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A JOINT OPTIMIZATION ALGORITHM FOR DISPATCHING TASKS IN AGENT-BASED WORKFLOW MANAGEMENT SYSTEMS

机译:用于在基于代理的工作流管理系统中调度任务的联合优化算法

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Workflow problems generally require the coordination of many workers; machines and computers. Agents provide a natural mechanism for modelling a system where multiple actors operate, but they do not explicitly support coordination schemes. Efficient task allocation to these actors is a fundamental coordination prerequisite. A competent allocation policy should address both system performance issues and users' quality demands. Since these factors are often contradictory, an efficient solution is hard to be identified. In this study, we suggest a task delegation strategy that jointly optimizes system performance (as expressed by workload balancing) and quality demands (as expressed by minimum task overlapping). A consistent modelling approach allows us to transform data of both these factors into a matrix format. The next step is to exploit the Ky-fan theorem and the notion of generalized eigenvalues to optimally solve the task allocation problem. A simple scheduling policy and an experimental setup were applied to test the efficiency of the proposed algorithm.
机译:工作流问题通常需要协调许多工人;机器和计算机。代理提供了一种用于建模系统运行的系统的自然机制,但它们没有明确支持协调方案。这些演员的高效任务分配是一个基本的协调先决条件。有能力的分配政策应解决系统性能问题和用户的质量需求。由于这些因素往往是矛盾的,因此难以确定有效的解决方案。在这项研究中,我们建议一个任务委派策略,共同优化系统性能(按工作负载均衡表示)和质量要求(如最小任务重叠的表达)。一致的建模方法允许我们将这些因素的数据转换为矩阵格式。下一步是利用Ky风扇定理和广义特征值的概念来最佳地解决任务分配问题。应用了一个简单的调度策略和实验设置来测试所提出的算法的效率。

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