Convolutional neural network-based safety evaluation method for structures with dynamic responses

作者：

Highlights：

• A convolutional neural network-based strain estimation method is presented.

• The networks identify the relationship between dynamic response and strain.

• Constructed networks evaluate structural safety by estimating strain response.

• Effectiveness of the method is validated by both numerical and experimental studies.

摘要

•A convolutional neural network-based strain estimation method is presented.•The networks identify the relationship between dynamic response and strain.•Constructed networks evaluate structural safety by estimating strain response.•Effectiveness of the method is validated by both numerical and experimental studies.

论文关键词：Structural health monitoring,Safety evaluation,Strain monitoring,Dynamic structural response,Convolutional neural network

论文评审过程：Received 29 August 2019, Revised 14 April 2020, Accepted 4 June 2020, Available online 19 June 2020, Version of Record 28 June 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113634