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Meeting Superalloys 2024
Symposium Superalloys 2024
Presentation Title C-11: Prediction of the Creep Strength of Single Crystalline Superalloys via a Microstructure-informed Deep Neural Network
Author(s) Andreas Bezold, Toni Albert, Mathias Göken, Steffen Neumeier
On-Site Speaker (Planned) Andreas Bezold
Abstract Scope
Proceedings Inclusion? Definite: At-meeting proceedings

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

3D Characterization of Defects and Microstructure in High Density LPBF Prints of a CoNi Alloy
A-10: Microstructural and Thermomechanical Assessment of Computationally Designed Ni-based SX Superalloys
A-11: Principle for Homogenization Design of High-generation Single Crystals Superalloys Containing Increased Refractory Contents
A-1: A Novel Wrought Ni-based Superalloy with High-temperature Strength, Resistance to Creep Rupture and Resistance to Oxidation
A-2: Accelerating Alloy Development for Additive Manufacturing
A-3: Composition and Heat Treatment Modifications of a New Low-cost Ni Base Wrought Alloy for Improved Creep Resistance and Elevated Temperature Ductility
A-4: Development of a New Low-cost Polycrystalline Nickel-base Superalloy
A-5: Development of novel Ni-Co base P/M disk superalloy by redesigning based on turbine blade alloy, TM-47
A-6: Effect of the Interfacial Strain Anisotropy on the Raft Structure of Ni-base Single Crystal Superalloys and Novel Alloy Design Approach by Controlling the Lattice Misfit and the Elastic Misfit
A-7: Effects of Zirconium Additions on the Microstructure and Stress-rupture Properties in Polycrystalline Ni-base Superalloys
A-8: Enhancing Economic Affordability of Aircraft Engines: Development of a Low-cost Single Crystal Superalloy DD93 Containing 3 wt.% Re, Designed to Meet Third Generation Superalloys Properties
A-9: Freckle Formation Propensity Criterion for New Superalloy Design
A Correlative In-situ, Ex-situ & 3D Analysis of Static Recrystallisation in a New Superalloy for 3D-printing
A Coupled Numerical Scheme for Simulating Liquid Metal Cooling Process and its Validation
A Physics-based, Probabilistic Modeling Approach to Design, Manufacture, and Certify AM Components
Anisotropic Tensile Properties of Ni-based Single-crystal Superalloys: A Phase-Field-Informed Crystal-plasticity Finite-element Investigation
B-10: Microstructure-based Modeling of Temperature-dependent Yield Strength in Polycrystalline Ni-base Superalloys
B-1: Effect of Grain Boundary Serrations on Creep Deformation of Udimet-720Li Superalloy
B-2: Effect of Non-fully Recrystallized Grain Structures on the Fatigue Behavior of a Wrought γ-γ′ Ni-base Superalloy
B-3: How Can the Non-metallic Inclusions Distribution Lead to an Anisotropy in the Fatigue Life Durability of Forged γ/γ' Ni-based Disks Alloys?
B-4: Improvement in Mechanical Properties of Ni-base Superalloy Alloy247 Using Hot Forging
B-5: Low-cycle Fatigue Performance and Associated Deformation Mechanisms of HAYNES 244 Alloy and Waspaloy
B-6: Microstructure and Mechanical Properties of a Novel γ′-strengthened Multi-component CoNi-based Wrought Superalloy
B-7: Stress-induced Acceleration of the Growth of δ-Phase Precipitates in Ni-based Superalloy GH4169 (IN718) and Its Effect on Acceleration of Intergranular Cracking Under Creep Loading at Elevated Temperature
B-8: The Effect of Direct Current Heating on the Creep Behaviour of Polycrystalline Ni-based Superalloys
B-9: The PLC Effect in the Absence of Long-range Cottrell Atmospheres in RR1000
C-10: A Prediction Method for Local Creep Strain of Directionally Solidified Superalloys and Turbine Blades
C-11: Prediction of the Creep Strength of Single Crystalline Superalloys via a Microstructure-informed Deep Neural Network
C-12: Temperature and Time Dependence of Elemental Segregation at Stacking Faults in Ni- and Co-base Superalloys
C-1: Effect of Re Addition on the Sensitivity to Recrystallization in As-cast Ni-based SX Superalloys
C-2: Effects of Trace Impurities in Ni-base Single Crystal Superalloys on High-temperature Properties and Disablement of Impurities by CaO for Recycle of Superalloys
C-3: On the Effect of Super-solidus Heat Treatments on the Microstructure and Creep Properties of a Third-generation Single Crystal Ni-based Superalloy
C-4: Exploring Microstructural Characteristics, Mechanical Behavior, Hydrogen Embrittlement and Long-term Stability of Polycrystalline CoNiCr-based Superalloys
C-5: Revisiting Nanoscale Microstructural Features of Alloy 680 to Understand its Remarkable Mechanical Strength in the As-welded Condition
C-6: Creep Properties Dependence to Solution Heat Treatment of Second and Third Generation Ni-based Single Crystal Superalloys
C-7: Option of HIP Implementation Scheme and its Effects on the Mechanical Properties of a Nickel-based Single-crystal Superalloy
C-8: Tensile Behavior of TMS-238 Ni-based Single-crystal Superalloy at 650°C
C-9: In Situ Imaging of Misorientation Changes During Tensile Loading in Single Crystal Nickel-base Superalloys by High-resolution X-ray Diffraction Mapping
Combinatorial Materials Research for the Development of New Advanced CoNi-base Superalloys
Comparison of the Effect of 2 at. % Additions of Nb and Ta on the 1100 °C Oxidation Behavior of Ni - 6Al - (4,6,8) Cr Model Alloys
Computational Design and Experimental Characterization of a Novel 3rd Generation Single Crystal Superalloy with Balanced High Temperature Creep Strength and Corrosion Resistance
Cyclic- and Dwell-fatigue Crack Growth Behavior in a Phase Transformation Strengthened Disk Superalloy
D-1: Effect of Incremental Deformation Path on the Microstructural Evolution of the γ-γ’ Nickel-Based Superalloy René 65
D-2: Gamma Prime Precipitation in the Cast and Wrought AD730 Superalloy
D-3: Modeling of Powder Metallurgy Hot Isostatic Pressing and Application to Ni-base Superalloy
D-4: On the Formation of Multiply Coherent γ Grains in a Powder Metallurgy Ni Base Superalloy
D-5: Using “Microstructure Informatics” to Understand Abnormal Grain Growth Factors in Powder Metallurgy Ni-based Superalloys
D-6: Analysis of the Recovery Potential Through Repair of Key Tensile Properties for a Second Generation Ni-based SX Superalloy Exposed to Simulated Routine Service Conditions
D-7: Mechanical Properties of Waspaloy Repaired by Laser Metal Deposition and Cold Metal Transfer
D-8: Spark Plasma Diffusion Bonding of Inconel 718 Superalloys by Using Atomic Cluster Powder Fillers
E-10: Effect of Free Surface, Oxide and Coating Layers on Rafting in γ − γ′ Superalloys
E-11: In situ observation of initial oxidation in different generations of nickel-based single-crystal superalloys
E-12: Oxidation Behavior of Platinum-containing γ, γ’ and TROPEA Superalloy
E-13: Stress Relaxation Testing as a High-throughput Method for Assessing Creep Strength in Laser Powder Bed Fusion Processed Ni-based Superalloys
E-14: Surface-roughness Effects on Creep Performance In Ni-based Single-crystal Superalloys
E-15: The Effect of Ti Replacement with Nb on the Long-term Oxidation Behaviour at High Temperatures of Ni-base Superalloys for Turbine Disc Applications
E-16: The Role of Silicon in the Protection Against Type I Hot Corrosion
E-1: Beyond Hot Cracking: Impact of Minor Elements on a Novel Ni-based Superalloy for Additive Manufacturing
E-2: Concurrent Improvement of Additive Manufacturing Processability and Creep Performance in a Legacy Polycrystalline Superalloy Using Grain Boundary Strengtheners
E-3: Improving the Additive Manufacturing Processability of a γ/γ’ Cobalt-based Superalloy Through Tailored Chemical Modifications Without Degrading Hot Mechanical Properties
E-4: Influence of the γ/γ’ Misfit on the Strain-age Cracking Resistance of High-γ’ Ni and CoNi Superalloys for Additive Manufacturing
E-5: Microstructural Evolution and Thermal Stability of Additively Manufactured XH67 Nickel-based Superalloy
E-6: Microstructure-mechanical Properties of Short-cycle Heat Treated Additively Manufactured Mar-M 509 Cobalt Superalloy
E-7: Reinventing H230 Alloy Through Additive Manufacturing with Breakthrough Performance Gain
E-8: Solidification and Crack Defect Formation on the Single Melt-track Scale for High γ' CoNi-base Superalloy Variants
E-9: Damage of Thermal Barrier Coated Superalloy Under Thermal Gradient Mechanical Fatigue
Effect of Rejuvenation Treatment on SX Ni-based Superalloys Subjected to Low Cycle Fatigue
Effect of Strain Rate on Dynamic Recrystallization of a Typical γ-γ’ Nickel-Based Superalloy with initial bimodal precipitation
Effects of Alloying Elements on Twinning in Ni-based Superalloys
Eutectic Superalloys for Laser Powder Bed Fusion
Fatigue Durability of a Single Crystal Nickel-based Superalloy with Prior Corrosion
Formation of the γʹʹʹ-Ni2(Cr, Mo, W) phase during a two-step aging heat treatment in HAYNES® 244® Alloy
Full-field Microstructure Modeling During Forging a Polycrystalline γ-γ’ Nickel-based Superalloy
High Temperature Crack Growth Characteristics Under Dwell-fatigue in a PM Superalloy for Disc Applications
High Temperature Fatigue Crack Growth in Nickel-based Alloys Refurbished by Additive Manufacturing
Improving Repair Braze Gap Strength Through the Development of a Novel Superalloy Filler
Influence of Pre-spinning Induced Plastic Strain on Microstructures and Mechanical Properties of Superalloy Disc Forgings
Influence of Re on High-temperature Microstructural Stability and Mechanical Properties of High-Cr CoNi-based Superalloys
Influence of the Coating Brittleness on the Thermomechanical Fatigue Behavior of a β-NiAl Coated R125 Ni-based Superalloy
Inhomogeneous Distribution and Coarsening of γ″ Precipitates in a Ni-based Superalloy and their Effect on Creep
Interfacial Strength Evaluation Between Sulfur-segregated Al2O3 and Ni-Al Single Crystal Alloy Using Nanoindentation
Mechanisms of Dwell Fatigue in Single Crystal Ni-base Superalloys at Intermediate Temperatures
Methods for Characterising Oxide Inclusions & Porosity in Powder Ni Alloys for Disc Rotor Applications
Microstructurally Informed Material Model for Haynes® 282
Modeling Microstructural Development During Hot Working of Ni-based Superalloy 680
Near single-crystalline CMSX-4 superalloy builds with laser-directed energy deposition (L-DED) using model-informed experiments
Non-destructive Volumetric Methods for Detection of Recrystallized (RX) Grains in Single Crystal (SX) Aerospace Components
On the Evolution of the γ/γ′ Lattice Misfit and TCP Phase Precipitation in a Highly Alloyed Single Crystalline Ni-base Superalloy
Optimizing Local Phase Transformation in Ni-based Superalloys Utilizing Thermodynamically Driven Design Framework and Multiscale Characterization
Precipitation of γ′ in Two γ-γ′ Ni-based Superalloys During the Solvus Transition Stage of Ingot to Billet Conversion; Effects on γ Grain Structure and Implications for Open Die Forging
Resistance to Viscoplastic Deformation of Ni-based SX Superalloys with Bimodal Distributions of Gamma-prime Precipitates
Retardation and Acceleration of Dwell-fatigue Crack Propagation in Ni-base Superalloys: Experimental and Numerical Investigations on CMSX-4 and IN718
Spark Plasma Sintering of Nickel-based Superalloys: A New Route to Produce Dual-alloy Turbine Disks
Strain Rate Effect on Strain Localization in Alloy 718 Ni-based superalloy at intermediate temperature
Sustainability and Lifecycle Management of Nickel Superalloy Gas Turbine Components
Tensile Testing of Ni-based Single Crystal Superalloys: What is the Correct “Point of View”?
The Effect of a Laser-based Heat Treatment on the Microstructure of a Superalloy After a Minimally Invasive Repair by Direct Energy Deposition
The Relationship Between Strain-age Cracking and the Evolution of γ′ in Laser Powder-Bed-Fusion Processed Ni-based Superalloys
Unambiguous Stacking Fault Analysis for Unraveling Shearing Mechanisms and Shear-based Transformations in the L1_2-ordered γ′ Phase
Very High Cycle Fatigue Properties of a Coated Nickel-based Single Crystal Superalloy
Viscoplastic Behavior of the Grain Size Transition Zone in a Dual Microstructure Turbine Superalloy Disk
“Microstructure Informatics” of Polycrystalline Ni-base Superalloys Using Computer Vision Techniques to Understand Properties and Performance

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