CONTEXTUALIZE, LLC

SBIR Phase I: Agent-Based Identification of Constitutive Relationships from Large Manufacturing Datasets

Operating in advanced manufacturing based in CASTLE ROCK, CO, CONTEXTUALIZE, LLC was founded in 2021.

Profile

The broader impact of this Small Business Innovation Research (SBIR) Phase I project is to improve utilization of data resources. While data is an integral part of contemporary business—used to inform strategic, technical, and financial decisions—data collection remains federated in many fields, including manufacturing, because logistical, practical, and strategic hurdles prevent centralization. Consequently, these data resources quickly become isolated. No longer FAIR (Findable, Accessible, Interoperable, Reusable), the value of data so expensive to collect is lost. The proposed technology addresses two major concerns facing effective utilization of federated data. First, it develops a unified interface to analyze and explore federated data, without sacrificing control over data access. Second, it integrates machine learning with an understanding of the physical system.

The proposed technology is a mathematically rigorous translation between neural networks and the constitutive relationships describing the underlying physics. The two approaches will leverage measurements of a process environment, including time, temperature, and pressure, as well as mechanical strength or chemical reactivity. Neural networks, which are general and easy to train, estimate system behavior through statistical correlations, which is ideal for repetitive, complex systems, such as manufacturing

As a business in advanced manufacturing, CONTEXTUALIZE, LLC is listed here with the public details available about it.

CASTLE ROCK, CO is where the company is located.

Its current recorded stage is SBIR Phase I.

Its team size is recorded as 1-10 employees.

It has disclosed roughly $256K in funding.

Website: contextualize.us.com