论文标题
通过凸优化进行动态产品开发过程的最佳资源分配
Optimal Resource Allocation for Dynamic Product Development Process via Convex Optimization
论文作者
论文摘要
资源分配是成功产品开发(PD)的重要方面。在本文中,我们将PD过程的动态资源分配作为凸优化问题。特别是,我们构建并解决了这个问题的两个变体:预算受限的问题和性能受限的问题。通过使用凸优化,我们提出了一个框架,以相对较小的计算成本来最佳地解决大型问题实例。这两个问题的解决方案都表现出有关资源分配决策和绩效演变的类似趋势。此外,我们表明产品体系结构会影响资源分配,进而影响PD过程的性能。通过引入中心度指标,以测量产品体系结构网络中模块和设计规则的位置,我们发现资源分配决策与其指标相关。这些结果为有效设计和管理PD流程提供了简单但功能强大的管理指南。最后,为了验证模型及其结果,我们为机械操纵器和汽车外观设计过程介绍并解决了两个设计案例研究。
Resource allocation is an essential aspect of successful Product Development (PD). In this paper, we formulate the dynamic resource allocation of the PD process as a convex optimization problem. Specially, we build and solve two variants of this issue: the budget-constrained problem and the performance-constrained problem. By using convex optimization, we propose a framework to optimally solve large problem instances at a relatively small computational cost. The solutions to both problems exhibit similar trends regarding resource allocation decisions and performance evolution. Furthermore, we show that the product architecture affects resource allocation, which in turn affects the performance of the PD process. By introducing centrality metrics for measuring the location of the modules and design rules within the product architecture network, we find that resource allocation decisions correlate to their metrics. These results provide simple, but powerful, managerial guidelines for efficiently designing and managing the PD process. Finally, for validating the model and its results, we introduce and solve two design case studies for a mechanical manipulator and for an automotive appearance design process.