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2020 | OriginalPaper | Buchkapitel

High-Throughput Approaches to Establish Quantitative Process–Structure–Property Correlations in Ni-Base Superalloy

verfasst von : Nishan M. Senanayake, Semanti Mukhopadhyay, Jennifer L. W. Carter

Erschienen in: Superalloys 2020

Verlag: Springer International Publishing

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Abstract

A high-throughput approach for collecting microstructure and mechanical properties were developed to model the process–structure–property (PSP) correlations in polycrystalline Ni-based superalloy ME3. The semi-automated image processing algorithm captured the area fraction and size distribution of secondary and tertiary γ′ particles from scanning electron microscopy (SEM) images of polished samples. The yield strength and elastic modulus were calculated with an automated algorithm using load-time-displacement data generated by microindentation. Thirty heat treatments were conducted to create various γ′ distributions which are the primary strengthening mechanism of Ni-based superalloys. The PSP correlations among the predictor and response variables were evaluated with regression models and validated with adj-R2 and residual standard error statistics. The PSP statistical models built by using high-throughput protocols align with the previous statistical and theoretical models.

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Metadaten
Titel
High-Throughput Approaches to Establish Quantitative Process–Structure–Property Correlations in Ni-Base Superalloy
verfasst von
Nishan M. Senanayake
Semanti Mukhopadhyay
Jennifer L. W. Carter
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-51834-9_66

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