Fundamentals of queueing theory (2nd ed.).
Fundamentals of queueing theory (2nd ed.).
Hierarchical mixtures of experts and the EM algorithm
Neural Computation
Architecture-based runtime software evolution
Proceedings of the 20th international conference on Software engineering
The Vision of Autonomic Computing
Computer
MDA Explained: The Model Driven Architecture: Practice and Promise
MDA Explained: The Model Driven Architecture: Practice and Promise
Designing Software Product Lines with UML: From Use Cases to Pattern-Based Software Architectures
Designing Software Product Lines with UML: From Use Cases to Pattern-Based Software Architectures
Dynamic Configuration of Resource-Aware Services
Proceedings of the 26th International Conference on Software Engineering
A Style-Aware Architectural Middleware for Resource-Constrained, Distributed Systems
IEEE Transactions on Software Engineering
Towards a knowledge-based approach to architectural adaptation management
WOSS '04 Proceedings of the 1st ACM SIGSOFT workshop on Self-managed systems
Self-Managed Systems: an Architectural Challenge
FOSE '07 2007 Future of Software Engineering
From goals to components: a combined approach to self-management
Proceedings of the 2008 international workshop on Software engineering for adaptive and self-managing systems
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
ICAC '06 Proceedings of the 2006 IEEE International Conference on Autonomic Computing
Software Engineering for Self-Adaptive Systems: A Research Roadmap
Software Engineering for Self-Adaptive Systems
SEAMS '09 Proceedings of the 2009 ICSE Workshop on Software Engineering for Adaptive and Self-Managing Systems
A framework for utility-based service oriented design in SASSY
Proceedings of the first joint WOSP/SIPEW international conference on Performance engineering
Scenario-driven dynamic analysis of distributed architectures
FASE'07 Proceedings of the 10th international conference on Fundamental approaches to software engineering
A learning-based approach for engineering feature-oriented self-adaptive software systems
Proceedings of the eighteenth ACM SIGSOFT international symposium on Foundations of software engineering
Using feature locality: can we leverage history to avoid failures during reconfiguration?
Proceedings of the 8th workshop on Assurances for self-adaptive systems
Taming uncertainty in self-adaptive software
Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering
A framework for managing uncertainty in self-adaptive software systems
ASE '11 Proceedings of the 2011 26th IEEE/ACM International Conference on Automated Software Engineering
Dynamic reconfiguration in self-adaptive systems considering non-functional properties
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Using constraint-based optimization and variability to support continuous self-adaptation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Model-driven performance engineering of self-adaptive systems: a survey
Proceedings of the 8th international ACM SIGSOFT conference on Quality of Software Architectures
Towards flexible evolution of dynamically adaptive systems
Proceedings of the 34th International Conference on Software Engineering
Dynamic evolution of context-aware systems with models at runtime
MODELS'12 Proceedings of the 15th international conference on Model Driven Engineering Languages and Systems
Learning revised models for planning in adaptive systems
Proceedings of the 2013 International Conference on Software Engineering
Context-aware DSPLs: model-based runtime adaptation for resource-constrained systems
Proceedings of the 17th International Software Product Line Conference co-located workshops
Test-and-adapt: An approach for improving service interchangeability
ACM Transactions on Software Engineering and Methodology (TOSEM) - Testing, debugging, and error handling, formal methods, lifecycle concerns, evolution and maintenance
Combining service-orientation and software product line engineering: A systematic mapping study
Information and Software Technology
A meta-controller method for improving run-time self-architecting in SOA systems
Proceedings of the 5th ACM/SPEC international conference on Performance engineering
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Self-adaptive software systems are capable of adjusting their behavior at run-time to achieve certain objectives. Such systems typically employ analytical models specified at design-time to assess their characteristics at run-time and make the appropriate adaptation decisions. However, prior to system's deployment, engineers often cannot foresee the changes in the environment, requirements, and system's operational profile. Therefore, any analytical model used in this setting relies on underlying assumptions that if not held at run-time make the analysis and hence the adaptation decisions inaccurate. We present and evaluate FeatUre-oriented Self-adaptatION (FUSION) framework, which aims to solve this problem by learning the impact of adaptation decisions on the system's goals. The framework (1) allows for automatic online fine-tuning of the adaptation logic to unanticipated conditions, (2) reduces the upfront effort required for building such systems, and (3) makes the run-time analysis of such systems very efficient.