METHOD AND APPARATUS FOR DYNAMIC INTELLIGENT SCHEDULING

Patent №

US 10,691,114

Granted

2020-06-23

Filed 2018

Owner

INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE

Lab

AI components

4

ml · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15989219

A method for dynamic intelligent scheduling includes following steps: collecting and recording resource constraints of multiple schedules on a production line and decision data of changes made to the schedules by a scheduler; cross-enumerating schedule combinations by using multiple production goals as penalty conditions; establishing a mathematical model based on the resource constraints and multi-objective weights corresponding to each schedule combination and importing the resource constraints to calculate schedule results; recording the penalty condition corresponding to the schedule combination matching the decision data as a valid penalty; using values of parameters corresponding to the valid penalty and values of the penalty conditions respectively as inputs and outputs to train a learning model; and responding to a scheduling request, finding a weight of each schedule combination by using the learning model according to the resource constraint of the current schedule and the production goals, and generating a recommended schedule accordingly.

Machine learningPlanningEvolutionary computationAI hardwareG05B 19/41865G05B 2219/32252G05B 2219/33034Y02P 90/02

AI classification

Planning1.00
Machine learning1.00
Evolutionary computation1.00
AI hardware0.99
Knowledge representation0.17
Vision0.05
Natural language0.00
Speech0.00

Ownership

INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE

assignment · 459000148

Assignors

SHIH, PANG-MIN, CHANG, SHAN-MING

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

From the same owner

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