不确定时间约束下的项目组合优化

Nelson Rangel-Valdez, Fausto Balderas-Jaramillo, E. Fernández, Claudia Gómez-Santillán, L. Cruz-Reyes
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摘要

新产品开发的项目组合优化(PPO)实例的更现实场景的定义通常应该包含优先关系,这些优先关系产生与不同项目之间的时间相互依赖相关的影响。对项目选择的时间相互依赖性或时间效应的研究引起了我们的注意,因为它们影响到问题的目标函数。三个不同的时刻通常存在于任何项目中:1)预计完成时间;2)能力变得重要的时刻;3)已开发产品老化的时刻。在这种时间限制下的PPO(简称PPOTC)可能会面临风险,因为缺乏可靠的数据,这些数据来自于项目的长交付周期,或者来自复杂的市场和技术动态;这种不完善的知识可能导致PPOTC的好处和要求的变化。基于此,本研究提出了不确定条件下基于区间的PPOTC方法设计,并研究了区间对新产品开发项目组合选择的影响。这种方法的优点是一种统一和简单的方法来模拟不精确、不确定性和随意性的不同来源。同时,对模型进行了参数化处理,使得决策决策者面对不完全知识的态度可以通过两个有意义的参数来调整。
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Project Portfolio Optimization under Temporal Constraints with uncertainty
The definition of more realistic scenarios of instances for the Project Portfolio Optimization (PPO) of new product developments usually should involve precedence relations that generate effects related to time-interdependence among different projects. The study of time -interdependences, or time effects, on the selection of projects captures our attention because they affect the problem objective functions. Three different moments have been identified as usually present in any project: 1) the estimated completion time; 2) the moment in which the competence become significant; and, 3) the moment in which the developed product becomes old. A PPO under such temporal constraints (denoted PPOTC) could face risk because the lack of reliable data derived from long lead times of projects, or by a complex market and technology dynamics; such imperfect knowledge could cause variability in the benefits and requirements of a PPOTC. In this sense, this research proposes the design of a methodology based on intervals for PPOTC under uncertainty, and the study of their influence in choosing optimal project portfolios of new product developments. The advantage of this approach is a unified and simple way to model the different sources of imprecision, uncertainty and arbitrariness. Also, the model is parametrized such that the attitude of the DM facing the imperfect knowledge can be adjusted by using two meaningful parameters.
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