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PROBABILISTIC INVERSE SIMULATION AND ITS APPLICATION IN VEHICLE ACCIDENT RECONSTRUCTION

机译:概率逆仿真及其在车辆事故重建中的应用

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摘要

Inverse simulation is an inverse process of direct simulation. It determines unknown input variables of the direct simulation for a given set of simulation output variables. Uncertainties usually exist, making it difficult to solve inverse simulation problems. The objective of this research is to account for uncertainties in inverse simulation in order to produce high confidence in simulation results. The major approach is the use of the maximum likelihood methodology, which determines not only unknown deterministic input variables but also the realizations of random input variables. Both types of variables are solved on the condition that the joint probability density of all the random variables is maximum. The proposed methodology is applied to a traffic accident reconstruction problem where the simulation output (accident consequences) is known and the simulation input (velocities of the vehicle at the beginning of crash) is sought.
机译:逆仿真是直接仿真的逆过程。它为给定的一组模拟输出变量确定直接模拟的未知输入变量。通常存在不确定性,因此很难解决逆仿真问题。这项研究的目的是考虑逆向仿真中的不确定性,以便对仿真结果产生高度的信心。主要方法是使用最大似然方法,该方法不仅确定未知的确定性输入变量,而且确定随机输入变量的实现。两种类型的变量都在所有随机变量的联合概率密度最大的条件下求解。所提出的方法应用于交通事故重建问题,在该问题中,模拟输出(事故后果)是已知的,并且寻求模拟输入(碰撞开始时车辆的速度)。

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