TRNS (Temperature-Regularized Navier-Stokes) is a lightweight, training-free method for cleaning
sensor signals while preserving the features that matter.

No black box, no AI, no cloud required — just embedded physics that can be implemented with a software update.

About Us
Meadows McKnight LLC is a lean intellectual property company founded by husband-and-wife team Clinton and Jennifer Meadows. We develop and license TRNS through non-exclusive partnerships, focusing on practical solutions for real-world sensor systems. Based in East Texas, we take a straightforward, family-first approach to building and commercializing the technology.What is TRNS?
TRNS (Temperature-Regularized Navier-Stokes) is a physics-inspired signal processing operator designed to clean real-world sensor data. It applies structured stochastic damping derived from physical principles, with the goal of reducing noise while protecting the underlying shape and trends of the signal. It is tunable through a small set of parameters, requires no training data, and runs efficiently on edge and embedded hardware.No black box, no AI, no cloud required — just embedded physics that can be implemented with a software update.What makes TRNS unique?
Most existing approaches fall into two categories: classical filters or neural networks. TRNS sits outside both. It uses a physics-derived stochastic process and prioritizes structure preservation rather than maximum noise suppression. The same core method has shown consistent behavior across multiple physical domains — something uncommon for a single operator.So far, we have seen promising results in:
• Medical sensors (PPG, ECG, and related signals)
• Robotics and inertial measurement
• Aerospace and propulsion systems
• Speech and audio
• Industrial and equipment monitoring
• Data center coolingThe operator is also bidirectional. In one direction it functions as a denoising method; in the other it can operate in a forward generative mode for structured signal modeling.Headquarters
Kilgore, Texas. Founded 2026Intellectual Property & Licensing
TRNS technology is protected by a pending U.S. patent. Meadows McKnight LLC offers non-exclusive licensing opportunities to qualified partners. All technical details, algorithms, and implementation methods remain the proprietary and confidential property of Meadows McKnight LLC. Unauthorized use, reproduction, or distribution is prohibited.

Demos

Medical & Wearables

Robotics / Drones

Aerospace & Propulsion

Speech & Audio

Industrial and Equipment Monitoring

Data Center Cooling

Articles & News

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