Introducing

HIDENN-SIM

Offline surrogate modeling agent in CAE

Run ultra-fast, data-secure, AI-driven simulations that empower every engineer to explore the full design space effortlessly.

About HIDENN-SIM

HIDENN-SIM overcomes this problem. By integrating AI-driven surrogate modeling with a conversational LLM-based interface, HIDENN-SIM empowers engineers to rapidly simulate, evaluate, and iterate across a wide range of design scenarios. Instead of being limited to one-off FEA runs, users can now explore “what-if” questions, such as “How does changing geometry, material properties, or boundary conditions impact performance,” quickly and intuitively.

Key Benefits

  • Faster Iteration: Reduce simulation time from weeks or days to hours.
  • Cost Savings: Minimize reliance on expensive high-performance computing runs and streamline the design cycle.
  • Accessible Simulation: Enable engineers of all skill levels to run advanced simulations without deep simulation expertise via the use of an AI chat agent.
  • Broader Exploration: Explore more design variations in less time, leading to better, more innovative outcomes.
  • Full Local Operation: Operate entirely on a local, open-source LLM to protect proprietary design and simulation data.
  • Scalable Simulations: Handle up to 10²¹ Degrees of Freedom with Data-Free AI modeling, enabling ultra-high-resolution simulations for additive manufacturing, electronic design, and other complex engineering industries.

Why HIDENN-SIM is Different

  • Physics-Based AI: Blends data-driven approaches with physics-based models, unlike tools that rely solely on data or solely on physics.
  • Data-Efficient and Contextual: Avoids the pitfalls of data-hungry or context-blind existing surrogate modeling tools.
  • Data-Driven and Data-Free AI-Capabilities: Generates surrogate models from existing data or bypasses data generation entirely with custom, cutting-edge AI solvers.
  • High-Dimensional Capability: Handles many design variables simultaneously for data-free problems, without computational slow down.
  • Accessible via an LLM: Combines data-driven and data-free AI-parametric modeling with a user-friendly AI assistant for a powerful yet intuitive experience.

Demo Showcases

Demo 1
Demo 2