CHINESE JOURNAL OF ENERGETIC MATERIALS
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BP-GA算法确定未反应炸药的JWL状态方程参数
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1.南京理工大学机械工程学院,江苏 南京 210094;2.西安近代化学研究所 燃烧与爆炸技术重点实验室,陕西 西安 710065;3.南京理工大学 国家特种超细粉体工程技术研究中心, 江苏 南京 210094

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国家自然科学基金资助(11972197,21875109)


Determination of Parameters of JWL Equation of State for Unreacted Explosives Based on BP-GA Algorithm
Author:
Affiliation:

1.School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China;2.Science and technology on combustion and explosion laboratory, Xi''an modern chemistry research institute, Xi''an 710065, China;3.National Special Superfine Powder Engineering Research Center, Nanjing University of Science and Technology, Nanjing 210094, China

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    摘要:

    为了确定未反应炸药的JWL状态方程参数,提出了一种利用BP神经网络-遗传算法(BP-GA算法)和冲击Hugoniot关系确定JWL参数的方法。此方法首先训练BP神经网络,使其可以拟合由不同的JWL参数组合组成的非线性系统,随后采用遗传算法搜寻适应度值最大的一组JWL参数。结果表明:已知某种炸药的初始密度、爆速、Hugoniot系数C0S,便可利用BP-GA算法确定其JWL参数;BP-GA算法确定的8种未反应炸药的p-v曲线和由试验数据确定的p-v曲线相吻合,且8条p-v曲线的R2均不低于0.9995,证明了BP-GA算法的高精度。

    Abstract:

    In order to determine the parameters of the JWL equation of state for unreacted explosives, a method to determine the JWL parameters by using the BP neural network-Genetic Algorithm (BP-GA Algorithm) and the shock Hugoniot was proposed. Firstly, BP neural network is trained to fit the nonlinear system composed of different JWL parameters, and then Genetic Algorithm is used to search the set of JWL parameters with the largest fitness value. The results show that the JWL parameters can be determined by the BP-GA Algorithm when the initial density, detonation velocity, Hugoniot parameters C0 and S are known. The p-v curves of eight kinds of unreacted explosives determined by BP-GA Algorithm are consistent with those determined by test data, and the R2 of eight p-v curves are not less than 0.9995, which proves the high accuracy of BP-GA algorithm.

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崔浩,郭锐,宋浦,等. BP-GA算法确定未反应炸药的JWL状态方程参数[J].含能材料, 2022, 30(1):43-49. DOI:10.11943/CJEM2021133.
CUI Hao, GUO Rui, SONG Pu, et al. Determination of Parameters of JWL Equation of State for Unreacted Explosives Based on BP-GA Algorithm[J]. Chinese Journal of Energetic Materials, 2022, 30(1):43-49. DOI:10.11943/CJEM2021133.

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  • 收稿日期: 2021-05-26
  • 最后修改日期: 2021-10-09
  • 录用日期: 2021-07-28
  • 在线发布日期: 2021-09-30
  • 出版日期: 2022-01-25