决策驱动的执行:物联网时代的分布式资源管理范式

T. Abdelzaher, Md. Tanvir Al Amin, A. Bar-Noy, William Dron, R. Govindan, Reginald L. Hobbs, Shaohan Hu, Jung-Eun Kim, Jongdeog Lee, K. Marcus, Shuochao Yao, Yiran Zhao
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引用次数: 11

摘要

本文介绍了分布式系统中资源管理的一种新范式,称为决策驱动执行。该范例适用于任务驱动的系统,其目标是实现更快、更精简和更有效的决策制定。在这个范例中,所有的资源消耗都与对备选行动方案作出决定的需要有关。与传统体系结构不同的一点在于允许应用程序指定其底层决策逻辑的接口。反过来,这个规范允许系统推理出最有效的方法来满足决策的信息需求,从而同时优化决策的准确性、成本和速度。本文讨论了决策驱动执行的总体愿景,概述了初步工作和新的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Decision-Driven Execution: A Distributed Resource Management Paradigm for the Age of IoT
This paper introduces a novel paradigm for resource management in distributed systems, called decision-driven execution. The paradigm is appropriate for mission-driven systems, where the goal is to enable faster, leaner, and more effective decision making. All resource consumption, in this paradigm, is tied to the needs of making decisions on alternative courses of action. A point of departure from traditional architectures lies in interfaces that allow applications to specify their underlying decision logic. This specification, in turn, allows the system to reason about most effective means to meet information needs of decisions, resulting in simultaneous optimization of decision accuracy, cost, and speed. The paper discusses the overall vision of decision-driven execution, outlining preliminary work and novel challenges.
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