Inverse discrete event modeling for facility parameter estimation

R. Kress, Alma Cemerlic, Jessica Kress, Jacob Varghese
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引用次数: 1

Abstract

Particular applications require analysts to estimate plant throughput from external observables via inverse modeling techniques. For example, auditors, law enforcement personnel, and financial planners might need to perform these types of analyses. Researchers at the SimCenter at The University of Tennessee Chattanooga have elected to model several simple basic production models as well as a fictional bicycle factory to do a preliminary investigation into the viability of implementing an inverse model using a discrete- event simulation software package. The fictional bicycle model will eventually include several simulation features such as a discrete event component, a flow portion, an agent based part, equation based power portion, and optimization. The results indicate that the approach is viable and that inverse modeling can be used to estimate internal activities. Future work will involve more detailed models with larger parameter sets.
设施参数估计的逆离散事件建模
特殊应用需要分析人员通过逆建模技术从外部可观测值估计工厂吞吐量。例如,审计人员、执法人员和财务规划人员可能需要执行这些类型的分析。田纳西大学查塔努加分校模拟中心的研究人员选择对几个简单的基本生产模型以及一个虚构的自行车工厂进行建模,以对使用离散事件模拟软件包实现逆模型的可行性进行初步调查。虚拟自行车模型最终将包括几个仿真特征,如离散事件组件、流量部分、基于代理的部分、基于方程的功率部分和优化。结果表明,该方法是可行的,逆建模可以用于估算内部活度。未来的工作将涉及更详细的模型和更大的参数集。
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