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Model Driven Evolution of an Agent-Based Home Energy Management System

机译:基于代理的家用能源管理系统模型驱动演化

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Advanced smart home appliances and new models of energy tariffs im posed by energy providers pose new challenges in the automation of home energy management. Users need some assistant tool that helps them to make complex decisions with different goals, depending on the current situation. Multi-agent systems have proved to be a suitable technology to develop self-management systems, able to take the most adequate decision under different context-dependent situations, like the home energy management. The heterogeneity of home appliances and also the changes in the energy policies of providers introduce the necessity of explicitly modeling this variability. But, multi-agent systems lack of mechanisms to effectively deal with the different degrees of variability required by these kinds of systems. Software Product Line technologies, including variability models, has been successfully applied to different domains to explicitly model any kind of variability. We have defined a software product line development process that performs a model driven generation of agents embedded in heterogeneous smart objects with different degrees of self-management. However, once deployed, the home energy assistant system has to be able to evolve to self adapt its decision making or devices to new requirements. So, in this paper we propose a model driven mechanism to automatically manage the evolution of multi-agent systems distributed among several devices.
机译:高级智能家用电器和能源提供商构成的能源关税模型在家庭能源管理自动化中构成了新的挑战。用户需要一些助手工具,帮助他们以不同的目标进行复杂的决策,具体取决于当前情况。多种代理系统已被证明是开发自我管理系统的合适技术,能够在不同的上下文相关情况下采取最足够的决定,如家居能源管理。家用电器的异质性以及提供者的能量政策的变化介绍了明确建模这种可变性的必要性。但是,多代理系统缺乏有效处理这些系统所需的不同程度的机制。软件产品线技术(包括可变形型号)已成功应用于不同的域以明确模拟任何类型的可变性。我们已经确定了软件产品线开发过程,该过程执行嵌入在具有不同自我管理程度的异构智能对象中的模型驱动的代理。然而,一旦部署,家庭能源辅助系统必须能够发展以自适应其决策或设备来实现新的要求。因此,在本文中,我们提出了一种模型驱动机制,可以自动管理多个设备中分布的多代理系统的演变。

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