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Agent-Based Modeling of Mass-Collaborative Product Development Processes

机译:大规模协作产品开发过程的基于主体的建模

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Mass-collaborative product development refers to a paradigm where large groups of people compete and collaborate globally to develop new products and services. In contrast to the traditional top-down decomposition-based design processes, the primary mechanism in mass-collaborative product development is bottom-up evolution. Hence, the issues underlying mass-collaborative processes are fundamentally different from those in traditional design processes. For example, instead of determining the best sequence in which activities should be carried out, the emphasis is on developing the right conditions under which product evolution can be fostered. Existing research on product development is primarily focused on top-down design processes. The evolutionary nature of mass-collaborative product development has received very little attention. Specifically, computational models for these processes have not been developed. In this paper, a step toward understanding the fundamental processes underlying mass-collaborative product development using a computational model is presented. The model presented in this paper is based on an agent-based modeling approach, which allows the modeling of the behavior of different entities within a product development scenario and the study of the effect of their interactions. The model captures the information about (i) products as modules and their interdependencies, and (ii) the participants involved and their strategies. The benefits of the agent-based model in understanding mass-collaborative product development are shown using a simple product model. The following aspects of the product development processes are studied: (a) the rate of evolution of the individual modules and the entire product, (b) product evolution patterns and the effect of the number of participants, (c) the effect of prior work on product evolution, (d) the evolution and distribution of participants, and (e) the effect of participant incentives. The agent-based modeling approach is shown as a promising approach for understanding the evolutionary nature of mass-collaborative product development processes.
机译:大规模协作产品开发是一种范例,其中大批人在全球竞争和协作以开发新产品和服务。与传统的自上而下的基于分解的设计过程相比,大规模协作产品开发的主要机制是自下而上的演变。因此,大规模协作过程的根本问题与传统设计过程根本不同。例如,不是确定活动的最佳顺序,而是着重于开发可促进产品发展的正确条件。现有的产品开发研究主要集中在自上而下的设计过程中。大规模协作产品开发的进化本质很少受到关注。具体来说,尚未开发这些过程的计算模型。在本文中,提出了使用计算模型理解大规模协作产品开发的基本过程的步骤。本文中提出的模型基于基于代理的建模方法,该方法允许对产品开发场景中不同实体的行为进行建模,并研究其相互作用的影响。该模型捕获有关以下信息:(i)产品作为模块及其相互依赖性,以及(ii)参与的参与者及其策略。使用简单的产品模型显示了基于代理的模型在理解大规模协作产品开发中的优势。研究了产品开发过程的以下方面:(a)各个模块和整个产品的演化速度,(b)产品演化模式和参与者人数的影响,(c)先前工作的影响(d)参与者的进化和分布,以及(e)参与者激励的影响。基于代理的建模方法显示为一种了解大规模协作产品开发过程的进化本质的有前途的方法。

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