Dynamic Prediction of Risk Levels for Manufacturing Operations through Leading Risk Indicators: Dynamic Risk Sloping Trend Method and System

Patent №

US 11,250,366

Granted

2022-02-15

Filed 2020

Owner

NEAR-MISS MANAGEMENT LLC

Lab

AI components

3

ml · kr · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16894965

The invention provides a dynamic risk analyzer (DRA) that periodically assesses real-time or historic process data, or both, associated with an operations site, such as a manufacturing, production, or processing facility, including a plant's operations, and identifies hidden near-misses of such operation, when in real time the process data appears otherwise normal. DRA assesses the process data in a manner that enables operating personnel including management at a facility to have a comprehensive understanding of the risk status and changes in both alarm and non-alarm based process variables. The hidden process near-miss data may be analyzed alone or in combination with other process data and/or data resulting from prior near-miss situations to permit strategic action to be taken to reduce or avert the occurrence of adverse incidents or catastrophic failure of a facility operation.

Machine learningKnowledge representationPlanningG06Q 10/0635G05B 17/02G06N 7/01G06Q 10/10G06Q 50/04G06T 11/206G06T 11/26Y02P 90/30

AI classification

Planning1.00
Knowledge representation0.95
Machine learning0.61
Speech0.25
AI hardware0.04
Vision0.01
Evolutionary computation0.00
Natural language0.00

Ownership

NEAR-MISS MANAGEMENT LLC

assignment · 529590917

Assignors

DERING, MATTHEW L., PARIYANI, ANKUR, OKTEM, ULKU G., SHUMWAY, DANIEL, EMAUS, BRETT, DELAURENTIS, STEVEN

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

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