岩土力学 ›› 2019, Vol. 40 ›› Issue (4): 1465-1473.doi: 10.16285/j.rsm.2017.2191

• 基础理论与实验研究 • 上一篇    下一篇

基于对数几率回归模型的粗颗粒土颗粒 破碎过程演化研究

丁建源1, 2,陈晓斌1, 2,张家生1, 2,刘怡吟1,肖源杰1, 2   

  1. 1. 中南大学 土木工程学院,湖南 长沙 410075;2. 中南大学 教育部重载铁路工程结构重点实验室,湖南 长沙 410075
  • 收稿日期:2017-11-01 出版日期:2019-04-11 发布日期:2019-04-25
  • 通讯作者: 陈晓斌,男,1978年生,博士,教授,主要从事交通岩土工程领域粗颗粒土工程性质方面的研究。E-mail: chen_xiaobin@csu.edu.cn E-mail:jianyuand_2016@163.com
  • 作者简介:丁建源,男,1993年生,硕士研究生,主要从事粗颗粒土颗粒破碎特性等方面的研究
  • 基金资助:
    国家自然科学基金资助项目(No. 51678575);中国铁路总公司科技研究开发计划(No. 2016G003-B);中南大学研究生自主探索创新项目(No.2018zzts638)。

Predicting model for coarse-grained soil particle breakage process using logarithmic probability regression mathematic method

DING Jian-yuan1, 2, CHEN Xiao-bin1, 2, ZHANG Jia-sheng1, 2, LIU Yi-yin1, XIAO Yuan-jie1, 2   

  1. 1. School of Civil Engineering, Central South University, Changsha, Hunan 410075, China; 2. MOE Key Laboratory of Engineering Structures of Heavy Haul Railway, Central South University, Hunan, Changsha 410075, China
  • Received:2017-11-01 Online:2019-04-11 Published:2019-04-25
  • Supported by:
    This work was supported by the National Natural Science Foundation of China (51678575), the China Railway Corporation Science and the Technology Development Project (2016G003-B) and the Independently Explore Innovative Projects for Graduate Students of Central South University (2018zzts638).

摘要: 掌握粗颗粒土颗粒破碎过程演化具有重要的现实意义,但已有研究未能对颗粒级配的演化中间过程进行预测。为弥补粗颗粒土颗粒破碎演化中间过程预测研究的不足,引入存活概率与破碎概率比值,采用对数几率回归方法,建立了基于对数几率回归的颗粒级配曲线演化模型,分析了模型参数的敏感性。基于所建立的演化模型,推导了相对颗粒破碎指标的数学计算公式,并讨论了土体颗粒破碎的有界性。最后,基于已有试验数据进行了模型的应用分析。应用结果显示:模型预测值与实测值吻合,论证了基于对数几率回归预测模型与相对破碎率预测值公式的合理性。该研究成果将有助于对粗颗粒土材料颗粒破碎演化中间过程的理解。

关键词: 对数几率, 级配演化, 颗粒破碎, 相对破碎率, 粗颗粒土

Abstract: It is of great practical value to know the degradation process of coarse-grained soil particles, but the research on predicting the process of particle gradation has not been sufficiently executed yet. To compensate this insufficiency, the study on predicting model for coarse-grained soil particle breakage process was carried out using logarithmic probability regression mathematic method. Based on the probability theory, a logarithmic probability regression method was first set up to simulate the particle gradation process of coarse-grained soil in integral distribution curve frame. And then, a ratio of survival probability to death probability (also called breakage probability) was introduced into this setup logarithmic probability regression method to develop a prediction model for the coarse-grained soil particle degradation. The sensitivity analysis of the predicting model parameters was presented, and the degradation imitation for coarse-grained soil was discussed in the frame system of integral distribution curves. After that, a new formula to calculate the Hardin relative particle breakage index was presented to replace traditional formula for Hardin relative particle breakage index. The new model was applied to predict the coarse-grained soil particle breakage process of several experimental data reported by other authors. Application results show that the model-predicted integral distribution curves were very close to the experimental integral distribution curves. The good agreement between the predicted particle breakage process and the tested particle breakage process verifies the feasibility of this predicting model for coarse-grained soil particle breakage process. The results of this study are helpful for the understanding of particle evolution of coarse-grained soil with intermediate process.

Key words: logarithmic probability, evolution of grain size distribution, particle breakage, relative particle breakage index, coarse-grained soil

中图分类号: 

  • TU 432
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