Machine Learning in Structural Dynamic Analysis and Health Monitoring

A special issue of Applied Mechanics (ISSN 2673-3161).

Deadline for manuscript submissions: closed (7 May 2021) | Viewed by 1246

Special Issue Editors

Special Issue Information

Dear Colleagues,

This Special Issue aims to summarize the recent advances in machine-learning-based structural dynamic analysis and structural health monitoring (SHM), considering the various approaches that have been developed and put forward for application in health monitoring and periodic inspection in civil, mechanical and aerospace engineering. Numerical analysis has also experienced rapid development for use in structural dynamic analysis, such as in the case of genetic-algorithm-based structural dynamic optimization. This Special Issue also welcomes investigations on algorithm development, deep learning, signal processing, data management and so on. High-quality investigations regarding machine learning based SHM and damage identification are encouraged, as are reviews summarizing advances over recent years.

Prof. Dr. Yun Lai Zhou
Prof. Dr. Gilbert-Rainer Gillich
Guest Editors

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Applied Mechanics is an international peer-reviewed open access quarterly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 1200 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • machine learning
  • deep learning
  • structural health monitoring
  • data processing
  • data management
  • noise filtering approaches
  • temperature effect
  • isogeometric analysis
  • boundary element analysis
  • model updating

Published Papers

There is no accepted submissions to this special issue at this moment.
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