众包环境下的业务流程任务分配与资源分配

Kahina Bessai, F. Charoy
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引用次数: 6

摘要

众包是人类利用网络解决问题的重要范例。当他们面临工作负荷激增时,企业可能会选择将某些或全部流程任务外包给人群,以便不损害为客户承诺的服务质量。这可能发生在危机管理等情况下,当组织因突发事件而不堪重负时。这些任务通常难以作为仅基于软件服务的解决方案来实现。因此,使用众包平台似乎很诱人。为了确保有效和明智地利用资源,需要开发决策辅助方法,其目的是帮助企业选择知识最渊博的工人。在本文中,我们通过定义一种基于众包作为资源提供者的委托方法来解决危机背景下的资源分配问题。首先,我们提出了众包环境下业务流程执行的数学模型和精确的优化算法。其次,由于这里处理的问题是np完全的,我们提出了一个有效的算法,如一系列实验所示,来处理所考虑的问题。此外,为了克服现有工作的限制,我们在此考虑业务流程任务是相互依赖的这一事实,同时在预算约束下优化给定业务流程实例的总体执行时间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Business Process Tasks-Assignment and Resource Allocation in Crowdsourcing Context
Crowdsourcing is important paradigm in human problem solving using the Web. When they face a workloadoutburst, businesses may choose outsource certain or all ofprocess tasks to the crowd in order to not compromise thequality of service promised for their customers. This may occur in situations like crisis management, when organisation are overloaded by a sudden event breakout. These tasks are generally difficult to implement as solution based on software service only. So, the use of crowdsourcing platform seems enticing.To ensure efficient and wise use of resources, decision makingaids methods need to be developed in which the aim is to assist businesses in choosing the most knowledgeable workers. In this paper we address the resource allocation problem in crisis context by defining a delegation approach based on crowd-sourcing as resource provider. Firstly, we propose a mathematical model for business process execution in crowd-sourcing context and anexact optimization algorithm. Secondly, as the problem addressed here is NP-complete, we propose an efficient algorithm, as shown by a series of experiments, to deal with the considered problem.Furthermore, to overcome the limitations of existing workswe take here the fact that business process tasks are dependent while optimizing the overall execution time of a given business process instance under budget constraint.
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