Generative 3D Part Design for 2.5-Axis Subtractive Manufacturing

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Solution Overview

Problem

Existing CAD software struggles to generate 3D models that are compatible with 2.5-axis subtractive manufacturing processes, leading to inefficiencies in machining time, programming, and the need for custom fixtures.

Innovation Solution

A computer-aided design process that iteratively modifies 3D geometry and topology using geometry and simulation result filtering to ensure compatibility with 2.5-axis subtractive manufacturing, ensuring flat top and flank regions that facilitate milling, and using tool accessibility and void generation to enhance manufacturability.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Weight of moving object

If generative design is used to create optimized 3D geometry, then weight and structural performance are improved, but compatibility with 2.5-axis subtractive manufacturing deteriorates

Engineering Contradiction:
Improvepart weightVSAvoidmanufacturability
Core Design Contradiction:
Weight of moving objectVSEase of manufacture

Solution Approach 1:

The patent applies preliminary action by incorporating manufacturing constraints and filtering rules into the generative design process before final geometry creation. The system pre-defines 2.5-axis manufacturing limitations, tool accessibility requirements, and void generation rules that guide the optimization algorithm to produce geometries that are both weight-optimized and manufacturable from the outset, avoiding the need for post-processing modifications

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The patent utilizes parameter changes by dynamically adjusting geometric parameters during the generative design process to satisfy both performance and manufacturing constraints. The system modifies parameters such as surface curvature, feature size, and topology to ensure compatibility with 2.5-axis milling operations while maintaining structural optimization goals

Inventive Principle:
Principle #35Parameter changes

2Strength

If complex 3D geometry is generated for optimal performance, then structural efficiency is improved, but CAM programming time and machining complexity increase

Engineering Contradiction:
Improvestructural efficiencyVSAvoidCAM programming time
Core Design Contradiction:
StrengthVSLoss of time

Solution Approach 1:

The patent applies local quality by implementing spatially-varying filtering rules that apply different geometric constraints to different regions of the part based on local manufacturability requirements. The system identifies critical areas such as tool accessibility zones, void regions, and flat surface requirements, applying appropriate filtering criteria locally to maintain structural efficiency while reducing overall CAM programming complexity

Inventive Principle:
Principle #3Local quality

Solution Approach 2:

The system performs preliminary filtering and geometry simplification during the design phase to reduce CAM programming time. By pre-establishing manufacturable geometry rules and filtering out non-manufacturable features before CAM generation, the system eliminates the need for complex post-processing and manual geometry modifications in the CAM programming stage

Inventive Principle:
Principle #10Preliminary action

3Reliability

If highly optimized generative design is used, then part performance is improved, but need for custom fixtures and specialized manufacturing increases

Engineering Contradiction:
Improvepart performanceVSAvoidfixture complexity
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent applies universality by designing the generative system to produce geometries that are universally compatible with standard 2.5-axis manufacturing processes and conventional fixtures. The filtering rules ensure that optimized parts can be manufactured using standard tooling and equipment, eliminating the need for custom fixtures or specialized manufacturing setups while maintaining high performance

Inventive Principle:
Principle #6Universality (Multi-functionality)

4Ease of manufacture

If geometry filtering is applied to ensure 2.5-axis manufacturability, then ease of manufacture is improved, but design flexibility and optimization freedom are reduced

Engineering Contradiction:
ImprovemanufacturabilityVSAvoiddesign flexibility
Core Design Contradiction:
Ease of manufactureVSAdaptability or versatility

Solution Approach 1:

The patent applies partial action by implementing selective filtering that applies manufacturing constraints only to specific geometric features and regions where they are necessary, rather than imposing uniform constraints across the entire design. The system applies filtering rules partially to maintain design flexibility in critical performance areas while ensuring manufacturability in tool-accessible regions

Inventive Principle:
Principle #16Partial or excessive action

Solution Approach 2:

The system utilizes parameter changes to dynamically adjust the stringency of filtering rules based on local design requirements and manufacturing constraints. By varying geometric parameters such as feature size thresholds, curvature limits, and void placement rules, the system maintains design flexibility while ensuring 2.5-axis manufacturability

Inventive Principle:
Principle #35Parameter changes

Data Source

PatentUS12493280B2Computer aided generative design with filtering to facilitate 2.5-axis subtractive manufacturing processes
Publication Date: 2025.12.09 AUTODESK INC
  • US12493280B2 patent drawing
  • US12493280B2 patent drawing
  • US12493280B2 patent drawing

AI summary

Methods, systems, and apparatus, including medium-encoded computer program products, for computer aided design of physical structures, where the 3D models of the physical structures are produced so as to facilitate 2.5-axis subtractive manufacturing, include: obtaining one or more design criteria and one or more boundary conditions, modifying a 3D shape of a modeled object in accordance with the one or more design criteria and the one or more boundary conditions, including employing geometry filtering or simulation results filtering in the iterative loop or inserting voids at locations selected using one or more shape skeleton lines, and providing the 3D shape of the modeled object for use in manufacturing the physical structure using one or more computer-controlled manufacturing systems that employ the 2.5-axis subtractive manufacturing process.