Futuristic turbine design with stylized lines on the image showing where AI-powered simulation and design is leveraged.

AI-powered Simulation and Generative Design

Engineer standing in front of large monitor interacting with software UI that leverages AI-powered simulation technology.

As the pace of innovation accelerates, the use of artificial intelligence (AI) and machine learning (ML) is becoming standard practice. Altair, a leader in generative design and AI, enables teams to discover actionable insights, speed up design, and accelerate product development.

AI-powered Simulation and Generative Design Technologies

Altair® physicsAI™, Altair® expertAI™, Altair® shapeAI™, and Altair® romAI™ technologies unlock limitless potential for gaining insights, accelerating predictions, and improving engineering decisions. With seamless integration into Altair® HyperWorks® products, they deliver unparalleled AI-powered simulation and generative design capabilities.

Predicting Physics with Altair® physicsAI™

Altair’s physicsAI delivers fast physics predictions by learning from your historical data. Accessible through HyperWorks, the world’s leading CAE environment, this AI-powered simulation and design technology trains models using any existing simulations including those from older design concepts, similar parts, or different programs. Free from the limits of parametric studies, physicsAI operates directly on 3D meshes or CAD. By leveraging modern, geometric deep learning, physicsAI learns the relationship between geometry and performance for any physics. Once trained, physicsAI models deliver predictions that are up to 100x faster than traditional solvers, enabling teams to evaluate more concepts and make better design decisions.

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Emulating Experts with Altair® expertAI™

Capturing the career design engineer’s accumulated application expertise is invaluable for automated design optimization. However, some expertise involves subjective design criteria such as product aesthetics that is not easily translated into quantitative assessment. These subjective design requirements are traditionally handled by a human-in-the-loop, which is incompatible with the automatic design optimization process. Altair’s expertAI technology solves this by training and deploying classification models to emulate experts and account for any subjective design criteria.

Altair’s expertAI technology applies to manufacturing simulation for any physics including stamping, casting, computational fluid dynamics (CFD), electromagnetics, topology optimization result selection, design look and feel, and more.

OEMs leverage expertAI for a variety of use cases. BMW is using it to find optimal designs that meet both KPI requirements and subjective criteria such as crash kinematics behavior.

Read BMW's Story

Discover the future: Explore megacasting and AI-powered generative design.

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High-Fidelity Modeling Made Easy with Altair® shapeAI™

HyperWorks offers AI for product design through its integrated shapeAI technology. Easy-to-use options make it possible to automatically recognize patterns and shapes in CAE models as well as extract features from specified geometry without additional input or intervention. These capabilities, combined with ML algorithms in HyperWorks’ matching-tools option, puts the power of geometric ML at your fingertips.

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Solenoid valve and hydraulic block drawn as dynamic romAI reduced-order model from transient CFD simulation results.

Reduced-Order Modeling (ROM) and System Identification with Altair® romAI™

The romAI capability within Altair® Twin Activate™ lets you incorporate detailed 3D simulations into a computationally efficient 1D environment for system-level study. Typically, high-fidelity simulation is excellent for detailed system study at the component or subsystem level. But when full-system analysis is required, leveraging romAI to reduce component behavior to its interaction with the complete system shortens solver run time and produces highly accurate results.

In practice, romAI leverages 3D simulations as a source of training data for dynamic or static ROMs. This Altair-created approach requires less training data—only a minimal number of 3D simulations—than traditional data-driven methods. And romAI works with data from any software vendor. romAI produces highly accurate results when operating within the training space and is stable for extrapolation outside of the training space. For system identification applications, you can apply the same ML approach when using test data.

romAI serves many purposes: digital twin deployment, faster optimization and multi-disciplinary analysis, better real-time simulation accuracy, use in third-party software or hardware-based applications, and more.

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Learn more about AI-powered Simulation and Generative Design Technologies.

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Two, jointed-arm robot models: model 1 depicts physical and simulated robot; model 2 depicts data-driven digital twin robot.

AI for Product Design with Digital Twin

Altair’s total digital twin solution featuring Twin Activate's romAI technology empowers organizations to transform their products, systems, and processes. With features that combine leading simulation, HPC, frictionless AI and data analytics capabilities, teams can design, build, test, optimize, evaluate what-if scenarios, perform predictive maintenance, and extend the remaining useful life (RUL) of their products without using physical prototypes.

Altair’s flexible, connected capabilities also enable comprehensive cross-functional system evaluation, which eliminates information silos and communication bottlenecks during product development. With these offerings, organizations become more efficient and can deploy digital twin technology when and where they need it from concept design to in-service performance.

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ALTAIR RANKED OVERALL LEADER

Generative Design Software Suppliers

ABI Research has ranked Altair as an overall leader, top innovator, and top implementer in their latest ranking of generative design software suppliers.

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AI-powered Simulation and Generative Design Products

Altair offers leading software products with AI-powered simulation and generative design workflows to solve your most complex design problems faster and unlock the full value of your simulation data.

Altair® HyperWorks® Design Explorer

HyperWorks Design Explorer offers premier AI-powered generative design and exploration. Thanks to its intuitive workflow, you can define, execute, post-process, and interpret multi-run simulations, including DOE, optimization, and more.

Advanced, yet intuitive graphics-based tools help you create design variables and responses and define exploration goals. Integrated job submission and job monitoring capabilities let you run explorations and track them in progress.

The built-in Results Explorer generates robust reports for viewing, interpreting, and collaborating around your exploration results. Results Explorer also features seamless integration within the HyperWorks Post environment where you can build dashboards for contouring, animating, and plotting exploration results.

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Altair® HyperStudy®

HyperStudy is a multidisciplinary design study software for exploring and optimizing product performance and robustness. The software seamlessly connects to Altair simulation products and easily interfaces with third-party tools. The software also lets you link various models and solvers into a flexible workflow for performing multiphysics design studies.

By combining advanced optimization methods, predictive modeling, and data mining, HyperStudy lets you efficiently explore the design space of any system model. Intuitive workflows also help you understand data trends, perform trade-off studies, and optimize design performance and reliability while considering multiphysics constraints.

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Altair® DesignAI™

DesignAI combines data science, engineering simulation, and high-performance scalable computing into one tool you can access from your browser – no software download needed. With DesignAI, you can unlock the full value of your simulation data and share insights across your organization. Simplified AI-product-design workflows make it easy to create synthetic data or collect historical data. With a seamless connection to HPC and automatic ML functionality, DesignAI accelerates the product development process.

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Featured Resources

Rolls Royce: Convergence of Engineering and Data Science

The traditional engineering processes ensure that safe and robust products are being developed. However, the growing demand for innovative solutions in short time scales drives the need for a cultural change in the way we work in engineering. Looking at the traditional product life cycle we see that important design decisions tend to be made early during the concept design phase before detailed analysis or test data are available. Data analysis techniques in combination with classical engineering tools can practically help to resolve that conflict by making more useful information available earlier in the process. Consequently the entire process can become more effective.

Global ATC 2020

Rolling Out a Better Process - Digital Twin Slashes Waste 15% and Runtime Hours to Seconds

Patrone and Mongiello wanted a solution to monitor and control its sheet metal forming process so that it could improve product quality and reduce production waste. The company selected Altair’s digital twin solution to achieve its goal and turned to Advanced Engineering (AE) Solutions, an Altair partner, to implement it. Altair’s digital twin solution gave Patrone and Mongiello the means to monitor quality and make corrections during all stages of its sheet metal forming process with respect to varying sheet metal material properties and equipment operating conditions. The digital twin solution, which leveraged Altair Inspire Form, Altair HyperStudy, Altair Activate, Altair romAI and Altair Panopticon, reduced production waste by more than 15%, reduced simulation time from hours to seconds, and enabled the company to monitor its forming process in a real-time environment.

Customer Stories

Using Machine Learning for Manufacturing Process Improvement

Renishaw uses Altair signalAI to deliver advanced digital gauging with real-time melt-pool analytics. This AI-driven quality assurance process helps Renishaw identify manufacturing anomalies earlier, develop parts quicker, and realizes a stable production.

Technical Document
featured presentation ai for engineers

Panel Discussion: Changing the Pace of Manufacturing Transformation through Generative AI & LLM

With the emergence of ChatGPT we have reached another pivotal moment with AI. At the very least, it has unlocked a next-level fever of interest in AI and potentially the ability to disrupt whole industries. This has arguably most organizational leaders wondering, how might this impact my business. In this panel discussion, we will explore the potential impact on manufacturers.

Moderated by Anthony McLoughlin I VP, Sales Data Analytics and AI, Aerospace I Altair

Panelists:
Naresh R. Jasotani I AI/ML Innovations Lead-Automotives, US I Google Cloud
Dr. Ingo Mierswa I Senior Vice President, Product Development I Altair
Mark Do Couto I Senior Vice President, Data Analytics I Altair
Mahshid Shirani I Data Science Manager I Altair

Presented at the ATCx AI for Engineers in July 2023, 38 mins

 

The presentation is in English by default. The following languages are available by clicking on Audio Description ('AD') on the video screen: CN, KR, JP, ES, and PT.

ATCx AI for Engineers 2023
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