Model-driven performance prediction of systems of systems

K Falkner, C Szabo, V Chiprianov - Proceedings of the ACM/IEEE 19th …, 2016 - dl.acm.org
Systems of Systems exhibit characteristics that pose difficulty in modelling and predicting
their overall performance capabilities, including the presence of operational independence …

Model-driven performance prediction of distributed real-time embedded defense systems

K Falkner, V Chiprianov, NJG Falkner… - … on Engineering of …, 2013 - ieeexplore.ieee.org
Autonomous defence systems are typically characterised by hard constraints on space,
weight and power. These constraints have a strong impact on the non-functional properties …

Architecture-level software performance abstractions for online performance prediction

F Brosig, N Huber, S Kounev - Science of Computer Programming, 2014 - Elsevier
Modern service-oriented enterprise systems have increasingly complex and dynamic
loosely-coupled architectures that often exhibit poor performance and resource efficiency …

Modeling parameter and context dependencies in online architecture-level performance models

F Brosig, N Huber, S Kounev - Proceedings of the 15th ACM SIGSOFT …, 2012 - dl.acm.org
Modern service-oriented enterprise systems have increasingly complex and dynamic
loosely-coupled architectures that often exhibit poor performance and resource efficiency …

Parametric performance completions for model-driven performance prediction

J Happe, S Becker, C Rathfelder, H Friedrich… - Performance …, 2010 - Elsevier
Performance prediction methods can help software architects to identify potential
performance problems, such as bottlenecks, in their software systems during the design …

Coupled model transformations

S Becker - Proceedings of the 7th international workshop on …, 2008 - dl.acm.org
Model-driven performance prediction methods use abstract design models to predict the
performance of the modelled system during early development stages. However …

On the use of {ML} for blackbox system performance prediction

S Fu, S Gupta, R Mittal, S Ratnasamy - 18th USENIX Symposium on …, 2021 - usenix.org
There is a growing body of work that reports positive results from applying ML-based
performance prediction to a particular application or use-case (eg server configuration …

A simulation-based model generator for software performance estimation

I Hafnaoui, R Ayari, G Nicolescu… - Proceedings of the …, 2016 - dl.acm.org
With the rise of software system complexity, developers rely more on a modular approach to
system design to reduce development cost. However, as a result, integrating a real-time …

A MDD methodology for specification of embedded systems and automatic generation of fast configurable and executable performance models

F Herrera, H Posadas, P Peñil, E Villar… - Proceedings of the …, 2012 - dl.acm.org
This paper presents the COMPLEX UML/MARTE modeling methodology and its related
framework for automatic generation of executable performance models. The modeling …

A survey on the interplay between software engineering and systems engineering during sos architecting

H Cadavid, V Andrikopoulos, P Avgeriou… - Proceedings of the 14th …, 2020 - dl.acm.org
Background: The Systems Engineering and Software Engineering disciplines are highly
intertwined in most modern Systems of Systems (SoS), and particularly so in industries such …