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 * Software
   * Software Products
   * Licensing
   * Capabilities:
   * Data Sampling
   * Design of Experiments
   * Emulation and
     Machine Learning
   * Sensitivity Analysis
   * Uncertainty Propagation
   * Statistical Calibration
   * Optimization Under Uncertainty
   * Inverse Analysis
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   * by Method
   * by Role
 * Use Cases
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   * Training
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   * Software Services
   * Consulting Services
   * Trials and Demonstrations
 * Resources
   * Verification, Validation, & Uncertainty Quantification
   * AI & Machine Learing
   * Webinars and Tutorials
   * White Papers
 * Events
   * Webinars and Tutorials
   * Conferences
 * Company
     
   * About SmartUQ
   * Advisors
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   * Press
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Menu
 * Software ►
   * Software Products
   * Licensing
   * Capabilities:
   * Data Sampling
   * Design of Experiments
   * Emulation and
     Machine Learning
   * Sensitivity Analysis
   * Uncertainty Propagation
   * Statistical Calibration
   * Optimization Under Uncertainty
   * Inverse Analysis
 * Solutions ►
   * by Industry
   * by Application
   * by Method
   * by Role
 * Use Cases
 * Services ►
   * Free Digital Learning
   * Training
   * Customer Support
   * Software Services
   * Consulting Services
   * Trials and Demonstrations
 * Resources ►
   * Verification, Validation, & Uncertainty Quantification
   * AI & Machine Learing
   * Webinars and Tutorials
   * White Papers
 * Events ►
   * Webinars and Tutorials
   * Conferences
 * Company ►
     
   * About SmartUQ
   * Advisors
   * Resellers
   * Partners
   * Press
   * Careers
   * Contact Us
   
 * Download Free Trial
 * Free Digital Learning
 * Customer Portal
 * Schedule Demo


TRANSFORMING ENGINEERING WITH POWERFUL AI AND UNCERTAINTY QUANTIFICATION
SOFTWARE


UPCOMING WEBINARS

Discover


WHAT WE DO

SmartUQ is a modern AI and Uncertainty Quantification tool optimized for
engineering applications including simulation, digital twins, testing, and
manufacturing. With industry-leading model accuracy and user-friendly GUIs and
APIs, it's possible to handle the toughest challenges and easily solve everyday
problems.


FEATURED CUSTOMERS

KOBELCO RESEARCH INSTITUTE, INC.

WHY SMARTUQ

SmartUQ's combination of unique sampling capabilities, powerful machine learning
tools, and easy to use analytics help our customers solve previously unsolvable
problems:

“SmartUQ has the best prediction accuracy among all tools I have ever used.”

– Technical Fellow at a Fortune 100 Aerospace company

“Our Uncertainty Quantification discipline now uses SmartUQ as its central tool
and with it we have helped save millions of dollars and thousands of hours of
work.”

– Statistician at a Fortune 100 Jet Engine company

“SmartUQ's adaptive design can significantly reduce the number of required
simulations [a 72% reduction] and lead to much higher model accuracy [96%
reduction in reference prediction error]”

– A Fortune 500 Semiconductor Company

UPCOMING EVENTS

23
Oct

SMARTUQ MACHINE LEARNING SOFTWARE COMPLEMENTS HEXAGON ODYSSEE

Join us for this webinar in which SmartUQ principal application engineer, Gavin
Jones, will highlight the unique strengths and capabilities of SmartUQ that
complement ODYSSEE. The significant speed, accuracy, and variety advantages of
SmartUQ’s ML models as compared to those offered in ODYSSEE will also be
covered.



24
Oct

SMARTUQ MACHINE LEARNING SOFTWARE COMPLEMENTS SIEMENS HEEDS

Join us for this webinar in which SmartUQ principal application engineer, Gavin
Jones, will highlight the unique strengths and capabilities of SmartUQ that
complement Siemens Heeds.



30
Oct

SMARTUQ MACHINE LEARNING SOFTWARE COMPLEMENTS ALTAIR RAMDO

Join us for this webinar in which SmartUQ principal application engineer, Gavin
Jones, will highlight the unique strengths and capabilities of SmartUQ that
complement RAMDO. The significant speed, accuracy, and variety advantages of
SmartUQ’s ML models as compared to those offered in RAMDO will also be covered.



More Events

NEWS

12
Jul

SMARTUQ'S ARTICLE ON "LEVERAGING MODERN AI AND MACHINE LEARNING FOR SIMULATION
AND DIGITAL TWINS" FEATURED IN ENGINSOFT'S FUTURITIES MAGAZINE

Facing challenges in simulations like long run times and uncertainties?
SmartUQ's tools offer unmatched predictive modeling accuracy, speed and
flexibility. From ideation to sustainment, SmartUQ is tailored for engineering
applications, providing user-friendly interfaces for predictive modeling,
optimized sampling, and model calibration.

More News

WHITE PAPERS

Introduction to SmartUQ Analytics and Digital Twins

USE CASES

Combustion Model Calibration

WEBINARS

Machine Learning for Narrowing the Simulation-Test Gap: SmartUQ’s Data Matching
and Bayesian Calibration

FREE DIGITAL LEARNING

Free online education on AI and Uncertainty Quantification
View Other Resources


DISCOVER HOW SMARTUQ DRIVES INNOVATIVE SOLUTIONS

WHO ARE WE?

SmartUQ offers Industry-Scale Uncertainty Quantification

PREDICTIVE ANALYTICS

SmartUQ built with Predictive Analytics for Engineering

WHAT IS UNCERTAINTY QUANTIFICATION?

Manage your risk with SmartUQ

WHY UNCERTAINTY QUANTIFICATION?

Gain the competitive edge with your analytics


SMARTUQ 10.0 NOW AVAILABLE

Download Free Trial


BUILD VS. BUY

There are many open-source statistics and machine learning packages available
but there are a few key reasons to pay for commercial off the shelf software.

DEDICATED SOFTWARE DEVELOPMENT AND RESEARCH:

 * More sophisticated algorithms mean better scalability to larger data sets and
   more complex problems.

CUSTOMER FOCUSED DEVELOPMENT:

 * Usability is a priority.
 * Tools are built to meet customer needs.

USERS AREN’T THE PRIMARY TESTERS:

 * Things work out of the box.
 * Support is a call away.

DECREASED LIFETIME COST RELATIVE TO DEVELOPING SOLUTIONS INTERNALLY:

 * Open-source tools may be free, but engineering time is expensive.
 * Account for the time to develop, integrate and use tools that are not made
   for the purpose before choosing to go open source.


UNCERTAINTY QUANTIFICATION & MACHINE LEARNING

One of the cornerstones of Uncertainty Quantification is building accurate
predictive models with predictive analytics, but some of our customers have used
SmartUQ’s machine learning predictive models outside of the Uncertainty
Quantification workflow as a stand-alone tool. SmartUQ's predictive models can
be built with data sets from simulation models, manufacturing, operational and
sensors, and digital twins. Some applications of SmartUQ's predictive models
include developing virtual sensors or performing root cause analysis.


UQ GOES BEYOND UNCERTAINTY PROPAGATION

In addition to propagating input uncertainties, Uncertainty Quantification
provides a more comprehensive framework, including several key analytics
techniques:

Building predictive models: trained to mimic complex engineering simulations.
Sensitivity Analysis: ranks parameters by their ability to influence the
results. Statistical Calibration: handles the disagreement and uncertainty
between the simulation model and physical tests. Inverse Analysis: determines an
underlying distribution for ill-conditioned and sparse model input. Watch the
Video



PREDICTIVE ANALYTICS FOR MODERN ENGINEERING

Predictive Analytics encompass a set of advanced analytics techniques used to
develop a predictive model for real time analysis and predicting future events.
Using all types of data sets such as simulation modeling, manufacturing, and
operational and sensor data, a trained SmartUQ predictive model can quickly
perform complex analysis like predictive maintenance or risk analysis - giving
your team a competitive advantage. Below are some applications of SmartUQ’s
industry-scale predictive analytics:

 * Virtual Sensors & Predictive Maintenance
 * Reduce Simulation Demand
 * Root Cause Analysis
 * Model Calibration and Validation
 * Digital Twins

To learn more, check out “Introduction to Predictive Analytics for Engineering”
webinar.


MACHINE LEARNING FOR CHANGING GEOMETRY SYSTEMS

Simulating domains with related but different geometries, meshes, or coordinate
systems is a crucial piece of many workflows. Tasks such as geometry
optimization, tolerance analysis, calibration to physical measurements, and
uncertainty quantification on spatial responses all require handling varying
geometries.

SmartUQ's Changing Geometry Emulator extends the capabilities of SmartUQ's
spatial emulation to capture the effects of inputs on spatial responses and the
effects of inputs on the resulting geometry or mesh. This opens up fast and
accurate surrogate modeling for all kinds of simulations and spatial
meassurments.

Changing Geometry Emulator: Build ML models of spatial systems without mesh or
coordinate restrictions.



UQ FOR DECISION MAKING

No matter where the data comes from - simulation, physical testing, sensors, or
a digital twin - there always is an element of uncertainty. Don’t depend on a
deterministic point estimate that could be considerably off the mark and have
costly consequences. By using Uncertainty Quantification to consider all the
possible outcomes, you can optimize your decision making process resulting in
reduced risk and greater confidence in your results.

See how SmartUQ optimizes decision-making from all data types, including:

 * Additive Manufacturing
 * Digital Twins
 * Virtual Sensors
 * Simulation




ACCELERATION WITH ANALYTICS: MAXIMIZE INSIGHTS FROM LIMITED DATA

Time and resources are always limited and sometimes important decisions must be
made based on only a handful of data points. SmartUQ can help you get the most
information out of the fewest points:

 * Optimize sampling of new data while making use of existing data.
 * Create balanced space filling samples while making use of existing data.
 * Direct sampling to refine data sets only where necessary.
 * Explore the entire design space through accurate emulation.
 * Save time and resources by reducing design and testing iterations.


TAKE ANALYTICS TO THE NEXT LEVEL

We provide a wide spectrum of capabilities including:

 * Design of experiments
 * Emulation
 * Statistical calibration
 * Sensitivity analysis
 * Propagation of uncertainty
 * Statistical optimization
 * Inverse analysis

Take advantage of analytics to gain deeper insights and create better products
faster.

Learn More





STATISTICAL CALIBRATION: GROUND SIMULATIONS IN PHYSICAL DATA

Calibration is necessary when building models in order to improve the fidelity
or prediction ability of the simulation. SmartUQ features dedicated tools to
facilitate model calibration including specialized hybrid design-of-experiments
generators and automated statistical calibration. Improve model validation by
quickly finding best-fit parameters and confidently assessing model
discrepancies.

Learn More


UNCERTAINTY IS EVERYWHERE

Uncertainty is part of every system. It arises from measurement accuracies,
material properties, use scenarios, modeling approximations, and unknown future
events. Uncertainty in model boundary conditions, initial conditions, and
parameters makes it harder to answer your most important questions with
confidence: Will it meet all the requirements and is it optimal?

Learn More

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QUESTIONS?

Email, call, or schedule a demo!

Contact Us



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 * Careers
 * Contact
   

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Madison, WI 53705
1-608-255-2440
contact@smartuq.com


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