PREDICTING TRANSITION FROM LAMINAR TO TURBULENT FLOW OVER A SURFACE

Patent №

US 8,538,738

Granted

2013-09-17

Filed 2011

Owner

DESKTOP AERONAUTICS, INC.

+1 more

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13069374

A prediction of whether a point on a computer-generated surface is adjacent to laminar or turbulent flow is made using a transition prediction technique. A plurality of boundary-layer properties at the point are obtained from a steady-state solution of a fluid flow in a region adjacent to the point. A plurality of instability modes are obtained, each defined by one or more mode parameters. A vector of regressor weights is obtained for the known instability growth rates in a training dataset. For each instability mode in the plurality of instability modes, a covariance vector is determined, which is the covariance of a predicted local growth rate with the known instability growth rates. Each covariance vector is used with the vector of regressor weights to determine a predicted local growth rate at the point. Based on the predicted local growth rates, an n-factor envelope at the point is determined.

Machine learningPlanningAI hardwareG06F 30/15B64C 21/10G06F 30/23G06G 7/57G06F 2111/10Y02T 90/00

AI classification

Planning1.00
Machine learning1.00
AI hardware0.79
Vision0.24
Knowledge representation0.02
Natural language0.00
Evolutionary computation0.00
Speech0.00

Ownership

DESKTOP AERONAUTICS, INC.

assignment · 262980877

AERION CORPORATION

assignment · 301800896

Assignors

RAJNARAYAN, DEV, STURDZA, PETER

On an employer assignment, the assignors are typically the inventors.

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