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Using Physics-Informed Neural Networks in Manufacturing and CPG on Rescale and NVIDIA Modulus

Learn how to use physics-informed neural networks in manufacturing and CPG on Rescale and NVIDIA Modulus.

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  • Why Rescale
  • Solutions
    • Solution Areas

      Agentic Engineering

      Automate engineering workflows with intelligent AI agents

      AI Physics

      Transform simulation speed, explore more possibilities

      Data Intelligence

      Turn simulation data into strategic engineering knowledge

      Advanced Modeling & Simulation

      Streamline workflows and management with full-stack automation

      High Performance Computing

      Power modern engineering with agility and efficiency

      Industries

      Aerospace

      Optimize aerodynamics, propulsion, & efficiency

      Automotive

      Drive improved safety, performance, & acoustics

      Energy

      Develop clean, reliable, & efficient power sources

      Higher Education

      Power scientific research & R&D breakthroughs

      Life Sciences

      Discover cures, personalize care, & improve health

      Manufacturing

      Improve product designs & accelerate prototypes

      Government

      Advance scientific research & national security

      Semiconductor

      Enhance chip design, verification, & fabrication

      Use Case

      HPC Cloud Bursting & Migration

      Access elastic compute & storage on-demand

      Modeling & Simulation Performance Optimization

      Improve application speed, cost, & resource efficiency

      GPU Acceleration

      Transform performance for computing & visualization

      Financial Management & Cost Optimization

      Track, control, and optimize compute spend

      Security & Compliance Management

      Ensure full-stack data protection & policy controls

      Application & License Management

      Deploy and manage simulation software & licensing

      Cloud & Hardware Resource Orchestration

      Automate computing resources and configurations

      Simulation Data & Workflow Management

      Analyze, govern, and trace simulation data & workflows

      AI/ML for Engineering & Scientific R&D

      Build custom models & deploy new methods

      Role

      IT/ HPC Management

      Simplify HPC with visibility, control, & security

      R&D/ Engineering

      Accelerate design cycles with scalable resources

      CXOs/ Leadership

      Fast-track innovation & drive efficient operations

  • Solutions
    • Solution Areas
      • Agentic Engineering Solution
      • AI Physics Solution
      • Data Intelligence Solution
      • Advanced Modeling & Simulation Solution
      • High Performance Computing Solution
    • Industry
      • Aerospace
      • Automotive
      • Energy
      • Higher Education
      • Life Sciences
      • Manufacturing
      • Government
      • Semiconductor
    • Use Case
      • Applied AI/ML
      • CAE & MDO
      • Digital Twin
      • Disaster Recovery & Business Continuity
      • Engineering Digital Transformation
      • GPU Acceleration
      • HPC Containers
      • Hybrid Cloud Solutions
      • SPDM
      • Sustainable Computing
      • Workflow Automation
    • Role
      • IT/ HPC Management
      • R&D/ Engineering
      • CXOs/ Leadership
  • Platform
    • Rescale Platform Overview

      Pricing

      Rescale

      Compute

      Batch and Visualization

      Run simulations & visualize results

      Software Management

      Perform modeling & simulation at any scale

      Hardware and Infrastructure

      Deploy best-fit HPC & AI architectures

      Storage

      Access simulation data across systems

      IT Business Management

      Control security & resource polices

      Financial Management

      Track spending & optimize costs

      Performance Optimization

      Improve performance & efficiency

      Rescale

      Data Intelligence

      Digital Thread

      Trace data & process in product lifecycles

      Data Connectors

      Integrate systems & data sources

      AI Engineering Analysis

      Query & analyze with natural language

      Composable Workflows

      Build reproducible multi-step workflows

      Agentic Automation

      Orchestrate manual simulation tasks

      Rescale

      AI Physics

      AI Model Training & Deployment

      Train, deploy, & fine-tune custom models

      AI Inference for Simulation

      Accelerate results with rapid AI predictions

      AI Model and App Library

      Accelerate simulation results with real-time predictions

      AI Engineering Workflows

      Embed AI into new & existing processes

      AI Digital Twin

      Link real-world and simulation data with AI

      Security & Compliance

      HPC & AI Software Catalog

      HPC & AI Architectures

      Ecosystem Integrations

  • Platform
    • Rescale Platform Overview
      • Rescale Compute
        • Batch & Visualization
        • Software Management
        • Hardware & Infrastructure
        • Storage
        • IT Business Management
        • Financial Management
        • Performance Optimization
      • Rescale Data Intelligence
        • Digital Thread
        • Data Connectors
        • AI Engineering Analysis
        • Composable Workflows
        • Agentic Automation
      • Rescale AI Physics
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        • AI Inference for Simulation
        • AI Model & App Library
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        • AI Digital Twin
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