公开(公告)号：US10657807B1

公开(公告)日：2020-05-19

申请号：US16402333

申请日：2019-05-03

Applicant: HERE Global B.V.

Inventor： Arnold Sheynman ,  Daniela Radakovic ,  Kyle Jackson

IPC: G08G1/01

Abstract: A method, apparatus, and computer program product are provided for detecting changes in road traffic conditions based on vehicle probe data. Methods may include: receiving a plurality of probe data points; map-matching probe data points of the plurality of probe apparatuses to road segments of a candidate road of a road networks; for a plurality of time epochs, cluster probe speeds map-matched to road segments of the candidate road according to a clustering algorithm; establishing centroid speeds corresponding to clusters of probe speeds; spatially grouping said road segments according to probe-to-cluster mapping; and providing a road traffic condition change message in response to a difference between centroid speeds along the candidate road exceeding a predefined threshold, where the road traffic condition change message includes at least information about said road segment groups that correspond to said clusters.

公开(公告)号：US20170256163A1

公开(公告)日：2017-09-07

申请号：US15600947

申请日：2017-05-22

Applicant: HERE Global B.V.

Inventor： Corinne Bradley ,  James Adeyemi Fowe ,  Kyle Jackson ,  Gavril Giurgiu ,  Mitchell McCuiston ,  Leon Oliver Stenneth

IPC: G08G1/01

CPC classification number: G08G1/0141 ,  G08G1/0112 ,  G08G1/0133

Abstract: Precision traffic flow indication may involve receiving device data over a period of time representing a plurality traffic flow readings associated with a road involving a plurality of subsections. Calculating traffic flows and determining road subsections having similar traffic flows may also be involved. Also, indicating a different traffic flow level for a first subsection and a second subsection of road may be involved.

公开(公告)号：US09697731B2

公开(公告)日：2017-07-04

申请号：US14159167

申请日：2014-01-20

Applicant: HERE Global B.V.

Inventor： Corrine Bradley ,  James Adeyemi Fowe ,  Kyle Jackson ,  Gavril Giurgiu ,  Mitchell McCuiston ,  Leon Oliver Stenneth

IPC: G08G1/01

CPC classification number: G08G1/0141 ,  G08G1/0112 ,  G08G1/0133

Abstract: Precision traffic flow indication may involve receiving device data over a period of time representing a plurality traffic flow readings associated with a road involving a plurality of subsections. Calculating traffic flows and determining road subsections having similar traffic flows may also be involved. Also, indicating a different traffic flow level for a first subsection and a second subsection of road may be involved.

公开(公告)号：US12123726B2

公开(公告)日：2024-10-22

申请号：US17474891

申请日：2021-09-14

Applicant: HERE Global B.V.

Inventor： Daniela Radakovic ,  Arnold Sheynman ,  Kyle Jackson

IPC: G01C21/34 ,  G01C21/36

CPC classification number: G01C21/3438 ,  G01C21/3461 ,  G01C21/3492 ,  G01C21/3605

Abstract: An approach is provided for accurate travel time prediction. The approach involves, for example, determining probe data collected within a threshold proximity of a vehicle location and a pickup location. The probe data may be collected, for example, from a location sensor of at least one probe vehicle that has previously traversed the vehicle location and the pickup location. The approach also involves processing the probe data to identify a travel time of a route taken by the at least one probe vehicle from the vehicle location to the pickup location. The approach also involves providing the travel time as an output indicating a wait time for a vehicle at the vehicle location to reach the pickup location.

公开(公告)号：US20230230472A1

公开(公告)日：2023-07-20

申请号：US17576226

申请日：2022-01-14

Applicant: HERE GLOBAL B.V.

Inventor： Corinne Bradley ,  Arnold Sheynman ,  Kyle Jackson

IPC: G08G1/01 ,  G08G1/052

CPC classification number: G08G1/0129 ,  G08G1/052 ,  G08G1/0133 ,  G08G1/0141

Abstract: A method, apparatus and computer program product are provided to estimate a road segment traffic tendency determination value. A current traffic speed pattern data object may be generated for an initial location of a vehicle and a future traffic speed pattern data object may be generated for an estimated downstream location of the vehicle. A road segment traffic tendency determination value may then be estimated based at least in part on the current traffic speed pattern data object and the future traffic speed pattern data object. A road segment traffic tendency notification may be provided to the vehicle.

公开(公告)号：US12112621B2

公开(公告)日：2024-10-08

申请号：US17477074

申请日：2021-09-16

Applicant: HERE Global B.V.

Inventor： Daniela Radakovic ,  Arnold Sheynman ,  Kyle Jackson

IPC: G08G1/01

CPC classification number: G08G1/0129 ,  G08G1/0112 ,  G08G1/0141 ,  G08G1/0145

Abstract: A method, apparatus, and non-transitory computer readable storage medium for traffic report certainty estimation. The approach may include determining at least one data input to a traffic model for generating a traffic report estimation for a road segment. The approach may also involve determining at least one input characteristic value associated with the at least one data input based, at least in part, on probe data collected from one or more sensors of at least one probe device. The approach may further involve determining a coefficient of certainty value from a certainty table based on the at least one input characteristic value, wherein the certainty table respectively maps one or more value intervals of the at least one input characteristic value to a pre-assigned coefficient of certainty value, and providing the coefficient of certainty value as an output associated with the traffic report.

公开(公告)号：US10068469B2

公开(公告)日：2018-09-04

申请号：US15600947

申请日：2017-05-22

Applicant: HERE Global B.V.

Inventor： Corinne Bradley ,  James Adeyemi Fowe ,  Kyle Jackson ,  Gavril Giurgiu ,  Mitchell McCuiston ,  Leon Oliver Stenneth

IPC: G08G1/00 ,  G08G1/01 ,  G06F19/00

Abstract: Precision traffic flow indication may involve receiving device data over a period of time representing a plurality traffic flow readings associated with a road involving a plurality of subsections. Calculating traffic flows and determining road subsections having similar traffic flows may also be involved. Also, indicating a different traffic flow level for a first subsection and a second subsection of road may be involved.

公开(公告)号：US10943474B2

公开(公告)日：2021-03-09

申请号：US16849688

申请日：2020-04-15

Applicant: HERE Global B.V.

Inventor： Arnold Sheynman ,  Daniela Radakovic ,  Kyle Jackson

IPC: G08G1/01

Abstract: A method, apparatus, and computer program product are provided for detecting changes in road traffic conditions based on vehicle probe data. Methods may include: receiving a plurality of probe data points; map-matching probe data points of the plurality of probe apparatuses to road segments of a candidate road of a road networks; for a plurality of time epochs, cluster probe speeds map-matched to road segments of the candidate road according to a clustering algorithm; establishing centroid speeds corresponding to clusters of probe speeds; spatially grouping said road segments according to probe-to-cluster mapping; and providing a road traffic condition change message in response to a difference between centroid speeds along the candidate road exceeding a predefined threshold, where the road traffic condition change message includes at least information about said road segment groups that correspond to said clusters.

公开(公告)号：US09558660B1

公开(公告)日：2017-01-31

申请号：US14815606

申请日：2015-07-31

Applicant: HERE Global B.V.

Inventor： James Fowe ,  Kyle Jackson ,  Bruce Bernhardt ,  Sam Radomy

IPC: G06F19/00 ,  G08G1/01 ,  G08G1/052

CPC classification number: G08G1/0133 ,  G08G1/0112 ,  G08G1/0129 ,  G08G1/0141 ,  G08G1/052

Abstract: An approach is provided for state classification for a travel segment with multi-modal speed profiles. A traffic processing platform processes and/or facilitates a processing of probe data associated with at least one travel segment to determine that probe data indicates a plurality of speed profiles. The plurality of speed profiles represent one or more observed clusters of speed states. The traffic processing platform also determine that the at least one travel segment exhibits a multi-modality with respect to travel speed based, at least in part, on the plurality of speed profiles. The traffic processing platform then determines at least one likely sequence of speed states for traversing the at least one travel segment based, at least in part, on the one or more observed clusters of speed states and state transition probability information, wherein the state transition probability information represents one or more probabilities for transitioning among the plurality of speed states and causes, at least in part, a classification of at least one hidden state of the at least one travel segment based, at least in part, on the at least one likely sequence of speed states.

Abstract translation: 为具有多模式速度曲线的行程段提供了一种用于状态分类的方法。 交通处理平台处理和/或促进与至少一个旅行段相关联的探测数据的处理，以确定探测数据指示多个速度分布。 多个速度曲线表示一个或多个观察到的速度状态的群集。 交通处理平台还确定至少部分地基于多个速度曲线，所述至少一个行驶段相对于行驶速度呈现多模态。 交通处理平台至少部分地基于速度状态和状态转移概率信息的一个或多个观察到的群集来确定用于遍历至少一个旅行段的至少一个可能的速度状态序列，其中状态转移概率 信息表示在多个速度状态之间转换的一个或多个概率，并且至少部分地至少部分地基于所述至少一个可能性对至少一个行进段的至少一个隐藏状态进行分类 速度状态顺序。

公开(公告)号：US20150206426A1

公开(公告)日：2015-07-23

申请号：US14159167

申请日：2014-01-20

Applicant: HERE GLOBAL B.V.

Inventor： Corrine Bradley ,  James Adeyemi Fowe ,  Kyle Jackson ,  Gavril Giurgiu ,  Mitchell McCuiston ,  Leon Oliver Stenneth

IPC: G08G1/01

CPC classification number: G08G1/0141 ,  G08G1/0112 ,  G08G1/0133

Abstract: Precision traffic flow indication may involve receiving device data over a period of time representing a plurality traffic flow readings associated with a road involving a plurality of subsections. Calculating traffic flows and determining road subsections having similar traffic flows may also be involved. Also, indicating a different traffic flow level for a first subsection and a second subsection of road may be involved.

Abstract translation: 精确的业务流量指示可以涉及在一段时间内接收设备数据，表示与涉及多个子部分的道路相关联的多个业务流量读数。 计算交通流量和确定具有相似交通流量的路段也可能涉及。 另外，可能涉及到第一小段的不同交通流量级别和道路的第二分段。