Siemens has released Simcenter PhysicsAI 2026.1, an update to its AI-driven engineering simulation platform built on geometric deep learning. The release introduces:
- Simcenter PhysicsAI Generate, a generative AI tool that produce physics-aware design concepts from performance requirements
- Spatial conditioning using point clouds to guide design generation
- Support for SPH particle-based simulations for impact and fluid-structure analysis
- Improved stress and strain hotspot prediction for structural analysis
- Automated eigen frequency extraction for modal and NVH workflows
- A constant memory mode for training on large datasets
- Deeper integration with Simcenter Inspire manufacturing tools
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