Selin Cinemre
Machine learning enhances design and manufacturing by enabling predictive analytics, generative design, and process optimization. Autodesk Fusion integrates AI and ML to streamline workflows with features like generative design and automated drawings.
Machine learning (ML) increasingly causes designers and manufacturers to reimagine their existing workflows. With the newfound ability for systems to learn from data, recognize patterns, and autonomously make decisions, ML is opening up avenues for unprecedented efficiency, innovation, and precision across all stages of product development. Autodesk Fusion is now bringing these benefits into the hands of its users.
Machine learning in design & manufacturing
In design, ML algorithms can reduce the reliance on traditional trial-and-error methods by analyzing massive datasets to identify optimal solutions. For example, in CAD systems, ML can predict the most efficient design configurations by learning from previous projects, thereby accelerating the design process and improving product performance. To illustrate, a study published in the International Journal of Research Publication and Reviews (IJRPR) shows that integrating AI and ML in CAD/CAM systems leads to increased automation, improved design optimization, and reduced design time.
Meanwhile, in manufacturing, ML enhances operations through predictive maintenance, quality control, and supply chain optimization. Through the analysis of sensor data from manufacturing machinery, ML models can predict equipment failures before they occur and thereby facilitate proactive maintenance scheduling and downtime minimization. Additionally, ML algorithms monitor production processes in real-time to detect anomalies that may indicate defects, thus ensuring higher-quality outputs.
Most importantly, ML facilitates generative design. Where algorithms generate a multitude of design alternatives based on specified constraints and objectives, designers can explore novel solutions that might not be evident through conventional methods. Generative design helps unlock products that are more efficient and performant through a variety of permutations and options to choose from.
Fusion’s use of ML
Autodesk Fusion integrates AI and ML to enhance design and manufacturing workflows, providing tools that streamline processes and foster innovation.
One notable feature is generative design, which leverages AI and machine learning to explore and evaluate thousands of design possibilities based on specified constraints such as material, manufacturing methods, weight reduction, and performance requirements. Unlike traditional parametric modeling, Fusion’s cloud-based generative design engine allows users to input objectives, forces, and constraints, generating multiple viable solutions rather than a single outcome.
Fusion’s AI-powered automated drawings feature streamlines the creation of 2D documentation from 3D models in manufacturing. Traditionally, generating detailed 2D drawings required extensive manual effort, including defining views, adding dimensions, and annotating. However, with Fusion’s AI, 3D models are automatically analysed to generate the 2D views, dimensions, and details required for manufacturing. Such automation speeds up workflows while simultaneously minimizing the likelihood of errors that can arise from manual input.
To further support manufacturing, Fusion offers manufacturing-aware optimization, which ensures that generated designs are tailored to specific production methods, including additive manufacturing, CNC machining, and casting. Users can refine and compare generated results through an interactive interface for more informed decision-making. Fusion also includes an automated cost analysis tool that provides real-time cost estimates based on chosen materials and manufacturing processes.
By embedding AI and ML into its platform, Fusion automates routine tasks and empowers designers and engineers to create the best designs possible. The result is products that are optimized for performance, cost, and manufacturability.
Empower workflows with machine learning
Machine learning is changing design and manufacturing by introducing advanced capabilities that enhance efficiency, innovation, and precision. Autodesk Fusion is harnessing these benefits for its users by offering tools like generative design, automated drawings, and manufacturing-aware optimizations. As machine learning continues to evolve, its impact on design and manufacturing will only expand. Fortunately, Autodesk will be there to support the designers every step of the way.