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Analyzing, modeling and predicting organizational effects in a distribuited sensor network

机译:在分布式传感器网络中分析,建模和预测组织效果

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The organizational design of a distributed system defines how entities act and interact to achieve local and global objectives. We describe how a system employing different types of organizational techniques has been used to address the challenges posed by a distributed sensor network environment. The high-level, multi-agent architecture of this realworld system is given in detail, and we provide empirical results demonstrating the effects the organization has on the system's performance across several different metrics. As with any design, the particular approach that is employed makes trade-offs, some of which are obvious and some more subtle. The presence of such trade-offs motivates the need for a better understanding of precisely how the organization influences large and small-scale behaviors. To address this need, we first demonstrate how a collection of analytic models can be developed to predict such effects. This experience is then used to ground the presentation of a more comprehensive, domain-independent organizational modeling language called ODML. The structure and capabilities of ODML are explained through the construction of a unified model of our sensor network organization. We then show that this model provides an accurate prediction of the original empirical results.
机译:分布式系统的组织设计定义了实体如何行动和交互以实现本地和全球目标。我们描述了如何使用采用不同类型组织技术的系统来解决分布式传感器网络环境带来的挑战。详细介绍了此现实系统的高层,多代理体系结构,我们提供了经验性结果,证明了组织在多个不同指标上对系统性能的影响。与任何设计一样,所采用的特定方法也需要权衡取舍,其中一些是显而易见的,而有些则更为微妙。这种权衡的存在促使人们需要更好地准确了解组织如何影响大型和小型行为。为了满足这一需求,我们首先演示如何开发分析模型集合来预测这种影响。然后,将这种经验用于基础,介绍一种称为ODML的更全面,独立于域的组织建模语言。通过构建我们的传感器网络组织的统一模型来解释ODML的结构和功能。然后,我们表明该模型为原始经验结果提供了准确的预测。

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