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Method of determining parameters of a sample by X-ray scattering applying an extended genetic algorithm with truncated use of the mutation operator
Method of determining parameters of a sample by X-ray scattering applying an extended genetic algorithm with truncated use of the mutation operator
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机译:使用扩展的遗传算法通过X射线散射确定样品参数的方法,该方法采用了突变算子的截短使用
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摘要
A method of determining parameters of a sample by X-ray scattering comprising the steps of exposing the sample to X-rays and measuring scattered X-ray intensity, generating a parameterized model of the sample which is used for numerical simulation of scattered X-ray intensity on the basis of a physical scattering theory, comparing the experimental and simulated X-ray scattering data to generate an error value and modifying the parameters of the model by means of a genetic algorithm involving an amount of individuals each with an equal number N of encoded parameters forming a generation and applying the genetic operators of “selection”, “crossover” and “mutation” used for composing successive generations of evolving individuals, is characterized in that after a given number k of successive generations the genetic operator of “mutation” is no longer applied in evolution of further generations. The inventive method improves the genetic algorithm such that it can approximate the true sample parameters faster and with a higher accuracy.
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