公开(公告)号：WO2019104126A1

公开(公告)日：2019-05-31

申请号：PCT/US2018/062186

申请日：2018-11-21

Applicant: UNITED PARCEL SERVICE OF AMERICA, INC.

Inventor： MALYACK, Collette ,  ABEBE, Ted ,  HICKEY, Donald ,  HOJECKI, Ed ,  LAVRIK, I ,  RAO, Vinay

IPC: G06Q10/08 ,  G06Q10/04

CPC classification number: G06Q10/04 ,  G06F17/18 ,  G06N5/022 ,  G06N20/00 ,  G06Q10/083 ,  G06Q10/0833 ,  G06Q10/0838

Abstract: Embodiments are disclosed for autonomously generating volume forecasts. An example method includes accessing volume information units from a volume forecast data management tool. The example method further includes extracting features from volume information units, wherein the features are representative of one or more of a package received time, or package information. The features can be categorized by different hierarchical level information. The example method further includes generating, using a volume forecast learning model and the features, an output comprising a volume forecast for a particular hierarchical level. Corresponding apparatuses and non-transitory computer readable storage media are also provided.