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模拟退火反演中临界温度的快速确定

Rapid determination of the critical temperature in simulated annealing inversion.

作者信息

Basu A, Frazer L N

出版信息

Science. 1990 Sep 21;249(4975):1409-12. doi: 10.1126/science.249.4975.1409.

Abstract

Knowledge of the critical temperature, T(), the temperature at which a phase change occurs, greatly improves the efficiency of simulated annealing when used for optimization or inversion. A numerical method of accurately determining T() in a relatively short computation time has been developed. This method is used to recover the seismic soundspeed profile from wavefield data, a problem in which cycle skipping causes many local minima of the energy function and the averaging of the medium by finite length waves results in many states with similar energies. Computations indicate that it is cost-effective to spend about 80 percent of the computing budget looking for T() instead of annealing, and that in the course of finding T() many states with energies near the global minimum will also be found. The a posteriori probability distribution of the solution has been constructed from trial solutions generated at T(*).

摘要

临界温度T()是发生相变的温度,了解这一温度能极大地提高模拟退火用于优化或反演时的效率。已开发出一种能在相对较短计算时间内精确确定T()的数值方法。该方法用于从波场数据中恢复地震声速剖面,在这个问题中,循环跳跃会导致能量函数出现许多局部最小值,而有限长度波对介质的平均作用会产生许多能量相似的状态。计算表明,将约80%的计算预算用于寻找T()而非退火是具有成本效益的,并且在寻找T()的过程中,还会发现许多能量接近全局最小值的状态。已根据在T(*)时生成的试验解构建了解的后验概率分布。

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