• Title/Summary/Keyword: Hard Disk Drive (HDD)

Search Result 190, Processing Time 0.029 seconds

Hot Data Identification based on Naive Bayes Classifier (나이브 베이즈 분류 기반의 핫 데이터 구분 기법)

  • Lee, Hyerim;Yun, Yibin;Park, Dongchul
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2022.11a
    • /
    • pp.721-723
    • /
    • 2022
  • 최근 낸드 플래시 메모리 기반의 Solid State Drive(SSD)가 기존 Hard Disk Drive(HDD)를 대신하여 개인용과 산업용으로도 널리 쓰이고 있다. 핫 데이터 구분 기법은 이러한 SSD 의 성능과 수명에 중요한 역할을 하는 Garbage Collection(GC)과 Wear Leveling(WL) 기술의 기반이 된다. 본 논문에서는 핫 데이터를 예측하기 위한 나이브 베이즈 분류 기반의 새로운 핫 데이터 구분 기법을 제안한다. 제안 기법은 워크로드 액세스 패턴의 학습 단계인 초기 단계와 실제 운영 단계를 통해 다시 액세스 될 확률이 높은 데이터를 그렇지 않은 데이터와 효과적으로 구분한다. 다양한 실제 trace 기반 실험을 통해 본 제안 기법이 기존 대표적인 기법보다 평균 19.3% 높은 성능을 확인했다.

The Study on Estimating Life Cycle of 2.5 Inch Hard disk base on PC using enviroment (PC 사용 환경에 기반한 2.5 인치 하드 디스크의 수명주기 예측에 대한 연구)

  • Cho, Euy-Hyun;Park, Jeong-Kyu;Lee, Min-Woo;Kwon, Soon-Mu
    • Journal of Digital Contents Society
    • /
    • v.15 no.2
    • /
    • pp.301-308
    • /
    • 2014
  • The mass storage of data and the importance of storage capacity lately has emerged. In this paper, we suggest the new method which estimate life cycle from acceleration life test about 2.5 inch hard disk driver as mass storage, which minimize the difference between real market annual failure rate and estimated failure rate. we obtain market transfer capacity per hours from returned 2.5inch hard disk drives about 309 numbers and accelerating transfer capacity per hours from acceleration life test. we calculate acceleration factor about duty cycle and estimate annual failure rate from failure rate and acceleration factors: temperature acceleration factor, duty cycle acceleration factor, the transfer capacity per hour represent the 93.4 % of user is 5.8 GB/hour, the transfer capacity per hour from acceleration life test is 81.4 GB/hour. the acceleration factor of duty cycle is 14.1. annual failure rate is stabilized at market one year after, annual failure rate is between 0.3 and 0.378. estimated annual failure rate is 0.4, so it is matched at 75~94 % between estimate annual failure rate and market annual failure rate. This study influence the estimate method of annual failure rate by the result of acceleration life cycle of manufacture.

Efficient DRAM Buffer Access Scheduling Techniques for SSD Storage System (SSD 스토리지 시스템을 위한 효율적인 DRAM 버퍼 액세스 스케줄링 기법)

  • Park, Jun-Su;Hwang, Yong-Joong;Han, Tae-Hee
    • Journal of the Institute of Electronics Engineers of Korea SD
    • /
    • v.48 no.7
    • /
    • pp.48-56
    • /
    • 2011
  • Recently, new storage device SSD(Solid State Disk) based on NAND flash memory is gradually replacing HDD(Hard Disk Drive) in mobile device and thus a variety of research efforts are going on to find the cost-effective ways of performance improvement. By increasing the NAND flash channels in order to enhance the bandwidth through parallel processing, DRAM buffer which acts as a buffer cache between host(PC) and NAND flash has become the bottleneck point. To resolve this problem, this paper proposes an efficient low-cost scheme to increase SSD performance by improving DRAM buffer bandwidth through scheduling techniques which utilize DRAM multi-banks. When both host and NAND flash multi-channels request access to DRAM buffer concurrently, the proposed technique checks their destination and then schedules appropriately considering properties of DRAMs. It can reduce overheads of bank active time and row latency significantly and thus optimizes DRAM buffer bandwidth utilization. The result reveals that the proposed technique improves the SSD performance by 47.4% in read and 47.7% in write operation respectively compared to conventional methods with negligible changes and increases in the hardware.

An Empirical Study on Linux I/O stack for the Lifetime of SSD Perspective (SSD 수명 관점에서 리눅스 I/O 스택에 대한 실험적 분석)

  • Jeong, Nam Ki;Han, Tae Hee
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.52 no.9
    • /
    • pp.54-62
    • /
    • 2015
  • Although NAND flash-based SSD (Solid-State Drive) provides superior performance in comparison to HDD (Hard Disk Drive), it has a major drawback in write endurance. As a result, the lifetime of SSD is determined by the workload and thus it becomes a big challenge in current technology trend of such as the shifting from SLC (Single Level Cell) to MLC (Multi Level cell) and even TLC (Triple Level Cell). Most previous studies have dealt with wear-leveling or improving SSD lifetime regarding hardware architecture. In this paper, we propose the optimal configuration of host I/O stack focusing on file system, I/O scheduler, and link power management using JEDEC enterprise workloads in terms of WAF (Write Amplification Factor) which represents the efficiency perspective of SSD life time especially for host write processing into flash memory. Experimental analysis shows that the optimum configuration of I/O stack for the perspective of SSD lifetime is MinPower-Dead-XFS which prolongs the lifetime of SSD approximately 2.6 times in comparison with MaxPower-Cfq-Ext4, the best performance combination. Though the performance was reduced by 13%, this contributions demonstrates a considerable aspect of SSD lifetime in relation to I/O stack optimization.

A Hetero-Mirroring Scheme to Improve I/O Performance of High-Speed Hybrid Storage (고속 하이브리드 저장장치의 입출력 성능개선을 위한 헤테로-미러링 기법)

  • Byun, Si-Woo
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.11 no.12
    • /
    • pp.4997-5006
    • /
    • 2010
  • A flash-memory-based SSDs(Solid State Disks) are one of the best media to support portable and desktop computers' storage devices. Their features include non-volatility, low power consumption, and fast access time for read operations, which are sufficient to present flash memories as major database storage components for desktop and server computers. However, we need to improve traditional storage management schemes based on HDD(Hard Disk Drive) and RAID(Redundant array of independent disks) due to the relatively slow or freezing characteristics of write operations of SSDs, as compared to fast read operations. In order to achieve this goal, we propose a new storage management scheme called Hetero-Mirroring based on traditional HDD mirroring scheme. Hetero-Mirroring-based scheme improves RAID-1 operation performance by balancing write-workloads and delaying write operations to avoid SSD freezing. Our test results show that our scheme significantly reduces the write operation overheads and freezing overheads, and improves the performance of traditional SSD-RAID-1 scheme by 18 percent, and the response time of the scheme by 38 percent.

Heat Transfer and Flow Characteristics on Co-rotating Disks with a Ventilation Hub in Hard Disk Drive (유츨 허브를 갖는 HDD내 동시회전디스크 표면에서의 열전달 및 유동특성 해석)

  • Cho, Hyung-Hee;Won, Chung-Ho;Goo-Young, Ryu
    • Proceedings of the KSME Conference
    • /
    • 2001.06d
    • /
    • pp.382-389
    • /
    • 2001
  • In the present study, local heat transfer rates for co-rotating disks with two modified hubs having ventilation holes are investigated for Rossby number of 0.04, 0.1 and 0.35 to evaluate the influence of incoming flows through hub holes. A naphthalene sublimation technique is employed to determine the detailed local heat/mass transfer coefficients on the rotating disks using the heat and mass transfer analogy. Flow field measurements are conducted using Laser Doppler Anemometry (LDA) and numerical calculations are performed simultaneously to analyze the flow patterns induced by the disk rotation. The basic flow structure in a cavity between co-rotating disks consists of three regions; the solid-body rotating inner region, the outer region with turbulence vortices and the shroud boundary layer region. The heat/mass transfer. rates on the co-rotating disks are very low near the hub due to the solid-body rotation and those increase rapidly in the outer region due to turbulence mixing. The modified hubs with ventilation holes enhances significantly the heat/mass transfer rates on the region near the hub. The results also show that the heat transfer of Hub-2 is superior to that of Hub-1, but Hub-1 is more profitable for destructing the solid-body rotating inner region.

  • PDF

The Optimal Design of Air Bearing Sliders of Optical Disk Drives by Using Simulated Annealing Technique (SA 기법을 이용한 광디스크 드라이브 공기베어링 슬라이더의 최적설계)

  • Chang, Hyuk;Kim, Hyun-Ki;Kim, Kwang-Sun;Rim, Kyung-Hwa
    • Transactions of the Korean Society of Mechanical Engineers A
    • /
    • v.26 no.8
    • /
    • pp.1545-1551
    • /
    • 2002
  • The optical storage device has recently experienced significant improvement, especially for the aspects of high capacity and fast transfer rate. However, it is necessary to study a new shape of air bearing surface for the rotary type actuator because the optical storage device has the lower access time than that of HDD (Hard Disk Drives). In this study, we proposed the air bearing shape by using SA (Simulated Annealing) algorithm which is very effective to achieve the global optimum instead of many local optimums. The objective of optimization is to minimize the deviation in flying height from a target value 100nm. In addition, the pitch and roll angle should be maintained within the operation limits.

Performance Changes of Solid State Disk with Compressed.Uncompressed File Format and Command Queue Depth (압축/비압축 파일과 명령 큐 깊이에 따른 SSD 성능 변화)

  • Lee, Su-Yeon;Cha, Jae-Hyuk
    • Proceedings of the Korean Information Science Society Conference
    • /
    • 2011.06b
    • /
    • pp.462-465
    • /
    • 2011
  • 낸드 플래시 메모리를 이용한 SSD(Solid-State Disk)는 빠른 속도와 저전력, 휴대성, 내구성 등의 특성을 가져 전통적인 저장 장치인 하드 디스크(HDD:Hard Disk Drive)를 대체할 차세대 저장 장치로 주목받고 있다. 그러나 저장 장치 성능 측정 도구는 기존의 하드 디스크의 특성을 기반으로 한 것들이 대부분으로 이를 통해 SSD의 성능을 측정하기엔 적합하지 않다. 특히 SSD는 하드 디스크에 비해 단위 공간 당비용이 수십 배 가량 높아 저장 공간의 효율적인 관리를 위해 컨트롤러(Controller)가 데이터 압축 기법을 사용하기도 하는데 이 압축 기법을 사용하는 컨트롤러에 따라 SSD는 다른 성능을 보인다. 또, 여러 가지 명령들이 한꺼번에 존재할 때 컨트롤러에 따라 이를 적절히 효율적으로 처리해주는 기능을 가지고 있는데 이 역시 SSD의 성능에 차이를 가져온다. 그러나 기존 저장 장치 성능 측정 도구는 압축 기법 유무를 판별할 수 있으면서 여러 명령들이 한꺼번에 존재할 때 SSD 성능의 차이를 파악할 수 있는 통합된 성능 측정 도구는 없다. 본 논문에서는 다양한 패턴에 따라 SSD의 특성을 측정할 수 있는 도구인 uFlip 성능 측정 도구를 기반으로, 압축 기법의 사용 유무를 판별할 수 있는 기능과 명령 큐 깊이(Command Queue Depth)에 따라 성능의 차이를 판별할 수 있는 기능을 추가하였고, uFlip 기반 수정된 성능 측정 도구로 몇 가지 상용 SSD의 성능을 평가하여 비교함으로써 추가된 기능들의 유무에 따라 SSD별로 다른 성능을 보이는 것을 확인할 수 있었다.

Fabrication of Electrostatic Track-Following Microactuator for Hard Disk Drive Using SOI (SOI를 이용한 하드 디스크 드라이브용 정전형 트랙 추적 마이크로 액추에이터의 제작)

  • Kim, Bong-Hwan;Chun, Kuk-Jin;Seong, Woo-Kyeong;Lee, Hyo-Jung
    • Journal of the Institute of Electronics Engineers of Korea SD
    • /
    • v.37 no.8
    • /
    • pp.1-8
    • /
    • 2000
  • We have achieved a high aspect ratio track-following microactuator (TFMA) which is capable of driving 0.3 ${\mu}m$ magnetic head for hard disk drive (HDD). it was fabricated on silicon on insulator (SOI) wafer with 20 ${\mu}m$ trick active silicon and 2 ${\mu}m$ thick thermally grown oxide and piggyback electrostatic principle was used for driving TFMA. The first vibration mode frequency of TFMA was 18.5 kHz which is enough for a recording density of higher than 10 Gb/in$^2$. Its displacement was 1.4 ${\mu}m$ when 15 V dc bias plus 15 V ac sinusoidal driving input was applied and its electrostatic force was 50 N. The fabricated actuator shows 7.51 dB of gain margin and 50.98$^{\circ}$ of phase margin for 2.21 kHz servo-bandwidth.

  • PDF

The Accelerated Life Test of 2.5 Inch Hard Disk In The Environment of PC using (PC 사용 환경의 2.5 인치 하드디스크의 가속 수명 시험)

  • Cho, Euy-Hyun;Park, Jeong-Kyu;Seo, Hui-Don
    • Journal of Digital Contents Society
    • /
    • v.15 no.1
    • /
    • pp.19-27
    • /
    • 2014
  • In order to estimate the life of 2,5 inch HDD which is adopted by PC environment, make the test plan which reflect the failure mode of market, make the test model of accelerated life test which reflect the stress of temperature. after an analysis of the environment of PC using, test procedure was decided that operation was write 50 % and read 50 %, and then access method was sequential 50 % and random 50%. The acceleration life test was executed on condition that temperature was $50^{\circ}C$ and $60^{\circ}C$, performance was 95 % in max performance, test time was 1000 hours. by the test of goodness of fit of anderson-darling of the failure data during test, it was confirmed that the distribution of failure fellow weibull. test for shape and scale was equal, and shape parameter was 0.7177, characteristic life was 429434 hours at normal user condition($30^{\circ}C$) by the analysis of weibull-arrhenius modeling. It made no difference about the statistics when equality test was executed. The activation energy was 0.2775eV. In analyzing between the failure samples of acceleration test and the samples of market return even though there is detail difference about the share of failure mode, the rank of share was almost same. This study suggest the test procedure of acceleration test of 2.5 inch HDD in PC using environment, and help the life estimation at manufacture and user.