Database workload capacity planning using time series analysis and machine learning

AS Higginson, M Dediu, O Arsene, NW Paton… - Proceedings of the …, 2020 - dl.acm.org
When procuring or administering any IT system or a component of an IT system, it is crucial
to understand the computational resources required to run the critical business functions that …

Virtual Machine Workloads: The Case for New {NAS} Benchmarks

V Tarasov, D Hildebrand, G Kuenning… - 11th USENIX Conference …, 2013 - usenix.org
Abstract Network Attached Storage (NAS) and Virtual Machines (VMs) are widely used in
data centers thanks to their manageability, scalability, and ability to consolidate resources …

Predictive performance modeling of virtualized storage systems using optimized statistical regression techniques

Q Noorshams, D Bruhn, S Kounev… - Proceedings of the 4th …, 2013 - dl.acm.org
Modern virtualized environments are key for reducing the operating costs of data centers. By
enabling the sharing of physical resources, virtualization promises increased resource …

Variations in performance and scalability: An experimental study in iaas clouds using multi-tier workloads

D Jayasinghe, S Malkowski, J Li… - IEEE Transactions …, 2013 - ieeexplore.ieee.org
The increasing popularity of clouds drives researchers to find answers to a large variety of
new and challenging questions. Through extensive experimental measurements, we show …

Automated workload characterization for I/O performance analysis in virtualized environments

A Busch, Q Noorshams, S Kounev, A Koziolek… - Proceedings of the 6th …, 2015 - dl.acm.org
Next generation IT infrastructures are highly driven by virtualization technology. The latter
enables flexible and efficient resource sharing allowing to improve system agility and reduce …

Enabling Multi-tenancy on SSDs with Accurate IO Interference Modeling

LN Jaliminche, CN Chakraborttii, C Choi… - Proceedings of the 2023 …, 2023 - dl.acm.org
Technological advancements in the past decades have substantially increased the capacity
and performance of Solid State Drives (SSDs). Provisioning such high-capacity SSDs …

Panic: modeling application performance over virtualized resources

I Giannakopoulos, D Tsoumakos… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
In this work we address the problem of predicting the performance of a complex application
deployed over virtualized resources. Cloud computing has enabled numerous companies to …

Autonomic allocation of communicating virtual machines in hierarchical cloud data centers

A Aldhalaan, DA Menascé - 2014 International Conference on …, 2014 - ieeexplore.ieee.org
Cloud providers are typically hierarchically organized into interconnected data centers, each
with a collection of racks of servers organized into clusters. The communication cost …

[图书][B] Modeling and prediction of i/o performance in virtualized environments

OQ Noorshams - 2017 - books.google.com
We present a novel performance modeling approach tailored to I/O performance prediction
in virtualized environments. The main idea is to identify important performance-influencing …

I/O performance modeling for big data applications over cloud infrastructures

I Mytilinis, D Tsoumakos, V Kantere… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
Big Data applications receive an ever-increasing amount of attention, thus becoming a
dominant class of applications that are deployed over virtualized environments. Cloud …