As simulation, monitoring, and testing techniques continue to advance, you may find yourself drowning in data. Our statisticians can be your data lifeguard by producing decision-quality results to your unique analytics problem. With our team’s deep insights and fast turnaround, you can focus on engineering while we focus on your analytics. Some of our example projects include development of virtual sensors, engine model calibration, and predictive analytics for complex geometries and 3D scan data.
SmartUQ's experienced team combines expertise in data science, machine learning, and engineering applications. We can provide assitance in developing and deploy machine learning models for a variety of hard to fit systems. Our services cover assistance in setting up data collection, data preprocessing, model training, model evaluation, and assitance with model deployment.
Find out if you are ready to integrate UQ in your engineering workflow and what potential values you could gain. Our UQ experts will work with you to understand your engineering process. We then will deliver an assessment of where and how to implement UQ into your workflow and the potential return on investment you can expect.
Government regulatory agencies including the Department of Defense (DoD), the Federal Aviation Agency (FAA), and the Food and Drug Administration (FDA) have developed and continue to evolve guideline documents for the inclusion of numerical simulation models as a credible source of evidence for meeting regulatory requirements. The guideline documents recommend manufacturers to include model Verification, Validation and Uncertainty Quantification (VVUQ) as part of their numerical analysis reports. The SmartUQ staff members have made significant contributions to the field of Uncertainty Quantification and understand the role of UQ in the VVUQ processes. With their assistance, SmartUQ can help integrate UQ into your company's engineering work flow, in accordance with the government regulatory guidelines.
SmartUQ offers an independent review and/or model certification of your Verification, Validation and Uncertainty Quantification (VVUQ) procedures. SmartUQ’s staff has a wealth of experience in performing UQ and model validation work for clients in a diverse array of industries like aerospace, automotive, defense, medical device, oil & gas, and semiconductors. With a high level of expertise in UQ and its role in VVUQ, SmartUQ staff can perform a full audit of your procedures and provide a final report for regulators. The report includes the degree to which the VVUQ procedures were implemented correctly and possible areas of improvement. Beyond a report for external stakeholders, SmartUQ can also work with you as a part of an internal design review or root cause analysis.
