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Cognitively-Inspired Agent-Based Service Composition for Mobile and Pervasive Computing

机译:基于认知的基于代理的移动和普适计算服务组合

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Automatic service composition in mobile and pervasive computing faces many challenges due to the complex and highly dynamic nature of the environment. Common approaches consider service composition as a decision problem whose solution is usually addressed from optimization perspectives which are not feasible in practice due to the intractability of the problem, limited computational resources of smart devices, service host's mobility, and time constraints to tailor composition plans. Thus, our main contribution is the development of a cognitively-inspired agent-based service composition model focused on bounded rationality rather than optimality, which allows the system to compensate for limited resources by selectively filtering out continuous streams of data. Our approach exhibits features such as distributed-ness, modularity, emergent global functionality, and robustness, which endow it with capabilities to perform decentralized service composition by orchestrating manifold service providers and conflicting goals from multiple users. The evaluation of our approach shows promising results when compared against state-of-the-art service composition models.
机译:由于环境的复杂性和高度动态性,移动和普适计算中的自动服务组合面临许多挑战。通用方法将服务组合视为决策问题,其解决方案通常从优化角度解决,但由于问题的难处理性,智能设备的有限计算资源,服务主机的移动性以及定制组合计划的时间限制,因此在实践中不可行。因此,我们的主要贡献是开发了一个基于认知启发式基于代理的服务组合模型,该模型着重于有限的合理性而不是最优性,它允许系统通过有选择地过滤掉连续的数据流来补偿有限的资源。我们的方法具有分布式,模块化,新兴的全局功能和健壮性等功能,这些功能使其能够通过协调多种服务提供商和来自多个用户的冲突目标来执行分散服务组合。与最先进的服务组合模型相比,对我们的方法的评估显示出令人鼓舞的结果。

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