用于评估自适应的流量路由

Jochen Wuttke, Yuriy Brun, Alessandra Gorla, Jonathan Ramaswamy
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引用次数: 28

摘要

为了提高评估自适应机制的能力,我们提出了自动交通路由问题。这个问题涉及大量的智能体、部分知识和不确定性,使得它非常适合使用许多不同的自适应机制来解决。问题的定义良好的性质允许对底层机制和涉及的算法进行比较和适当的评估。我们(1)定义问题,(2)概述可通过自适应解决的不确定性和部分信息的来源,(3)列举自适应系统应该评估的维度,为自适应和传统机制的比较提供基准,(4)提出Adasim,一个开源的交通路由模拟器,可以轻松实现和比较解决自动交通路由问题的系统。(5)通过实现两个交通路由系统来演示Adasim。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Traffic routing for evaluating self-adaptation
Toward improving the ability to evaluate self-adaptation mechanisms, we present the automated traffic routing problem. This problem involves large numbers of agents, partial knowledge, and uncertainty, making it well-suited to be solved using many, distinct self-adaptation mechanisms. The well-defined nature of the problem allows for comparison and proper evaluation of the underlying mechanisms and the involved algorithms. We (1) define the problem, (2) outline the sources of uncertainty and partial information that can be addressed by self-adaptation, (3) enumerate the dimensions along which self-adaptive systems should be evaluated to provide a benchmark for comparison of self-adaptation and traditional mechanisms, (4) present Adasim, an open-source traffic routing simulator that allows easy implementation and comparison of systems solving the automated traffic routing problem, and (5) demonstrate Adasim by implementing two traffic routing systems.
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