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首页> 外文期刊>Systems, Man, and Cybernetics: Systems, IEEE Transactions on >Multiobjective Optimization in Multifunction Multicapability System Development Planning
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Multiobjective Optimization in Multifunction Multicapability System Development Planning

机译:多功能多功能系统开发规划中的多目标优化

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Properly allocating resources to achieve system development objectives has remained a challenge in systems engineering management. Various optimization models have been developed to optimize respective figures of merit (FOMs) subject to development constraints. System readiness level (SRL) is a system FOM that was originally introduced to assess the maturity of a system during its development lifecycle and has evolved to cover the development of multifunction multicapability (MFMC) systems. Optimization models which include SRL as either the objective or a constraint have been proposed for system development planning. Building on the definition of the recently enhanced MFMC SRL, this paper proposes a multiobjective optimization model, called MO_SRL, to simultaneously optimize the following: 1) the maturity of the system's selected functions or capabilities and 2) the consumption of development resources. An evolutionary algorithm is used to obtain a Pareto set of optimal solutions, where each solution represents a development plan informing which system components should be advanced to which maturity levels without exceeding a certain amount of resource consumption. With the consideration of SRL correlation to typical system development lifecycle, this model can identify several development alternatives for improving the system maturity to more advanced phases with minimum resource consumption, and these multiple alternatives provide systems engineering managers with flexibility in planning system development.
机译:正确分配资源以实现系统开发目标仍然是系统工程管理中的一个挑战。已经开发了各种优化模型来优化受开发约束的各个品质因数(FOM)。系统就绪级别(SRL)是系统FOM,最初是为了评估系统在其开发生命周期中的成熟度而引入的,现已演变为涵盖多功能多功能(MFMC)系统的开发。已经提出了将SRL作为目标或约束条件的优化模型用于系统开发计划。本文基于最近增强的MFMC SRL的定义,提出了一个称为MO_SRL的多目标优化模型,以同时优化以下各项:1)系统所选功能或能力的成熟度,以及2)开发资源的消耗。进化算法用于获得Pareto最佳解决方案集,其中每个解决方案都代表一个开发计划,该计划告知哪些系统组件应提前到哪个成熟度级别,而不会超过一定的资源消耗量。考虑到与典型系统开发生命周期的SRL相关性,此模型可以确定几种开发替代方案,以最小的资源消耗将系统成熟度提高到更高级的阶段,并且这些多种选择为系统工程经理提供了规划系统开发的灵活性。

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