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Data storage systems and their availability play a crucial role in contemporary datacenters. Despite using mechanisms such as automatic fail-over in datacenters, the role of human agents and consequently their destructive errors is…

Performance · Computer Science 2018-06-12 Mostafa Kishani , Hossein Asadi

In this paper we address issues of reliability of RAID systems. We focus on "big data" systems with a large number of drives and advanced error correction schemes beyond \RAID{6}. Our RAID paradigm is based on Reed-Solomon codes, and thus…

Performance · Computer Science 2012-02-21 Sarah Edge Mann , Michael Anderson , Marek Rychlik

Solid-state drives (SSDs) have been widely deployed in desktops and data centers. However, SSDs suffer from bit errors, and the bit error rate is time dependent since it increases as an SSD wears down. Traditional storage systems mainly use…

Performance · Computer Science 2013-04-09 Yongkun Li , Patrick P. C. Lee , John C. S. Lui

One of the most important parts of cloud computing is storage devices, and Redundant Array of Independent Disks (RAID) systems are well known and frequently used storage devices. With the increasing production of data in cloud environments,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-06 Leila Namvari-Tazehkand , Saeid Pashazadeh

As the prices of magnetic storage continue to decrease, the cost of replacing failed disks becomes increasingly dominated by the cost of the service call itself. We propose to eliminate these calls by building disk arrays that contain…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-01-06 Jehan-François Pâris , Ahmed Amer , Darrell D. E. Long , Thomas J. E. Schwarz

Modern datacenters assemble a very large number of disk drives under a single roof. Even if economic and technical factors where to make individual drives more reliable (which is not at all clear, given the commoditization of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-07-10 Jayanta Basak , Randy H. Katz

This is a followup to the 1994 tutorial by Berkeley RAID researchers whose 1988 RAID paper foresaw a revolutionary change in storage industry based on advances in magnetic disk technology, i.e., replacement of large capacity expensive disks…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-28 Alexander Thomasian

In recent years, high availability and reliability of Data Storage Systems (DSS) have been significantly threatened by soft errors occurring in storage controllers. Due to their specific functionality and hardware-software stack, error…

Performance · Computer Science 2021-12-24 Mostafa Kishani , Mehdi Tahoori , Hossein Asadi

We consider the probability of data loss, or equivalently, the reliability function for an erasure coded distributed data storage system under worst case conditions. Data loss in an erasure coded system depends on probability distributions…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-18 Antonio Campello , Vinay A. Vaishampayan

Real-world distributed systems and networks are often unreliable and subject to random failures of its components. Such a stochastic behavior affects adversely the complexity of optimization tasks performed routinely upon such systems, in…

Artificial Intelligence · Computer Science 2012-12-12 Milos Hauskrecht , Tomas Singliar

We found that a reliability model commonly used to estimate Mean-Time-To-Data-Loss (MTTDL), while suitable for modeling RAID 0 and RAID 5, fails to accurately model systems having a fault-tolerance greater than 1. Therefore, to model the…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-10-18 Jason Resch , Ilya Volvovski

We present a hierarchical simulation approach for the dependability analysis and evaluation of a highly available commercial cache-based RAID storage system. The archi-tecture is complex and includes several layers of overlap-ping error…

Performance · Computer Science 2007-05-23 Mohamed Kaaniche , Luigi Romano , Zbigniew Kalbarczyk , Ravishankar Iyer , Rick Karcich

Archiving and systematic backup of large digital data generates a quick demand for multi-peta byte scale storage systems. As drive capacities continue to grow beyond the few terabytes range to address the demands of today's cloud, the…

Information Theory · Computer Science 2018-10-26 Suayb S. Arslan

Many emerging Web services, such as email, photo sharing, and web site archives, need to preserve large amounts of quickly-accessible data indefinitely into the future. In this paper, we make the case that these applications' demands on…

Digital Libraries · Computer Science 2007-05-23 Mary Baker , Mehul Shah , David S. H. Rosenthal , Mema Roussopoulos , Petros Maniatis , TJ Giuli , Prashanth Bungale

The rise of transient faults in modern hardware requires system designers to consider errors occurring at runtime. Both hardware- and software-based error handling must be deployed to meet application reliability requirements. The level of…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-23 Björn Bönninghoff , Horst Schirmeier

Reliability modelling of RAID storage systems with its various components such as RAID controllers, enclosures, expanders, interconnects and disks is important from a storage system designer's point of view. A model that can express all the…

Performance · Computer Science 2015-08-11 Prasenjit Karmakar , K. Gopinath

This paper presents the findings about the impact of heat waves on a real urban distribution system. A data-driven methodology is proposed to simulate the portion of faults that can be associated to normal conditions (and hence to…

Physics and Society · Physics 2021-11-24 Andrea Mazza , Yang Zhang , Ettore Bompard , Gianfranco Chicco , Emiliano Roggero , Giuliana Galofaro

This initial version of this document was written back in 2014 for the sole purpose of providing fundamentals of reliability theory as well as to identify the theoretical types of machinery for the prediction of durability/availability of…

Performance · Computer Science 2023-01-24 Suayb S. Arslan

In the current landscape of big data, the reliability and performance of storage systems are essential to the success of various applications and services. as data volumes continue to grow exponentially, the complexity and scale of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-06 Joshua Ludolf , Yesmin Reyna-Hernandez , Matthew Trevino

Data redundancy techniques have been tested in several different applications to provide fault tolerance and performance gains. The use of these techniques is mostly seen at the hardware, device driver, or file system level. In practice,…

Cryptography and Security · Computer Science 2026-04-07 Ahmed Sharuvan , Ahmed Naufal Abdul Hadee
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