Dynamic analysis of soil-structure interaction using the neural networks and the support vector machines
作者:
Highlights:
• Applies Neural Network and the Support Vector Machine to soil structure problems.
• Involves a much larger amount of experimental/recorded data compared to others.
• Develops models for predicting both dynamic characteristics and dynamic responses.
• A two-hidden-layered network is shown to be the most efficient one among others.
• The Support Vector Machine was faster than Neural Network for the same accuracy.
摘要
•Applies Neural Network and the Support Vector Machine to soil structure problems.•Involves a much larger amount of experimental/recorded data compared to others.•Develops models for predicting both dynamic characteristics and dynamic responses.•A two-hidden-layered network is shown to be the most efficient one among others.•The Support Vector Machine was faster than Neural Network for the same accuracy.
论文关键词:Dynamic analysis,Soil-pile-structure interaction,Neural networks,Support vector machines
论文评审过程:Received 13 July 2014, Revised 23 July 2015, Accepted 24 July 2015, Available online 30 July 2015, Version of Record 6 September 2015.
论文官网地址:https://doi.org/10.1016/j.eswa.2015.07.053