COMPUTER METHOD AND APPARATUS FOR CONSTRAINING A NON-LINEAR APPROXIMATOR OF AN EMPIRICAL PROCESS

Patent №

US 7,630,868

Granted

2009-12-08

Filed 2007

Owner

ASPEN TECHNOLOGY, INC.

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11978320

A constrained non-linear approximator for empirical process control is disclosed. The approximator constrains the behavior of the derivative of a subject empirical model without adversely affecting the ability of the model to represent generic non-linear relationships. There are three stages to developing the constrained non-linear approximator. The first stage is the specification of the general shape of the gain trajectory or base non-linear function which is specified graphically, algebraically or generically and is used as the basis for transfer functions used in the second stage. The second stage of the invention is the interconnection of the transfer functions to allow non-linear approximation. The final stage of the invention is the constrained optimization of the model coefficients such that the general shape of the input/output mappings (and their corresponding derivatives) are conserved.

AI classification

Planning1.00
AI hardware1.00
Machine learning0.98
Vision0.06
Evolutionary computation0.02
Natural language0.00
Knowledge representation0.00
Speech0.00

Ownership

ASPEN TECHNOLOGY, INC.

assignment · 202380481

Assignors

TURNER, PAUL, GUIVER, JOHN P., LINES, BRIAN, TREIBER, S. STEVEN

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

From the same owner

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