motors and the voice coil motor of... more
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      Mechanical EngineeringCondensed Matter PhysicsData storageVoice Coil Motor
Solid-State Drives (SSDs) offer significant performance improvements over hard disk drives (HDD) on a number of workloads. The frequency of garbage collection (GC) activity is directly correlated with the pattern, frequency, and volume of... more
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    •   10  
      PathologySchedulingSynchronizationPerformance Evaluation
We consider in this paper the design and implementation of a dual-stage actuated hard disk drive (HDD) servo system, in which an additional piezoelectric actuator is mounted on top of the conventional voice-coil-motor (VCM) actuator to... more
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    •   14  
      EngineeringMechanical EngineeringMechatronicsNonlinear Control
In this paper, we present a new seek algorithm formulated by combining the time-optimal control and input shaping methods. The algorithm achieves near optimal bang-bang performance with minimal excitation of the resonance mode. The... more
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    •   11  
      EngineeringAlgorithmsInformation RetrievalControl Systems
We propose a compensator-based strategy for design of a track-seeking and track-following control system for a dual-stage servo actuator in hard disk drives. A well-known decoupling structure is employed to disconnect the control of the... more
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    •   9  
      EngineeringMotion controlControl systemPhysical sciences
In a modern large-capacity magnetic hard disk drive (HDD), both fast track seeking and perfect positioning of the read/write head are required. Mode switching control (MSC) approaches are widely used to meet these requirements. This paper... more
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    •   11  
      Mechanical EngineeringApplied MathematicsControl EngineeringRobust control
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    •   8  
      Performance EvaluationFPGA implementationPower ConsumptionFlash memory