混合-拟蒙特卡洛法在地球辐射外热流计算中的效率评估

Assessment of hybrid-quasi-Monte Carlo method efficiency in Earth radiative external heat flow calculation

  • 摘要: 空间外热流仿真计算是航天器热控设计以及地面试验验证的关键技术之一。传统蒙特卡洛法(MC)抽样的随机性问题导致其计算地球红外和反照辐射外热流的收敛速度慢。为解决这一问题,文中首先分析比较外热流积分各个随机变量维度对积分的贡献程度,发现前四维随机变量对积分贡献程度最高。之后在外热流积分的前四维度中,将拟蒙特卡洛法(QMC)代替传统MC,对所求目标面元光线发射点和方向进行采样,其他积分维度仍采用MC,该方法将MC和QMC混合到一起计算外热流。最后以某航天器为算例,通过大数据光线追踪实验得出外热流准确度和收敛速度。研究结果表明,混合-QMC计算地球红外和反照辐射外热流的准确度始终优于传统方法。进一步的分析表明,该方法在地球辐射外热流准确度上的收敛速率,优于传统方法所呈现的收敛速度值(即-0.5)。此外,在面元地球辐射外热流求解的光线追踪过程中,若面元所发光线不存在反射的情况,混合-QMC方法能够更准确快速地求解其外热流。将混合-QMC应用到地球辐射外热流计算中,可以在一定程度上提高计算效率。

     

    Abstract:
      Objective  The computational simulation of external heat flux in space is a crucial aspect of spacecraft thermal management design and ground test validation. Monte Carlo (MC) techniques are currently the prevailing approach for addressing spacecraft external heat flux calculations. Nevertheless, the inherent shortcoming of MC methods is their comparatively slow rate of convergence. To achieve a statistical solution for the external heat flux approximating the precise solution, a considerable number of rays must be emitted, resulting in substantial computational overhead. Consequently, the exploration of efficient algorithms for solving external heat flux is of paramount importance. To this end, a comprehensive examination of Earth radiative external heat flux is conducted, leading to the development of an innovative computational algorithm. The findings of this study will offer valuable theoretical insights for enhancing the calculation efficiency of Earth infrared and albedo radiation external heat flux, and serve as a reference for research on the localization of spacecraft external heat flux computation software.
      Methods  Firstly, an analysis and comparison of the contribution of each random variable dimension within the Earth radiative external heat flux integral are conducted, revealing that the foremost four dimensions of random variables yield the most significant contributions to the integral. Subsequently, Quasi-Monte Carlo (QMC) techniques are employed in lieu of traditional MC methods for the first four dimensions of the external heat flux integral to sample the ray emission point and direction for the target surface element in question, while MC is utilized for the remaining integration dimensions. This novel algorithm combines both MC and QMC approaches to compute the external heat flux. Lastly, a spacecraft serves as a computational example to ascertain the accuracy and convergence rate of the external heat flux through a large-scale ray tracing experiment.
      Results and Discussions   The comparative accuracy of the three methods employed to calculate Earth infrared and albedo external heat flux reveals the superior performance of hybrid-QMC, followed by Latin Hypercube Sampling (LHS), and lastly, the least accurate being MC (Fig.7-8). When utilizing the hybrid-QMC approach to solve Earth albedo and infrared radiative external heat flux, the convergence rate surpasses that of the other two methods. In ray tracing individual surface elements to solve the Earth radiative external heat flow, the surface elements without reflected rays can obtain a better convergence speed. For these surface elements, the hybrid-QMC method has the most significant improvement in the convergence speed of the external heat flow accuracy (Tab.6-9).
      Conclusions  The importance of each integration variable dimension in the Earth radiative external heat flow is analyzed, and the results show that the first four integration dimensions contribute the most to the integration of the Earth albedo and infrared radiative external heat flow. A spacecraft is used as an example for calculation, and the results show that the hybrid-QMC method has the highest accuracy and convergence speed when dealing with the external heat flow of different surface elements of the spacecraft. The advantage of hybrid-QMC is more prominent when there is no reflection behavior of the ray emitted by the surface element. This method can provide some reference to improve the speed and accuracy of the spacecraft external heat flow calculation.

     

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