Multi-Scale Modeling: From Macro Cast Geometry to Microstructure Evolution

In modern foundry engineering, understanding how a casting behaves — from its outer geometry down to its grain-level microstructure — is the difference between a defective part and a high-performance component. Multi-scale modeling bridges that gap, and PoligonCast is at the forefront.

Multi-Scale Modeling: From Macro Cast Geometry to Microstructure Evolution
Multi-Scale Modeling

What Is Multi-Scale Modeling?

Multi-scale modeling is a computational approach that simultaneously simulates casting behavior across multiple physical scales — from the macroscopic geometry of the entire part down to the microscopic evolution of grain structures and phases.

Macroscopic Scale

Captures the geometry of the entire casting, simulating global heat transfer and solidification behavior.

Microscopic Scale

Models grain structure evolution, phase transformations, and microsegregation during cooling.

Local Conditions

Accounts for temperature gradients, cooling rates, and alloy composition that drive microstructural outcomes.

Macro Scale

Geometry & Process Simulation

Mold Filling

Simulating fluid flow to predict misruns, cold shuts, and turbulence-induced defects.

Thermal Analysis

Mapping heat transfer across the entire casting to identify hot spots and shrinkage zones.

Solidification Fronts

Tracking how the solid-liquid interface progresses through the macro geometry over time.

Micro Scale

Microstructure Evolution

At the microscale, simulation predicts how the alloy's internal structure forms during solidification. Key phenomena include grain nucleation, phase transformation, and porosity/segregation.

Grain Nucleation & Growth

Predicting grain size and morphology based on local cooling rates.

Phase Transformation

Tracking the formation of secondary phases, precipitates, and intermetallics.

Porosity & Segregation

Identifying micro-shrinkage and solute redistribution that compromise mechanical properties.

Bridging the Scales

How It Works

1

Thermal & Flow

Run macro-scale simulations.

2

Microstructure

Predict grain and phases.

3

Macro Geometry

Define overall part shape.

4

Local Extraction

Capture temperature histories.

The power of multi-scale modeling lies in the coupling mechanism: macro-level thermal and flow data feeds directly into micro-level models. Local temperature histories extracted from the macro simulation drive grain growth algorithms, phase field models, or CALPHAD-based thermodynamic calculations — producing microstructure predictions with engineering-grade accuracy.

PoligonCast Advantage

Precision Across Every Scale

Multi-scale modeling is no longer a research luxury — it is an engineering necessity for competitive foundries. By connecting macro casting geometry to microstructure evolution, PoligonCast empowers manufacturers to design better parts, reduce trial iterations, and deliver consistent quality.

Fewer Defects

Predict and eliminate porosity, segregation, and cracking before the first pour.

Faster Development

Compress tooling and process development cycles with virtual validation.

Superior Properties

Engineer microstructures that meet exact mechanical and performance specifications.

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