Student Work
MachineLearningForSteelCasting
PublicThe purpose of this project is to predict the mechanical properties of certain steel alloys based on their chemical compositions and heat treatment methods. This is achieved by developing an Artificial Neuron Network (ANN) model to project the change in mechanical properties during different heat treatments for different steel alloys using the database from the Steel Founders’ Society of America. With ANNs training and modeling, the final average prediction accuracy is above 92%.
- This report represents the work of one or more WPI undergraduate students submitted to the faculty as evidence of completion of a degree requirement. WPI routinely publishes these reports on its website without editorial or peer review.
- Creator
- Subject
- Publisher
- Identifier
- 27101
- E-project-081121-193847
- Keyword
- Advisor
- Year
- 2021
- Date created
- 2021-08-11
- Resource type
- Major
- Rights statement
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Permanent link to this page: https://digital.wpi.edu/show/0v8383751