Quantitative estimation of the risk of an increase in the cost of space hardware prototyping

A. Alpatov, V. T. Marchenko, N. Sazina
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Abstract

The goal of this work is to develop a methodological approach to quantitative estimation of the risk of an increase in the cost of space hardware prototyping. The paper considers a technology and mathematical models for quantitative estimation of the risk of an increase in the cost of a developmental work on space hardware prototyping. The main cause of the risk of development cost increase is that data used in expected cost estimation are incomplete and inaccurate. The risk level is estimated as the probability of the possible cost of an R&D project exceeding a critical (for the investor) value. The risk estimation technology is constructed on the basis of the Monte Carlo method embedded in a simulation model. The Monte Carlo method is based on an analytico-probabilistic model (a deterministic mathematical model and a probabilistic model with known distribution functions (laws)). The uniqueness, novelty, and technical complexity of space hardware prototypes do not allow one to construct any analytico-probabilistic model. This paper presents a mathematical model equivalent to an analytico-probabilistic one. The paper substantiates the appropriateness of a homomorphic mapping of a possibilistic space of random variables into a probabilistic space; i.e. in this case the proposed model is equivalent to an analytico-probabilistic one. The key component of the simulation model is the mathematical model of the development cost of a space hardware prototype. The cost model is based on a component-by-component analogy for relatively simple components of the space hardware prototype, moving (upward) along the weighted oriented tree graph that models the engineering structure of the space hardware prototype, and fuzzy methods. The proposed methodological approach may be used in the construction of a simulation model for quantitative estimation vc of the risk of a decrease in the efficiency of use of the prototype under development. To do this, it will be sufficient to replace the mathematical model of development cost with a mathematical model of expected efficiency.
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对空间硬件原型成本增加的风险进行定量估计
这项工作的目标是发展一种定量估计空间硬件原型成本增加风险的方法学方法。本文考虑了一种技术和数学模型,用于定量估计空间硬件原型开发工作成本增加的风险。开发成本增加风险的主要原因是预期成本估算中使用的数据不完整和不准确。风险水平被估计为研发项目的可能成本超过临界值(对投资者而言)的概率。风险估计技术是在蒙特卡罗方法嵌入仿真模型的基础上构建的。蒙特卡罗方法基于解析概率模型(确定性数学模型和已知分布函数(规律)的概率模型)。空间硬件原型的独特性、新颖性和技术复杂性不允许人们构建任何分析概率模型。本文提出了一个等价于解析概率模型的数学模型。证明了随机变量的可能性空间到概率空间的同态映射的适宜性;也就是说,在这种情况下,所提出的模型相当于一个分析概率模型。仿真模型的关键部分是空间硬件样机开发成本的数学模型。成本模型基于对空间硬件原型中相对简单的组件进行逐组件类比,沿着对空间硬件原型的工程结构建模的加权定向树图向上移动,以及模糊方法。所提出的方法方法可用于构建仿真模型,以定量估计正在开发的原型的使用效率降低的风险。要做到这一点,用期望效率的数学模型取代开发成本的数学模型就足够了。
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