METHODS AND SYSTEMS FOR MACHINE-LEARNING FOR PREDICTION OF GRID CARBON EMISSIONS

Patent №

US 11,699,198

Granted

2023-07-11

Filed 2022

Owner

SINGULARITY ENERGY, INC.

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17833511

A system for machine-learning for prediction grid carbon emissions includes a computing device configured to receive, from a first local grid monitoring device monitoring a first local grid, a plurality of first power output quantities of a plurality of power generators in the first local grid, train an emission projection machine-learning process, wherein training further includes compiling a plurality of training data entries, each training data entry correlating a plurality of past power output quantities with at least a reported carbon emission datum and training the emission projection machine-learning process using the plurality of training data entries, and generate, using the emission projection machine-learning process, a projected carbon emission rate as a function of the plurality of power output quantities.

Machine learningKnowledge representationPlanningAI hardwareG06Q 50/06G06N 3/0442G06N 3/0464G06N 3/08G06N 3/09G06N 5/01G06N 20/00

AI classification

Planning1.00
Machine learning1.00
AI hardware0.98
Knowledge representation0.89
Natural language0.02
Evolutionary computation0.01
Vision0.01
Speech0.00

Ownership

SINGULARITY ENERGY, INC.

assignment · 610940814

Assignors

SHI, WENBO

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

© 2026 NYSGPT2525 LLC