Comparative Analysis of WAAM Modeling Approaches Based on Ding’s Paper

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What You Will Learn?

  • Paper Replication: Step-by-step Ding’s methodology
  • Subroutine Mastery: DFLUX for custom heat sources + Python automation
  • Plugin Workflows: Troubleshooting Tips for AM Modeler
  • Result Verification: Validate against experimental data
  • WAAM-Specific Skills: Layer activation, thermal-stress coupling, distortion mitigation

About Course

Papers abstract:

Wire and arc additive manufacturing (WAAM) is anemergingtechnology which has the potential to significantly reduce material usage and manufacturing time through the production of near net-shape components with high deposition rates. One of the main problems of this process is the residual stresses and distortions of the deposited workpiece.To help understand and optimise the process, finite element (FE) models are commonly used; however, the conventional
transient models are not efficient for simulating a large-scale WAAM process. In this paper, the stress evolution during the thermal cycles of the WAAM process was investigated with the help of a transient thermomechanical FE model. It was
found that the peak temperatures experienced during the thermal cycles of the WAAM process determine the residual stress of that point. Based on this finding, an efficient “engineering” FE model was developed. Compared to the conventional transient thermomechanical approach, this model can save the computational time by 99 %. This new model produced distortion and residual stress predictions that were nearly identical to the original transient model and the experimental results.

Course Overview

Predicting residual stresses and deformations in Wire Arc Additive Manufacturing (WAAM) is critical for part quality. This course teaches you to replicate Ding’s paper proven methodology using two powerful approaches.

What You’ll Achieve:
✔ Accurately simulate WAAM thermal cycles, stresses, and distortions
✔ Replicate results from Ding’s seminal paper
✔ Compare 2 Methods:

  1. Coding Method (Python + DFLUX Subroutine)

  2. AM Modeler Plugin (No-code GUI)
    ✔ Validate outputs against experimental data


Core Content Breakdown

1️⃣ WAAM Fundamentals

  • Why WAAM? High deposition rates, minimal waste, ideal for large-scale metal parts.

  • Key Challenge: Thermal cycling → Residual stresses → Part distortion & failure.

  • Solution: Finite Element (FE) simulations for predictive accuracy.

2️⃣ Method 1: Coding Approach (Python + DFLUX)

Pros vs. Cons

Advantages Limitations
Full control over heat sources Requires Python/FORTRAN expertise
Supports coupled/decoupled analysis 30+ hours replication time
Automated layer activation Complex geometry sync needed

Key Steps:

  • Layer-by-layer activation via Python scripting

  • Goldak heat source implementation in DFLUX

  • Thermal-stress sequential modeling

3️⃣ Method 2: AM Modeler Plugin

Pros vs. Cons

Advantages Limitations
No coding needed (GUI-based) Limited heat source models
5-hour replication time Occasional software bugs
Handles complex infill patterns Requires latest Abaqus version

Key Features:

  • Single-step multi-layer deposition

  • Integrated cooling management

  • Automated path synchronization


Critical Simulation Parameters (Ding’s Model)

  • Geometry: 500mm length, 2mm/layer (4 layers → 8mm height)

  • Material: Temp-dependent conductivity, density, Young’s modulus

  • Thermal Inputs:

    • Laser power: 2,246 W

    • Feed rate: 8.33 mm/s

  • Heat Source: Goldak model (a=3mm, b=2.5mm)

  • Boundary Conditions:

    • Convection: Film coefficient 5.7 (sides), 300 (base plate)

    • Radiation: Emissivity 0.2


Result Validation

Temperature & Stress Comparison

Position Coding Method Plugin Method Ding’s Paper
Weld Center Matched stress trends Slightly higher stress Baseline reference
5mm from Center Temp: ≈400°C Temp: ≈400°C Temp: 300-400°C
20mm from Wall Stress: -350 MPa Stress: Exceeded paper Stress: ≈-350 MPa

💡 Key Insight: Distant points (>20mm) show best alignment – calibration is critical near heat sources.


📩 Contact Saman Hosseini at info@engineeringdownloads.com or visit Saman’s Page for more details.

 

 

FAQ Section

Q: Which method is better for beginners?
A: The AM Plugin (no coding). For advanced control, choose the Coding method.

Q: What Abaqus version is needed?
A: AM Modeler requires the 2023 and above.

Q: Can I simulate multi-layer geometries?
A: Yes! Both methods support 4+ layers (demoed in the course).

Course Content

Product Resources

  • Tutorial
  • Files and Codes

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Material Includes

  • Abaqus CAE Files
  • INP Files
  • JNL Files
  • Fortran Subroutine
  • Python Scripting
  • PowerPoint
  • Tutorial Video

Audience

  • Researchers & Academics
  • Engineers working with WAAM, laser deposition
  • Simulation Specialists
  • Students (Masters/PhD) in mechanical, materials, or aerospace engineering needing practical FEA skills.
  • Industry Professionals

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