FRAMEWORK FOR GENERATING MODEL-BASED SYSTEM CONTROL PARAMETERS

Patent №

US 7,725,199

Granted

2010-05-25

Filed 2005

Owner

CUMMINS, INC.

Lab

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11070146

A control framework generates control parameters for controlling operation of a physical system, and includes one or more embedded models each producing a model output corresponding to a different operating parameter of the system as a function of one or more system operating conditions and/or a number of solution parameters, objective logic producing a scalar performance metric as a function of the number model outputs and of one or more system performance target values, objective optimization logic determining a number of unconstrained solution parameters in a manner that minimizes the scalar performance metric, and solution constraining logic determining the number of solution parameters from the number of unconstrained solution parameters in a manner that limits an operating range of at least one of the unconstrained solution parameters. The control parameters may correspond to one of the number of unconstrained solution parameters or to the number of solution parameters.

Machine learningKnowledge representationPlanningEvolutionary computationAI hardwareG05B 13/042F02D 11/105F02D 41/0007F02D 41/005F02D 41/0072F02D 41/1401F02D 41/1447F02D 41/1462+8 more

AI classification

Planning1.00
Machine learning1.00
AI hardware0.99
Knowledge representation0.99
Evolutionary computation0.99
Vision0.02
Natural language0.00
Speech0.00

Ownership

CUMMINS, INC.

assignment · 162990384

Assignors

BRACKNEY, LARRY J

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

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