Model-Based Performance Prediction for Concurrent Software on Multicore Architectures---A Simulation-Based Approach

Model-Based Performance Prediction for Concurrent Software on Multicore Architectures---A Simulation-Based Approach

Author: Frank, Markus Kilian

Publisher: KIT Scientific Publishing

Published: 2022-07-18

Total Pages: 400

ISBN-13: 3731511460

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Die modellbasierte Performancevorhersage ist ein bekanntes Konzept zur Gewährleistung der Softwarequalität. Derzeitige Ansätze basieren auf einem Modell mit einer Metrik, was zu ungenauen Vorhersagen für moderne Architekturen führt. In dieser Arbeit wird ein Multi-Strategie-Ansatz zur Erweiterung von Performancevorhersagemodellen zur Unterstützung von Multicore-Architekturen vorgestellt, in Palladio implementiert und dadurch die Genauigkeit der Vorhersage deutlich verbessert. - Model-based performance prediction is a well-known concept to ensure the quality of software. Current approaches are based on a single-metric model, which leads to inaccurate predictions for modern architectures. This thesis presents a multi-strategies approach to extend performance prediction models to support multicore architectures. We implemented the strategies into Palladio and significantly increased the performance prediction power.


A Reference Structure for Modular Model-based Analyses

A Reference Structure for Modular Model-based Analyses

Author: Koch, Sandro Giovanni

Publisher: KIT Scientific Publishing

Published: 2024-04-25

Total Pages: 398

ISBN-13: 3731513412

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In this work, the authors analysed the co-dependency between models and analyses, particularly the structure and interdependence of artefacts and the feature-based decomposition and composition of model-based analyses. Their goal is to improve the maintainability of model-based analyses. They have investigated the co-dependency of Domain-specific Modelling Languages (DSMLs) and model-based analyses regarding evolvability, understandability, and reusability.


Architecture-based Evolution of Dependable Software-intensive Systems

Architecture-based Evolution of Dependable Software-intensive Systems

Author: Heinrich, Robert

Publisher: KIT Scientific Publishing

Published: 2023-06-05

Total Pages: 154

ISBN-13: 3731512947

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This cumulative habilitation thesis, proposes concepts for (i) modelling and analysing dependability based on architectural models of software-intensive systems early in development, (ii) decomposition and composition of modelling languages and analysis techniques to enable more flexibility in evolution, and (iii) bridging the divergent levels of abstraction between data of the operation phase, architectural models and source code of the development phase.


Evaluating Architectural Safeguards for Uncertain AI Black-Box Components

Evaluating Architectural Safeguards for Uncertain AI Black-Box Components

Author: Scheerer, Max

Publisher: KIT Scientific Publishing

Published: 2023-10-23

Total Pages: 472

ISBN-13: 373151320X

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Although tremendous progress has been made in Artificial Intelligence (AI), it entails new challenges. The growing complexity of learning tasks requires more complex AI components, which increasingly exhibit unreliable behaviour. In this book, we present a model-driven approach to model architectural safeguards for AI components and analyse their effect on the overall system reliability.


Context-based Access Control and Attack Modelling and Analysis

Context-based Access Control and Attack Modelling and Analysis

Author: Walter, Maximilian

Publisher: KIT Scientific Publishing

Published: 2024-07-03

Total Pages: 350

ISBN-13: 3731513625

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This work introduces architectural security analyses for detecting access violations and attack paths in software architectures. It integrates access control policies and vulnerabilities, often analyzed separately, into a unified approach using software architecture models. Contributions include metamodels for access control and vulnerabilities, scenario-based analysis, and two attack analyses. Evaluation demonstrates high accuracy in identifying issues for secure system development.


QoS-Based Optimization of Runtime Management of Sensing Cloud Applications

QoS-Based Optimization of Runtime Management of Sensing Cloud Applications

Author: Gotin, Manuel

Publisher: KIT Scientific Publishing

Published: 2022-06-30

Total Pages: 258

ISBN-13: 3731511479

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IoT applications perceive and interact with the environment via smart devices and cloud services. When operating such applications one is faced with the challenge of configuring the smart devices and the cloud services in a manner, which achieves a high data quality at low operational costs. This work supports IoT operators with IoT collection strategies and cost optimization functions for data qualities, which are influenced by the interplay of smart device and cloud service configurations.


Consistent View-Based Management of Variability in Space and Time

Consistent View-Based Management of Variability in Space and Time

Author: Ananieva, Sofia

Publisher: KIT Scientific Publishing

Published: 2022-12-06

Total Pages: 310

ISBN-13: 3731512416

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Developing variable systems faces many challenges. Dependencies between interrelated artifacts within a product variant, such as code or diagrams, across product variants and across their revisions quickly lead to inconsistencies during evolution. This work provides a unification of common concepts and operations for variability management, identifies variability-related inconsistencies and presents an approach for view-based consistency preservation of variable systems.