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Transformer based Structural Health Monitoring using Frequency Response Function (FRF) - Part 4
Published:
Welcome back! This is the fourth and final part of our deep dive into Transformer-based Structural Health Monitoring. By now, we’ve covered how the dataset was collected, why frequency-domain (and even time-frequency) data matters, and how to spot key indicators of damage. In this post, I’ll share how I actually trained the transformer model, the roadblocks I hit, and what finally led to some pretty amazing results.
Transformer based Structural Health Monitoring using Frequency Response Function (FRF) - Part 3
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Dataset Contents and Structure
Transformer based Structural Health Monitoring using Frequency Response Function (FRF) - Part 2
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Why Convert Time-Domain Data to the Frequency Domain?
Transformer based Structural Health Monitoring using Frequency Response Function (FRF) - Part 1
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Table of Contents
portfolio
publications
Paper Title Number 1
Published in Journal 1, 2009
This paper is about the number 1. The number 2 is left for future work.
Recommended citation: Your Name, You. (2009). "Paper Title Number 1." Journal 1. 1(1).
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Paper Title Number 2
Published in Journal 1, 2010
This paper is about the number 2. The number 3 is left for future work.
Recommended citation: Your Name, You. (2010). "Paper Title Number 2." Journal 1. 1(2).
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Paper Title Number 3
Published in Journal 1, 2015
This paper is about the number 3. The number 4 is left for future work.
Recommended citation: Your Name, You. (2015). "Paper Title Number 3." Journal 1. 1(3).
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Paper Title Number 4
Published in GitHub Journal of Bugs, 2024
This paper is about fixing template issue #693.
Recommended citation: Your Name, You. (2024). "Paper Title Number 3." GitHub Journal of Bugs. 1(3).
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talks
Talk 1 on Relevant Topic in Your Field
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This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.