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The workloads running in the modern data centers of large scale Internet service providers (such as Amazon, Baidu, Facebook, Google, and Microsoft) support billions of users and span globally distributed infrastructure. Yet, the devices…

分布式、并行与集群计算 · 计算机科学 2019-01-14 Justin Meza

In the data center, unexpected downtime caused by memory failures can lead to a decline in the stability of the server and even the entire information technology infrastructure, which harms the business. Therefore, whether the memory…

数据库 · 计算机科学 2021-05-18 Chengdong Yao

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…

分布式、并行与集群计算 · 计算机科学 2017-07-10 Jayanta Basak , Randy H. Katz

Solid-State Drives (SSDs) are recently employed in enterprise servers and high-end storage systems in order to enhance performance of storage subsystem. Although employing high speed SSDs in the storage subsystems can significantly improve…

其他计算机科学 · 计算机科学 2018-05-02 Saba Ahmadian , Farhad Taheri , Mehrshad Lotfi , Maryam Karimi , Hossein Asad

With low latency, high throughput and enterprise-grade reliability, SSDs have become the de-facto choice for storage in the data center. As a result, SSDs are used in all online data stores in LinkedIn. These apps persist and serve critical…

分布式、并行与集群计算 · 计算机科学 2020-03-26 Nikhil Khatri , Shirshendu Chakrabarti

On a daily basis, data centers process huge volumes of data backed by the proliferation of inexpensive hard disks. Data stored in these disks serve a range of critical functional needs from financial, and healthcare to aerospace. As such,…

机器学习 · 计算机科学 2023-09-12 Rohan Mohapatra , Austin Coursey , Saptarshi Sengupta

Failed workloads that consumed significant computational resources in time and space affect the efficiency of data centers significantly and thus limit the amount of scientific work that can be achieved. While the computational power has…

分布式、并行与集群计算 · 计算机科学 2023-01-13 Jie Li , Rui Wang , Ghazanfar Ali , Tommy Dang , Alan Sill , Yong Chen

Storing digital information, ensuring the accuracy, steady and uninterrupted access to the data are considered as fundamental challenges in enterprise-class organizations and companies. In recent years, new types of storage systems such as…

其他计算机科学 · 计算机科学 2014-05-12 Arash Batni , Farshad Safaei

High-precision modeling of systems is one of the main areas of industrial data analysis. Models of systems, their digital twins, are used to predict their behavior under various conditions. We have developed several models of a storage…

机器学习 · 计算机科学 2025-04-08 Abdalaziz Rashid Al-Maeeni , Aziz Temirkhanov , Artem Ryzhikov , Mikhail Hushchyn

Solid-state drives (SSDs) have revolutionized data storage with their high performance, energy efficiency, and reliability. However, as storage demands grow, SSDs face critical challenges in scalability, endurance, latency, and security.…

硬件体系结构 · 计算机科学 2026-02-12 Tianyu Ren , Yajuan Du , Jinhua Cui , Yina Lv , Qiao Li , Chun Jason Xue

With the rapid development of cloud computing and big data technologies, storage systems have become a fundamental building block of datacenters, incorporating hardware innovations such as flash solid state drives and non-volatile memories,…

数据库 · 计算机科学 2023-08-01 Chenyuan Wu

Solid-state drives (SSDs) are extensively used to deploy persistent data stores, as they provide low latency random access, high write throughput, high data density, and low cost. Tree-based data structures are widely used to build…

数据库 · 计算机科学 2020-06-09 Diego Didona , Nikolas Ioannou , Radu Stoica , Kornilios Kourtis

Physical and cloud storage services are well-served by functioning and reliable high-volume storage systems. Recent observations point to hard disk reliability as one of the most pressing reliability issues in data centers containing…

机器学习 · 计算机科学 2021-09-14 Austin Coursey , Gopal Nath , Srikanth Prabhu , Saptarshi Sengupta

The trend for cloud computing has initiated a race towards data centres (DC) of an ever-increasing size. The largest DCs now contain many hundreds of thousands of virtual machine (VM) services. Given the finite lifespan of hardware, such…

分布式、并行与集群计算 · 计算机科学 2011-06-28 John Cartlidge , Ilango Sriram

In this paper, we present a comprehensive analysis investigating the reliability of SSD-based I/O caching architectures used in enterprise storage systems under power failure and high-operating temperature. We explore variety of SSDs from…

分布式、并行与集群计算 · 计算机科学 2019-12-04 Saba Ahmadian , Farhad Taheri , Hossein Asadi

Class imbalance exists in many classification problems, and since the data is designed for accuracy, imbalance in data classes can lead to classification challenges with a few classes having higher misclassification costs. The Backblaze…

机器学习 · 计算机科学 2023-10-16 Shuangshuang Yuan , Peng Wu , Yuehui Chen , Qiang Li

Traditional hard drives consisting of spinning magnetic media platters are becoming things of the past as with the emergence of the latest digital technologies and electronic equipment, the demand for faster, lighter, and more reliable…

密码学与安全 · 计算机科学 2023-07-21 Hassan Jalil Hadi , Irshad ullah , Sheetal Harris

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…

性能 · 计算机科学 2013-04-09 Yongkun Li , Patrick P. C. Lee , John C. S. Lui

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…

性能 · 计算机科学 2021-12-24 Mostafa Kishani , Mehdi Tahoori , Hossein Asadi

As the capacity of Solid-State Drives (SSDs) is constantly being optimised and boosted with gradually reduced cost, the SSD cluster is now widely deployed as part of the hybrid storage system in various scenarios such as cloud computing and…

性能 · 计算机科学 2023-03-24 Jiashu Wu , Yang Wang , Jinpeng Wang , Hekang Wang , Taorui Lin
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