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Parameter Estimation and Sensitivity Analysis of an Optimal Control Model for Capital Asset Management

机译:资本资产管理最优控制模型的参数估计与灵敏度分析

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摘要

Optimal control is a very significant field of modern control theory which has been applied in many areas like medicine, science, and finance. This work is based on realization of asset values as a benefit of asset management where a capital asset management problem is modelled and expressed mathematically from the perspective of an investor whose income is generated by return and capital gains on investments with price and return on assets assumed to satisfy uncertainty process. This results in an optimal control model based on uncertainty theory which relates two or more parameters that measures the condition or state of individual’s investments. These parameters enable us to know the condition of risk involved in asset management and how to maintain and manage the assets in order to maximize expected present value of the utility of asset and minimize the risk involved to aid capital investment decision-making. Parameter sensitivity analysis is an approach given to a model so as to define significance of the factors related to the model where the whole parameter space is fully described. However, the model is applied to a real-life problem of capital asset management to deal with debt crisis of a nation’s economy and the sensitivity analysis to determine the effects of the input factors on the model is investigated such that relative significance and sensitivity of each parameter on the model results are presented using parameter estimations. Finally the optimal control decision policy is obtained and discussed.
机译:最佳控制是现代控制理论的一个非常重要的领域,这些领域已应用于许多地区,如医学,科学和金融。这项工作基于资产价值的实现,作为资产管理的利益,其中资本资产管理问题是以资本资产管理问题在数学上进行建模和表达,从投资者的角度来看,其收入由回报和资本收益在投资中获得价格和资产回报的投资产生满足不确定性过程。这导致基于不确定性理论的最佳控制模型,其涉及测量个人投资条件或状态的两个或多个参数。这些参数使我们能够了解资产管理中涉及的风险条件以及如何维护和管理资产,以最大限度地提高资产效用的预期当前价值,并尽量减少援助资本投资决策所涉及的风险。参数灵敏度分析是给出模型的方法,以便定义与完全参数空间的模型相关的因素的重要性。但是,该模型适用于资本资产管理的现实生活问题,以应对国家经济的债务危机,并研究了确定模型对输入因素对模型的影响的敏感性分析,使得每个的相对意义和敏感性模型结果上的参数使用参数估计呈现。最后获得并讨论了最佳控制决策策略。

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