AM Residual Stress Analysis

Category: Analysis | Consolidated Edition 2026-04-06
CAE visualization for am residual stress theory - technical simulation diagram
AM Residual Stress Analysis

Theory and Physics

Overview

🧑‍🎓

Professor! Today's topic is about AM residual stress analysis, right? What is it?


🎓

Prediction of residual stresses caused by rapid heating/cooling cycles in Additive Manufacturing (AM) processes. Efficient analysis methods like the Inherent Strain Method and lumped layer method are practical.


🧑‍🎓

Your explanation is easy to understand, Professor! My confusion about additive manufacturing has cleared up.


Governing Equations


🎓

Expressing this with equations, it looks like this.


$$\boldsymbol{\sigma}_{res} = \int_0^t \mathbf{C}:(\dot{\boldsymbol{\varepsilon}} - \dot{\boldsymbol{\varepsilon}}^{th} - \dot{\boldsymbol{\varepsilon}}^{pl})\,d\tau$$

🧑‍🎓

Hmm, just the equation doesn't really click for me... What does it represent?


🎓

Inherent Strain Method:



$$\boldsymbol{\varepsilon}^* = \boldsymbol{\varepsilon}^{th} + \boldsymbol{\varepsilon}^{pl} + \boldsymbol{\varepsilon}^{phase}$$
🧑‍🎓

Wait, wait, the Inherent Strain Method... does that mean it can also be used in cases like this?


Theoretical Basis

🧑‍🎓

I've heard of "theoretical basis," but I might not fully understand it...


🎓

Simulation for AM residual stress analysis is formulated as a coupled problem of thermodynamics, solid mechanics, and fluid mechanics. The physical phenomena of the manufacturing process span multiple time and spatial scales, requiring an appropriate combination of macro-scale continuum models and meso/micro-scale material models. The goal is to quantitatively predict the causal relationship between process parameters (temperature, speed, load, etc.) and product quality (dimensional accuracy, defects, mechanical properties).



Governing Equations for Manufacturing Processes

🧑‍🎓

I'm not good with equations... Could you teach me the "meaning" of the equations for AM residual stress analysis?


🎓

Manufacturing process simulation is formulated as a coupled problem of thermodynamics, fluid mechanics, and solid mechanics.



Heat Conduction Equation (Energy Conservation)

🧑‍🎓

What exactly is the heat conduction equation?



$$ \rho c_p \frac{\partial T}{\partial t} + \rho c_p \mathbf{v} \cdot \nabla T = \nabla \cdot (k \nabla T) + Q $$


🎓

Here, $T$ is temperature, $\mathbf{v}$ is the material velocity field, $k$ is thermal conductivity, and $Q$ is internal heat generation (Joule heating, latent heat, frictional heat, etc.).


🧑‍🎓

Now I understand what my senior meant when they said, "Make sure you do manufacturing process simulation properly."



Solidification and Phase Change

🧑‍🎓

Please teach me about "Solidification and Phase Change"!


🎓

During solidification, the release/absorption of latent heat significantly affects the temperature field. Formulation using the enthalpy method:



🎓

Expressing this with equations, it looks like this.


$$ H(T) = \int_0^T \rho c_p(T') \, dT' + \rho L f_l(T) $$

🧑‍🎓

Hmm, just the equation doesn't really click for me... What does it represent?


🎓

Here, $L$ is the latent heat, and $f_l(T)$ is the liquid fraction (takes a value between 0 and 1 in the solid-liquid coexistence region).




Constitutive Law for Plastic Deformation

🧑‍🎓

What exactly is the constitutive law for plastic deformation?


🎓

Plastic deformation of metals is described by constitutive laws such as the Johnson-Cook model:



$$ \sigma_y = (A + B\varepsilon_p^n)(1 + C \ln \dot{\varepsilon}^*)(1 - T^{*m}) $$


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$A$: Initial yield stress, $B$: Hardening coefficient, $n$: Hardening exponent, $C$: Strain rate sensitivity, $m$: Thermal softening exponent.


🧑‍🎓

After hearing all this, I finally understand why manufacturing process simulation is so important!




Flow Analysis (Filling / Casting)

🧑‍🎓

Next is the topic of flow analysis. What's it about?


🎓

The flow of molten metal or resin follows the Navier-Stokes equations, but high viscosity and non-Newtonian fluid characteristics must be considered. For injection molding, the Cross-WLF model is standard:



$$ \eta(\dot{\gamma}, T, p) = \frac{\eta_0(T, p)}{1 + (\eta_0 \dot{\gamma} / \tau^*)^{1-n}} $$
🧑‍🎓

I see... Manufacturing process simulation seems simple at first glance, but it's actually very profound.


Assumptions and Applicability Limits

🧑‍🎓

Isn't this equation universal? Is it not applicable in some cases?


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