Fabrication Sequence Optimization for Minimizing Distortion in Multi-Axis Additive Manufacturing

12/26/2022
by   Weiming Wang, et al.
0

Additive manufacturing of metal parts involves phase transformations and high temperature gradients which lead to uneven thermal expansion and contraction, and, consequently, distortion of the fabricated components. The distortion has a great influence on the structural performance and dimensional accuracy, e.g., for assembly. It is therefore of critical importance to model, predict and, ultimately, reduce distortion. In this paper, we present a computational framework for fabrication sequence optimization to minimize distortion in multi-axis additive manufacturing (e.g., robotic wire arc additive manufacturing), in which the fabrication sequence is not limited to planar layers only. We encode the fabrication sequence by a continuous pseudo-time field, and optimize it using gradient-based numerical optimization. To demonstrate this framework, we adopt a computationally tractable yet reasonably accurate model to mimic the material shrinkage in metal additive manufacturing and thus to predict the distortion of the fabricated components. Numerical studies show that optimized curved layers can reduce distortion by orders of magnitude as compared to their planar counterparts.

READ FULL TEXT

page 12

page 13

page 14

page 16

page 17

page 18

research
08/14/2020

Topology optimization for considering distortion in additive manufacturing

This paper proposes a topology optimization method that takes account of...
research
06/26/2019

Parametric shape optimization for combined additive-subtractive manufacturing

In the industrial practice, additive manufacturing processes are often f...
research
02/27/2021

Singularity-aware motion planning for multi-axis additive manufacturing

Multi-axis additive manufacturing enables high flexibility of material d...
research
12/08/2021

PATO: Producibility-Aware Topology Optimization using Deep Learning for Metal Additive Manufacturing

In this paper, we propose PATO-a producibility-aware topology optimizati...
research
05/10/2023

Geometric Modeling and Physics Simulation Framework for Building a Digital Twin of Extrusion-based Additive Manufacturing

Accurate simulation of the printing process is essential for improving p...
research
06/12/2023

Enhanced Floating Isogeometric Analysis

The numerical simulation of additive manufacturing techniques promises t...
research
05/14/2020

An Artificial-intelligence/Statistics Solution to Quantify Material Distortion for Thermal Compensation in Additive Manufacturing

In this paper, we introduce a probabilistic statistics solution or artif...

Please sign up or login with your details

Forgot password? Click here to reset