OPTIMIZATION OF MULTIPLE CRITERIA IN JOURNEY PLANNING

Patent №

US 10,949,751

Granted

2021-03-16

Filed 2017

Owner

CONDUENT BUSINESS SERVICES LLC

Lab

AI components

4

ml · kr · planning · evo

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15819096

A computer-implemented system and method identify Pareto optimal candidate paths between an origin and a destination for which no other candidate path is strictly better on one of a predefined set of criteria and at least as good on all the others. A constraint is defined for each of the criteria, based on user input. A set of Pareto optimal candidate paths is identified, from an origin to a destination, which respect these constraints. The identification may include, in a search graph composed of nodes connected by edges, iteratively advancing each of a set of possible paths from an origin node by exactly one exit node and updating labels of the exit nodes reached. The exit node labels each include a value for each of the criteria. Labels of reached exit nodes that are dominated by another label of that reached node are removed. Pareto optimal candidate path(s) is/are identified.

Machine learningKnowledge representationPlanningEvolutionary computationG06N 5/01G01C 21/343G01C 21/3453G06F 16/9024G06Q 10/047G06Q 10/063G06Q 50/40

AI classification

Knowledge representation1.00
Evolutionary computation0.99
Planning0.99
Machine learning0.88
Natural language0.47
AI hardware0.10
Vision0.07
Speech0.00

Ownership

CONDUENT BUSINESS SERVICES LLC

assignment · 441890128

Assignors

LEHOUX, VASSILISSA, ULLOA PAREDES, LUIS RAFAEL

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

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