Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing

Released on by Mustafa Mamduh Mustafa Awd
preview-18

  • Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing Book Detail

  • Author : Mustafa Mamduh Mustafa Awd
  • Release Date : 2023-01-01
  • Publisher : Springer Nature
  • Genre : Computers
  • Pages : 289
  • ISBN 13 : 3658402377
  • File Size : 43,43 MB
DOWNLOAD BOOK

Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing by Mustafa Mamduh Mustafa Awd PDF Summary

Book Description: Fatigue failure of structures used in transportation, industry, medical equipment, and electronic components needs to build a link between cutting-edge experimental characterization and probabilistically grounded numerical and artificially intelligent tools. The physics involved in this process chain is computationally prohibitive to comprehend using traditional computation methods. Using machine learning and Bayesian statistics, a defect-correlated estimate of fatigue strength was developed. Fatigue, which is a random variable, is studied in a Bayesian-based machine learning algorithm. The stress-life model was used based on the compatibility condition of life and load distributions. The defect-correlated assessment of fatigue strength was established using the proposed machine learning and Bayesian statistics algorithms. It enabled the mapping of structural and process-induced fatigue characteristics into a geometry-independent load density chart across a wide range of fatigue regimes.

Disclaimer: www.yourbookbest.com does not own Machine Learning Algorithm for Fatigue Fields in Additive Manufacturing books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Fatigue in Additive Manufactured Metals

Fatigue in Additive Manufactured Metals

File Size : 41,41 MB
Total View : 2013 Views
DOWNLOAD

Fatigue in Additive Manufactured Metals provides a brief overview of the fundamental mechanics involved in metal fatigue and fracture, assesses the unique prope