公开(公告)号：WO2019104125A1

公开(公告)日：2019-05-31

申请号：PCT/US2018/062185

申请日：2018-11-21

Applicant: UNITED PARCEL SERVICE OF AMERICA, INC.

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

IPC: G06Q10/08 ,  G06Q10/04

CPC classification number: G06Q10/0838 ,  G06K9/6217 ,  G06K9/6282 ,  G06N20/00 ,  G06Q10/04 ,  G06Q10/083 ,  G06Q10/0833

Abstract: Embodiments are disclosed for autonomously predicting shipper behavior. An example method includes the following operations. One or more learning models are generated. Shipper behavior data for at least one shipper is extracted. The shipper behavior data includes a plurality of features associated with the at least one shipper scheduled to ship one or more parcels. It is predicted whether one or more shipments will be sent or arrive at a particular time based at least in part on running the plurality of features of the at least one shipper through the one or more learning models.

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.

公开(公告)号：WO2017160611A1

公开(公告)日：2017-09-21

申请号：PCT/US2017/021720

申请日：2017-03-10

Applicant: UNITED PARCEL SERVICE OF AMERICA, INC.

Inventor： SHROFF, Sumeet Pradeep ,  AZAR, Issac ,  PICCIONE, Rosalie ,  HOJECKI, Ed ,  GERHARD, Brian

IPC: G06Q10/00 ,  G06Q50/06 ,  G06Q50/28

CPC classification number: G06Q10/0838 ,  G06N7/005 ,  G06Q10/00 ,  G06Q10/0833 ,  G06Q50/28

Abstract: Embodiments of the present invention provide methods, systems, apparatuses, and computer program products for determining delivery or pick-up windows. In one embodiment a method is provided comprising determining whether sufficient historical information/data to determine an estimated pick-up/delivery time is received for each weekday when deliveries are made and in response to determining that the sufficient historical information/data is available for a first weekday, determining an estimated pick-up/delivery time for the first serviceable point and for the first weekday based on the sufficient historical information/data for the first serviceable point and for the first weekday. Similarly, in response to determining that the sufficient historical information/data is not available for a second weekday, determining an estimated pick-up/delivery time for the first serviceable point and for the second weekday based on the first historical information/data.

Abstract translation: 本发明的实施例提供用于确定递送窗口或拾取窗口的方法，系统，装置和计算机程序产品。 在一个实施例中，提供了一种方法，该方法包括：确定在进行递送时每个工作日是否接收到足够的历史信息/数据以确定估计的拾取/递送时间，并且响应于确定足够的历史信息/数据可用于 第一个工作日，基于第一可服务点和第一工作日的足够历史信息/数据确定第一可服务点和第一工作日的估计拾取/传送时间。 类似地，响应于确定足够的历史信息/数据在第二工作日不可用，基于第一历史信息/数据确定第一可服务点和第二工作日的估计拾取/递送时间。 / p>