ZHANG Yingjie, LIANG Zhuguan, DING Hongwei. Inversion of Soil Mechanics Parameters and Standard Penetration Test Based on GA-SVM[J]. Experiment Science and Technology, 2019, 17(6): 64-68. DOI: 10.3969/j.issn.1672-4550.2019.06.013
Citation: ZHANG Yingjie, LIANG Zhuguan, DING Hongwei. Inversion of Soil Mechanics Parameters and Standard Penetration Test Based on GA-SVM[J]. Experiment Science and Technology, 2019, 17(6): 64-68. DOI: 10.3969/j.issn.1672-4550.2019.06.013

Inversion of Soil Mechanics Parameters and Standard Penetration Test Based on GA-SVM

  • Due to the diversity and complexity of geological conditions,the acquisition of geomechanical parameters is time-con-suming and labor-intensive and the process is very difficult. The geomechanical parameters play an important role in geotechnical anal-ysis and seismic evaluation of buildings. Based on a large number of geotechnical tests and geotechnical investigation reports in Kun-ming,this paper extracts four types of geotechnical types,and extracts four eigenvector input SVM classifiers for training,and estab-lishes the mapping relationship between soil mechanics parameters and standard penetrations. A method based on genetic algorithm to optimize SVM classifier is proposed. It is applied to the inversion between geomechanical parameters and standard penetration num-ber,and compared with the experimental results of particle swarm optimization(PSO)to optimization SVM classifier. The results show that the GA-SVM based method is very fast in geotechnical engineering parameter inversion and has strong practicability and general-ization ability.
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