INTEGRATING INTERVAL CONSTRAINT PROPAGATION WITH NONLINEAR REAL ARITHMETIC

Patent №

US 8,538,900

Granted

2013-09-17

Filed 2010

Owner

NEC LABORATORIES AMERICA, INC.

Lab

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12966710

A system and method for deciding the satisfiability of a non-linear real decision problem is disclosed. Linear and non-linear constraints associated with the problem are separated. The feasibility of the linear constraints is determined using a linear solver. The feasibility of the non-linear constraints is determined using a non-linear solver which employs interval constraint propagation. The interval solutions obtained from the non-linear solver are validated using the linear solver. If the solutions cannot be validated, linear constraints are learned to refine a search space associated with the problem. The learned constraints and the non-linear constraints are iteratively solved using the non-linear solver until either a feasible solution is obtained or no solution is possible.

AI classification

Planning1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.98
Evolutionary computation0.96
Natural language0.01
Vision0.00
Speech0.00

Ownership

NEC LABORATORIES AMERICA, INC.

assignment · 254960517

Assignors

GANAI, MALAY K., GAO, SICUN, IVANCIC, FRANJO, GUPTA, AARTI

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

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