The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 21, 2022

Filed:

Dec. 29, 2019
Applicants:

International Business Machines Corporation, Armonk, NY (US);

Ihi Corporation, Tokyo, JP;

Inventors:

Johannes W. Schmude, White Plains, NY (US);

Siyuan Lu, Yorktown Heights, NY (US);

Hendrik F. Hamann, Yorktown Heights, NY (US);

Akihisa Sakurai, Sagamihara, JP;

Taku Izumiyama, Bunkyo, JP;

Masao Hasegawa, Arakawa, JP;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G01W 1/00 (2006.01); G01W 1/10 (2006.01); G06F 17/16 (2006.01); G06N 20/10 (2019.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G01W 1/10 (2013.01); G06F 17/16 (2013.01); G06N 3/08 (2013.01); G06N 20/10 (2019.01);
Abstract

A method of generating an aggregate forecast includes obtaining historical forecasts for a number of time steps and at least one location, obtaining historical conditions for the time steps and the at least one location, training a machine learning algorithm to produce an aggregate historical forecast in response to the historical conditions and the historical forecasts, and producing an aggregate current forecast by running the trained machine learning algorithm on current forecasts. The historical forecasts and the current forecasts vary in at least one of spatial resolution or temporal resolution, and include a first forecast that is valid for a first time step and a second forecast that is valid for a second time step.


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