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chart_material_selection's Introduction

Material Selection Chart Method

This Python Notebook code is a tool to select material from a database using the chart and material index method

๐Ÿ”ฐ How does it work?

  • A material database is uploaded. In this case the database was created by my students from my Selection Material Course using online free database as Matweb and Azom
  • Material database has the below information:
    • Material's name
    • Family (Ceramics, Metals, Polymers, Hybrids)
    • Price (USD/kg)
    • Density (kg/m^3)
    • Young's Modulus (GPa)
    • Yield Strength (MPa)
    • Ultimate Strength (MPa)
    • Elongation (%)
    • Hardness (HV)
    • Fracture Toughness [MPa m^1/2]
    • Melting Point
    • Source (Matweb, Azom, etc)
    • Person (who include the material information into the database)

  • Source and Person columns are deleted from the database
  • A bar plot (Family) and histograms for the material's properties are showed

  • User has to choose two properties to create the material index. This is an example choosing Young's Modulus and Density

  • User must enter the exponents for each property. Based on this, the material index is created. In this example 0.5 and -1 are the exponents for Young's Modulus and Density, respectively. With these values, the material index is: $$\frac{E^{0.5}}{\rho}$$
  • Selection Orientation is defined for the filtering process, based on the properties' exponents.
  • A maximization would be performed if the exponent is positive
  • A minimization would be performed if the exponent is negative
  • Material Index is calculated for each materila into the database
  • Used must set the number of material to filtering
  • The list of materials sort by mateial index is showed

  • A material chart is showed
  • First property as Y-Axis and second property as X-axis
  • Each point represents a material and its color depends of the family
  • A black line represents the filter based on the number of material that user wants to classify
  • The green area is the selection region
  • The gray area is the discard region

  • It is possible to show a chart with the cluster families

๐Ÿ”ถ What is next?

  • Increase the database with more materials and properties
  • Create interactive charts
  • Create an interface or app

chart_material_selection's People

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