Fourier-assisted machine learning of hard disk drive access time models

A Crume, C Maltzahn, L Ward, T Kroeger… - Proceedings of the 8th …, 2013 - dl.acm.org
Predicting access times is a crucial part of predicting hard disk drive performance. Existing
approaches use white-box modeling and require intimate knowledge of the internal layout of …

Automatic generation of behavioral hard disk drive access time models

A Crume, C Maltzahn, L Ward… - … 30th Symposium on …, 2014 - ieeexplore.ieee.org
Predicting access times is a crucial part of predicting hard disk drive performance. Existing
approaches use white-box modeling and require intimate knowledge of the internal layout of …

Black-box performance modeling for solid-state drives

S Li, HH Huang - … on Modeling, Analysis and Simulation of …, 2010 - ieeexplore.ieee.org
Flash-based Solid-State Drives (SSDs) have become a promising alternative to magnetic
Hard Disk Drives (HDDs) thanks to the large improvements in performance, power …

Towards fast profiling of storage devices regarding access sequentiality

FZ Boito, R Kassick, POA Navaux… - Proceedings of the 30th …, 2015 - dl.acm.org
This work presents a tool for storage device profiling named SeRRa. Our tool obtains the
sequential to random throughput ratio for reads and writes of different sizes. Several …

Efficient disk drive performance model for realistic workloads

DJ Lingenfelter, A Khurshudov… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Accurate models for hard disk drive performance are needed to ensure that computer
systems, both large and small, can meet the performance requirements for their intended …

Rigorous modeling of disk performance for real-time applications

S Park, H Shin - International Conference on Real-Time and Embedded …, 2003 - Springer
Performance modeling of magnetic disks allows the prediction of the disk service time which
is useful for on-line decision support for soft real-time applications. In this paper, we propose …

A mathematical hard disk timing model for full system simulation

BS Parsons, VS Pai - … on Performance Analysis of Systems and …, 2013 - ieeexplore.ieee.org
This paper introduces and validates a mathematical hard disk timing model designed for use
in an execution-driven full-system simulator. While very accurate disk simulators and …

A stochastic analysis of hard disk drives

F Cady, Y Zhuang… - International Journal of …, 2011 - Wiley Online Library
We provide a stochastic analysis of hard disk performance, including a closed form solution
for the average access time of a memory request. The model we use covers a wide range of …

Storage device performance prediction with CART models

M Wang, K Au, A Ailamaki, A Brockwell… - ACM SIGMETRICS …, 2004 - dl.acm.org
This work explores the application of a machine learning tool, CART modeling, to storage
devices. We have developed approaches to predict a device's performance as a function of …

Using black-box modeling techniques for modern disk drives service time simulation

JD Garcia, L Prada, J Fernandez… - … Symposium (anss-41 …, 2008 - ieeexplore.ieee.org
One of the most common techniques to evaluate the performance of a computer I/O
subsystem performance has been found on detailed simulation models including specific …