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Ability to design simple self-adaptive, self-tuning and nonlinear control systems.
In addition, self-adaptive software needs to coordinate, manage and negotiate the enactment of a given change plan.
This property has been called self-adaptive stretch.
Special emphasis will be laid on open-source, distributed, collaborative, self-adaptive and easy-to-use environments for small organisations.
Improving upon their work, the same authors have made their algorithm self-adaptive, thus eliminating the need for pre-specifying the parameters.
A workshop on assurances for self-adaptive systems will take place from 5 to 9 September 2011 in Szeged, Hungary.
The development of high-assurance, self-adaptive systems is difficult because they tend to be highly context-dependent, and this fact introduces a high degree of uncertainty.
Evolution strategy - Works with vectors of real numbers as representations of solutions, and typically uses self-adaptive mutation rates.
A cache-oblivious self-adaptive full multigrid method (2006)
This situation has led to recent advances in self-adaptive systems able to reconfigure their structure and modify their behaviour at run-time to adapt to environmental changes.
Launched in 2006 and finalised in late 2009, the team succeeded in creating a refined, self-adaptive and semi-automated product that is already attracting considerable attention.
Self-Adaptive and Local Strategies for a Smooth Treament of Drifts in Data Streams.
DiPART is a solution to this problem because it is a self-adaptive model that can be calibrated once and be applied across different platforms.
Genetic algorithms (Differential Evolution, Self-adaptive Evolution, ...)
• Technologies for interoperability supporting open networks of intelligent, autonomous, self-adaptive, self-configurable, and scalable software components for networked organisations including SMEs.
We controlled the new chaos into steady periodic behavior by two control methods: (i) a self-adaptive delayed feedback controlling scheme; and (ii) a linear self-interacting feedback controlling scheme.
A person with mapping tendencies receives new information; facts, techniques, abilities, and undergoes a process of incorporating the new information into a personally developed and self-adaptive model of the world.
New research shows that performance-adaptive software is capable of achieving performance similar to highly "hand tuned" code and the development of a new approach to self-adaptive software based on learning techniques is currently being investigated.
This kind of analysis has been around for a while in evolution strategies, which use self-adaptive operators which respond to the information that has been gathered about the search space (a good example of theory guiding practice!).
Apply this self-adaptive support vector machine to Remote Sensing image classification; Compare the performance of SVMs with traditional classifiers; Test the efficiency of feature selection introduced by model selection algorithms.
This was the latest to come out of the learning systems based on goal-directed, self-adaptive, neural-net analogs that Corrigan had worked on during his time with MIT: systems that experimented with problem-solving strategies.
Despite these advances, one key aspect of self-adaptive systems that remains to be tackled in depth is assurances: that is, providing evidence that systems satisfy their set of stated functional and extra-functional properties during operation.
The event will bring together researchers to discuss software engineering aspects, of self-adaptive systems, including methods, architectures, languages, algorithms, techniques, and tools that can be used to support assurances in self-adaptive system development.
The project built by the New Jersey Meadowlands Commission (NJMC) is a network self-adaptive signals utilizing the Sydney Coordinated Adaptive Traffic System (SCATS).
This workshop will gather software engineering researchers from fields related to the development of self-adaptive systems in order to identify research challenges, and discuss models, techniques, tools and methodologies for the development of complex systems able to dynamically adapt their behaviour.