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Classifying Distributed Self-* Systems Based on Runtime Models and Their Coupling

Sebastian Wätzoldt, Holger Giese
2014 ACM/IEEE International Conference on Model Driven Engineering Languages and Systems  
In this paper, we provide such a classification by looking on runtime models and their coupling.  ...  However, today there are no clear technical criteria how to classify distributed self-* systems within the resulting design spectrum.  ...  In this paper, we provide a classification for distributed self-* system by looking on runtime models and their coupling.  ... 
dblp:conf/models/WatzoldtG14 fatcat:nkyuh4adefgdhmop2hruuvmcou

A New Service Oriented Framework for Self-Adapting Smart Applications in Mobile Environment

Ahmed Ghoneim
2018 Journal of Software  
This framework is composed of loosely coupled base and controller layers.  ...  The detector-classifier layer monitors and detects runtime events within the base application. In the inference layer, an adaptive driver agent creates new adaptation plans.  ...  Our framework couples SOA and multi-agent system features to drive adaptation, by evolving a base application through a separate controller.  ... 
doi:10.17706/jsw.13.3.180-191 fatcat:w33i3pog6vcgzgph5sc7v4fnhm

Exploiting architectural prescriptions for self-managing, self-adaptive systems

Matthew J. Hawthorne, Dewayne E. Perry
2004 Proceedings of the 1st ACM SIGSOFT workshop on Self-managed systems - WOSS '04  
We use abstract constraint-and intent-based architectural prescriptions to enable architectural reflection, reification, and distributed configuration discovery as the basis for designing adaptive, selfconfiguring  ...  self-evolving systems called Distributed Configuration Routing (DCR).  ...  Self-configuring systems should perform authentication and integrity checking on components when they register with the system, and distributed systems are likely to require runtime integrity checking  ... 
doi:10.1145/1075405.1075420 dblp:conf/woss/HawthorneP04 fatcat:zewkcr5q2beofkeaijbshe4uvu

A Framework for Evaluating Model-Driven Self-adaptive Software Systems [article]

Basel Magableh
2019 arXiv   pre-print
In the last few years, Model Driven Development (MDD), Component-based Software Development (CBSD), and context-oriented software have become interesting alternatives for the design and construction of  ...  Such evaluation framework can facilitate the software developers on selecting a development methodology that suits their software requirements and reduces the development effort of building self-adaptive  ...  MDA focuses primarily on the functionality and behaviour of a distributed application or system deployed across many platforms.  ... 
arXiv:1901.04020v1 fatcat:7r2osafuhffa3ofjadbycu7fdm

Representation and self-configuration of physical entities in extended Smart Grid perimeter

Zheng Hu, Gilles Privat, Stephane Frenot, Bernard Tourancheau
2012 2012 3rd IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)  
We describe these mechanisms and their implementation on examples from the home domain.  ...  Positing the extension of Smart Grids to Smart Energy Management Systems in relevant domains, we propose a framework and a set of mechanisms for the identification, selfconfiguration and representation  ...  an indirect distributed coupling between the ICT system and the target smart grid domain.  ... 
doi:10.1109/isgteurope.2012.6465861 dblp:conf/isgteurope/HuPFT12 fatcat:h2fb2r5yxbgyhaq3wzsffwjlt4

Mechanisms for Leveraging Models at Runtime in Self-adaptive Software [chapter]

Amel Bennaceur, Robert France, Giordano Tamburrelli, Thomas Vogel, Pieter J. Mosterman, Walter Cazzola, Fabio M. Costa, Alfonso Pierantonio, Matthias Tichy, Mehmet Akşit, Pär Emmanuelson, Huang Gang (+2 others)
2014 Lecture Notes in Computer Science  
models, and maintaining fidelity of runtime models with respect to the running system and its environment.  ...  Modern software systems are often required to adapt their behavior at runtime in order to maintain or enhance their utility in dynamic environments.  ...  Introduction Many modern distributed and open software-based systems are required to adapt their behavior at runtime in order to maintain or enhance their utility [19, 58] .  ... 
doi:10.1007/978-3-319-08915-7_2 fatcat:jpdcm6minjag7iqjzw47ta5fra

Using Models at Runtime to Address Assurance for Self-Adaptive Systems [article]

Betty Cheng, Kerstin Eder, Martin Gogolla, Lars Grunske, Marin Litoiu, Hausi Müller, Patrizio Pelliccione, Anna Perini, Nauman Qureshi, Bernhard Rumpe, Daniel Schneider, Frank Trollmann, Norha Villegas
2015 arXiv   pre-print
Fundamental to the development of runtime assurance techniques is research into the use of models at runtime (M@RT).  ...  A self-adaptive software system modifies its behavior at runtime in response to changes within the system or in its execution environment.  ...  The evaluation is based on a simulation of user interactions based on the model of the user interface and a model of the user.  ... 
arXiv:1505.00903v1 fatcat:kjfxpuizhjaadm4ialw4nmeldq

Using Models at Runtime to Address Assurance for Self-Adaptive Systems [chapter]

Betty H. C. Cheng, Kerstin I. Eder, Martin Gogolla, Lars Grunske, Marin Litoiu, Hausi A. Müller, Patrizio Pelliccione, Anna Perini, Nauman A. Qureshi, Bernhard Rumpe, Daniel Schneider, Frank Trollmann (+1 others)
2014 Lecture Notes in Computer Science  
Fundamental to the development of runtime assurance techniques is research into the use of models at runtime N. publications 102 B.H.C. Cheng et al. (M@RT).  ...  A self-adaptive software system modifies its behavior at runtime in response to changes within the system or in its execution environment.  ...  The evaluation is based on a simulation of user interactions based on the model of the user interface and a model of the user.  ... 
doi:10.1007/978-3-319-08915-7_4 fatcat:kux6b5ye2fd4pnlqyop3oog6pa

Active Reinforcement Learning – A Roadmap Towards Curious Classifier Systems for Self-Adaptation [article]

Simon Reichhuber, Sven Tomforde
2022 arXiv   pre-print
In this context, the fundamental reinforcement learning approaches come with several drawbacks that hinder their application to real-world systems: trial-and-error, purely reactive behaviour or isolated  ...  Intelligent systems have the ability to improve their behaviour over time taking observations, experiences or explicit feedback into account.  ...  We initially introduce our model of an intelligent system with an emphasis on learning autonomously at runtime.  ... 
arXiv:2201.03947v1 fatcat:6dgept56bfg2bdiqvvlrlm6ha4

Towards process-based composition of self-managing service-oriented systems

Min'an Tan, Yan Liu, Liming Zhu
2008 Proceedings of the 2nd international workshop on Systems development in SOA environments - SDSOA '08  
The challenge is to seamlessly integrate these models with services and their host infrastructure as a unified self-managing environment.  ...  systems.  ...  This requires that services based on SOAs be easily adaptable to unforeseen changes during their operation.  ... 
doi:10.1145/1370916.1370927 fatcat:ikirhbfxrvbedg3la2hx7vbfsm

Self-Adaptive Reconfigurable Arrays (SARA): Using ML to Assist Scaling GEMM Acceleration [article]

Ananda Samajdar, Michael Pellauer, Tushar Krishna
2022 arXiv   pre-print
The second is being able to determine the right configuration of the array for the current DNN model and/or layer and reconfigure the accelerator at runtime.  ...  SAGAR is capable of providing the same mapping flexibility as a collection of 1024 4x4 arrays working as a distributed system while achieving 3.5x more power efficiency and 3.2x higher compute density  ...  We demonstrate this by developing a recommendation model called ADAPTNET which learns and predicts the optimal configurations for RSA with high accuracy.  ... 
arXiv:2101.04799v2 fatcat:dxw75e3zjvgiladqmr2m6dv3lu

Large Scale Personalized Categorization of Financial Transactions

Christopher Lesner, Alexander Ran, Marko Rukonic, Wei Wang
2020 The AI Magazine  
their own or named them using abbreviations or in foreign languages.  ...  The development of such a system and testing it at scale over billions of transactions is a first in the financial industry.  ...  Yet small coupling tables contain less information, and as the coupling table size is reduced, model coverage and model accuracy both suffer.  ... 
doi:10.1609/aimag.v41i3.5319 fatcat:oapzsv23dnekvealzyjyfdxpta

Self-Adaptive Systems in Organic Computing: Strategies for Self-Improvement [article]

Andreas Niederquell
2018 arXiv   pre-print
Diverse adaptivity properties, so-called self-* properties, form the basis of these systems and one of the properties is self-improvement.  ...  With the intensified use of intelligent things, the demands on the technological systems are increasing permanently.  ...  Their aim is to invent a goal based system model that primarily consists of control loops which can be updated dynamically.  ... 
arXiv:1808.03519v1 fatcat:mmnqpz2qqvcdtarzmdnphcb2wa

Object-Oriented, Component-Based, Agent-Oriented and Service-Oriented Paradigms in Software Architectures [chapter]

Abdelkrim Amirat, Anthony Hock-Koon, Mourad Chabane Oussalah
2014 Software Architecture 1  
The purpose of this chapter is to clarify the boundaries between the paradigms by proposing a conceptual comparative framework based on two quantitative and qualitative approaches.  ...  Object-oriented, component-based, agentoriented and service-oriented paradigms in software architectures Recent years have seen object-oriented, component-based, agent-oriented and service-oriented paradigms  ...  This industry is mainly based on two models of content distribution: The classic model illustrates the object-oriented, component-based and agentoriented approach.  ... 
doi:10.1002/9781118930960.ch1 fatcat:fcm6yksiufaarmcpt5wy46wh3a

Classifying and Enabling Grid Applications [chapter]

Gabrielle Allen, Tom Goodale, Michael Russell, Edward Seidel, John Shalf
Wiley Series in Communications Networking & Distributed Systems  
from their actual implementation.  ...  that will greatly simplify and accelerate future grid application development.  ...  We warmly thank Denis Pollney and others in the AEI numerical relativity group for their suggestions, as well as their careful testing, invaluable feedback, and endless patience with our new technologies  ... 
doi:10.1002/0470867167.ch23 fatcat:hmnr4rrbs5affh4dlvoatbkhnm
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