USING INTERVAL TECHNIQUES TO SOLVE A PARAMETRIC MULTI-OBJECTIVE OPTIMIZATION PROBLEM

Patent №

US 7,664,622

Granted

2010-02-16

Filed 2006

Owner

SUN MICROSYSTEMS, INC.

Lab

AI components

6

ml · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11481747

A system that solves a parametric multi-objective optimization problem in a combined design space and parameter space using interval techniques is described. The design space contains design-space variables fixed for a selected design; the parameter space contains variable parameters for the selected design. Multiple-objective functions are specified for optimization. The system initializes a design-variable box spanning the design space and performs interval optimization process on the parameter space by subdividing the design-variable box into design-variable sub-boxes, and iteratively: (1) determining parametric Pareto fronts for a design-variable sub-box using an interval optimization technique; (2) comparing parametric Pareto fronts associated with a set of design-variable sub-boxes and determining the parametric Pareto fronts certainly dominated by other parametric Pareto fronts; (3) eliminating the design-variable sub-boxes associated with the certainly dominated Pareto fronts; and (4) subdividing remaining design-variable sub-boxes. An optimized solution is produced from the remaining design-variable sub-boxes and the associated parametric Pareto fronts.

AI classification

Planning1.00
Evolutionary computation0.99
Knowledge representation0.96
Machine learning0.96
Vision0.95
AI hardware0.72
Natural language0.00
Speech0.00

Ownership

SUN MICROSYSTEMS, INC.

assignment · 180490416

Assignors

RUETSCH, GREGORY R.

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

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