Performance modeling and practical use cases for black-box ssds

J Kim, K Choi, W Lee, J Kim - ACM Transactions on Storage (TOS), 2021 - dl.acm.org
… , and energy efficiency over Hard Disk Drives (HDDs) [22]. For … applications’ key quality-of-service
(QoS) requirements and to … Note that we use the simulator to validate our model/diag’s …

Using black-box performance models to detect performance regressions under varying workloads: an empirical study

L Liao, J Chen, H Li, Y Zeng, W Shang, J Guo… - Empirical Software …, 2020 - Springer
… the same quality of service, thereby significantly increasing the … Moreover, we also simulated
the variety of the number of … Since accessing I/O storage devices (eg, hard drives) are …

A Black-Box Model of Memory Life-Span for NAND Flash Devices

SYJ Wong - 2022 - search.proquest.com
… we initially put the memory into service, and from much … simulate the predicted life metric
throughout the effective lifespan of a device for a fair comparison. Chapter 2 Black Box Modeling

[HTML][HTML] Interpretable predictive maintenance for hard drives

M Amram, J Dunn, JJ Toledano, YD Zhuo - Machine Learning with …, 2021 - Elsevier
… In Section 6, we repeat our analysis using data from a limited time frame to simulate the …
Compared to Random Forest and other black-box models, Optimal Trees can automatically …

Black-box identification of grid-side filter circuit for improved modelling of single-phase power electronic devices for harmonic studies

E Kaufhold, J Meyer, P Schegner - Electric Power Systems Research, 2021 - Elsevier
… always rely on a linearization around a specific operating … and simulations, grey-box models
or improved black-box models … as battery storage converters or drive converters with active …

Stochastic modeling of data storage systems for evaluating performance, dependability, and energy consumption

ER BORBA - 2023 - repositorio.ufpe.br
… by the low performance of hard disk drives (HDDs) and the … time required to develop the
simulator and run the simulator … The mean time to repair (MTTR) is typically used to quantify …

[PDF][PDF] An integrated framework for co-simulation of white-box models and black-box models

W Zhang, W Liu, H Zhang - 2021 - cal-tek.eu
… to achieve real-time perception, dynamic control, and information services of large
engineering systems. In fact, a large engineering system is usually composed of heterogeneous …

A survey of algorithms for black-box safety validation of cyber-physical systems

A Corso, R Moss, M Koren, R Lee… - Journal of Artificial …, 2021 - jair.org
… under test as a black box operating in a simulated environment. … or specified in a formal
modeling language, and a gray-box … A disturbance is selected that drives sgoal toward snear (…

auto-tuning of computer systems using black-box optimization: an application to the case of i/o accelerators

S Robert - 2021 - theses.hal.science
… As architecture becomes more and more service oriented, the … models who give instant
prediction once built, the black-boxusing simulated annealing and [11] using genetic algorithms. …

Black-box safety analysis and retraining of DNNs based on feature extraction and clustering

M Attaoui, H Fahmy, F Pastore, L Briand - ACM Transactions on Software …, 2023 - dl.acm.org
… Despite their high performance, such models cannot easily … to DNNs trained using either
a simulator or real images, we … search to drive the generation of test inputs using simulators; …