Learning road navigation paths based on aggregate driver behavior
    1.
    发明授权
    Learning road navigation paths based on aggregate driver behavior 有权
    基于总体驱动程序行为学习道路导航路径

    公开(公告)号:US08738285B2

    公开(公告)日:2014-05-27

    申请号:US13046644

    申请日:2011-03-11

    IPC分类号: G01C21/00 G08G1/123

    摘要: Techniques are described for generating and using information regarding road traffic in various ways, including by obtaining and analyzing road traffic information regarding actual behavior of drivers of vehicles on a network of roads. Obtained actual driver behavior information may in some situations be analyzed to identify decision point locations at which drivers face choices corresponding to possible alternative routes through the network of roads (e.g., intersections, highway exits and/or entrances, etc.), as well as to track the actual use by drivers of particular paths between particular decision points in order to determine preferred compound links between those decision point locations. The identified and determined information from the analysis may then be used in various manners, including in some situations to assist in determining particular recommended or preferred routes of vehicles through the network of roads based at least in part on actual driver behavior information.

    摘要翻译: 描述了以各种方式产生和使用关于道路交通的信息的技术,包括通过获得和分析关于道路网络上的车辆的驾驶员的实际行为的道路交通信息。 在某些情况下可以分析获得的实际驾驶员行为信息,以便识别驾驶员面对通过道路网络(例如交叉路口,公路出口和/或入口等)的可能的替代路线的选择的决策点位置,以及 以跟踪驾驶员在特定决策点之间的特定路径的实际使用,以便确定这些决策点位置之间的优选复合链接。 然后可以以各种方式使用来自分析的识别和确定的信息,包括在某些情况下,至少部分地基于实际的驾驶员行为信息来帮助确定通过道路网络的特定推荐或优选的车辆路线。

    Learning road feature delay times based on aggregate driver behavior
    2.
    发明授权
    Learning road feature delay times based on aggregate driver behavior 有权
    学习路功能基于总体驱动程序行为的延迟时间

    公开(公告)号:US09257042B2

    公开(公告)日:2016-02-09

    申请号:US13046650

    申请日:2011-03-11

    IPC分类号: G08G1/052 G01C21/34 G08G1/01

    摘要: Techniques are described for generating and using information regarding road traffic in various ways, including by obtaining and analyzing road traffic information regarding actual behavior of drivers of vehicles on a network of roads. Obtained actual driver behavior information may in some situations be analyzed to determine actual delays for vehicles encountering various particular road features in the network of roads, such as for identified decision points at which drivers face choices corresponding to possible alternative routes through the network of roads (e.g., intersections, highway exits and/or entrances, etc.) and/or for other traffic flow impediments. The identified and determined information from the analysis may then be used in various manners, including in some situations to assist in determining particular recommended or preferred routes of vehicles through the network of roads based at least in part on actual driver behavior information.

    摘要翻译: 描述了以各种方式产生和使用关于道路交通的信息的技术,包括通过获得和分析关于道路网络上的车辆的驾驶员的实际行为的道路交通信息。 在某些情况下可以分析获得的实际驾驶员行为信息,以确定在道路网络中遇到各种特定道路特征的车辆的实际延迟,例如驾驶者面对与通过道路网络的可能的替代路线相对应的选择的确定的决定点( 例如交叉路口,公路出口和/或入口等)和/或其他交通流障碍。 然后可以以各种方式使用来自分析的识别和确定的信息,包括在某些情况下,至少部分地基于实际的驾驶员行为信息来帮助确定通过道路网络的特定推荐或优选的车辆路线。

    LEARNING ROAD NAVIGATION PATHS BASED ON AGGREGATE DRIVER BEHAVIOR
    3.
    发明申请
    LEARNING ROAD NAVIGATION PATHS BASED ON AGGREGATE DRIVER BEHAVIOR 有权
    基于集体驾驶行为的学习道路导航路线

    公开(公告)号:US20110224898A1

    公开(公告)日:2011-09-15

    申请号:US13046644

    申请日:2011-03-11

    IPC分类号: G01C21/36

    摘要: Techniques are described for generating and using information regarding road traffic in various ways, including by obtaining and analyzing road traffic information regarding actual behavior of drivers of vehicles on a network of roads. Obtained actual driver behavior information may in some situations be analyzed to identify decision point locations at which drivers face choices corresponding to possible alternative routes through the network of roads (e.g., intersections, highway exits and/or entrances, etc.), as well as to track the actual use by drivers of particular paths between particular decision points in order to determine preferred compound links between those decision point locations. The identified and determined information from the analysis may then be used in various manners, including in some situations to assist in determining particular recommended or preferred routes of vehicles through the network of roads based at least in part on actual driver behavior information.

    摘要翻译: 描述了以各种方式产生和使用关于道路交通的信息的技术,包括通过获得和分析关于道路网络上的车辆的驾驶员的实际行为的道路交通信息。 在某些情况下可以分析获得的实际驾驶员行为信息,以便识别驾驶员面对通过道路网络(例如交叉路口,公路出口和/或入口等)的可能的替代路线的选择的决策点位置,以及 以跟踪驾驶员在特定决策点之间的特定路径的实际使用,以便确定这些决策点位置之间的优选复合链接。 然后可以以各种方式使用来自分析的识别和确定的信息,包括在某些情况下,至少部分地基于实际的驾驶员行为信息来帮助确定通过道路网络的特定推荐或优选的车辆路线。

    LEARNING ROAD FEATURE DELAY TIMES BASED ON AGGREGATE DRIVER BEHAVIOR
    4.
    发明申请
    LEARNING ROAD FEATURE DELAY TIMES BASED ON AGGREGATE DRIVER BEHAVIOR 有权
    基于集体驾驶行为的学习道路特征延迟时间

    公开(公告)号:US20110224893A1

    公开(公告)日:2011-09-15

    申请号:US13046650

    申请日:2011-03-11

    IPC分类号: G01C21/34 G08G1/00

    摘要: Techniques are described for generating and using information regarding road traffic in various ways, including by obtaining and analyzing road traffic information regarding actual behavior of drivers of vehicles on a network of roads. Obtained actual driver behavior information may in some situations be analyzed to determine actual delays for vehicles encountering various particular road features in the network of roads, such as for identified decision points at which drivers face choices corresponding to possible alternative routes through the network of roads (e.g., intersections, highway exits and/or entrances, etc.) and/or for other traffic flow impediments. The identified and determined information from the analysis may then be used in various manners, including in some situations to assist in determining particular recommended or preferred routes of vehicles through the network of roads based at least in part on actual driver behavior information.

    摘要翻译: 描述了以各种方式产生和使用关于道路交通的信息的技术,包括通过获得和分析关于道路网络上的车辆的驾驶员的实际行为的道路交通信息。 在某些情况下可以分析获得的实际驾驶员行为信息,以确定在道路网络中遇到各种特定道路特征的车辆的实际延迟,例如驾驶者面对与通过道路网络的可能的替代路线相对应的选择的确定的决定点( 例如交叉路口,公路出口和/或入口等)和/或其他交通流障碍。 然后可以以各种方式使用来自分析的识别和确定的信息,包括在某些情况下,至少部分地基于实际的驾驶员行为信息来帮助确定通过道路网络的特定推荐或优选的车辆路线。

    DISPLAYING ROAD TRAFFIC CONDITION INFORMATION AND USER CONTROLS
    5.
    发明申请
    DISPLAYING ROAD TRAFFIC CONDITION INFORMATION AND USER CONTROLS 审中-公开
    显示道路交通状况信息和用户控制

    公开(公告)号:US20070208498A1

    公开(公告)日:2007-09-06

    申请号:US11556670

    申请日:2006-11-03

    IPC分类号: G08G1/00

    摘要: Techniques are described for displaying or otherwise providing information to users regarding various types of road traffic condition information in various ways. The information may be provided, for example, as part of a user interface (or “UI”), which may in some situations further include one or more types of user-selectable controls to allow a user to manipulate in various ways what road traffic condition information is displayed and/or how the information is displayed. A variety of types of road traffic condition information may be presented to users in various manners, including by presenting information on graphically displayed maps for geographic areas to indicate various information about road conditions in the geographic area. In addition, provided controls may allow users to select particular times, select particular routes, indicate to perform animation of various types of changing traffic conditions over a sequence of multiple successive times, etc.

    摘要翻译: 描述了用于以各种方式向用户显示或以其他方式提供关于各种类型的道路交通状况信息的信息的技术。 该信息可以例如作为用户界面(或“UI”)的一部分来提供,其在某些情况下可以进一步包括一种或多种类型的用户可选择的控制,以允许用户以各种方式操纵什么道路交通 显示条件信息和/或信息的显示方式。 可以以各种方式向用户呈现各种类型的道路交通状况信息,包括通过呈现关于地理区域的图形显示地图的信息来指示关于地理区域中的道路状况的各种信息。 此外,提供的控制可以允许用户选择特定时间,选择特定路线,指示在多个连续时间序列等上执行各种类型的改变交通状况的动画。

    Detecting anomalous road traffic conditions
    6.
    发明授权
    Detecting anomalous road traffic conditions 有权
    检测异常道路交通状况

    公开(公告)号:US07899611B2

    公开(公告)日:2011-03-01

    申请号:US11556648

    申请日:2006-11-03

    IPC分类号: G06G7/76

    摘要: Techniques are described for automatically detecting anomalous road traffic conditions and for providing information about the detected anomalies, such as for use in facilitating travel on roads of interest. Anomalous road traffic conditions may be identified using target traffic conditions for a particular road segment at a particular selected time, such as target traffic conditions that reflect actual traffic conditions for a current or past selected time, and/or target traffic conditions that reflect predicted future traffic conditions for a future selected time. Target traffic conditions may be compared to distinct expected road traffic conditions for a road segment at a selected time, with the expected conditions reflecting road traffic conditions that are typical or normal for the road segment at the selected time. Anomalous conditions may be identified based on sufficiently large differences from the expected conditions, and information about the anomalous conditions may be provided in various ways.

    摘要翻译: 描述了用于自动检测异常道路交通状况并提供关于检测到的异常的信息的技术,例如用于促进在感兴趣的道路上行驶。 可以使用特定选择时间的特定道路段的目标交通状况来识别异常道路交通状况,例如反映当前或过去选定时间的实际交通状况的目标交通状况,和/或反映预测未来的目标交通状况 未来选择时间的交通条件。 可以将目标交通状况与选定时间的道路段的不同预期道路交通状况进行比较,其中预期条件反映了在所选择的时间段对道路段的典型或正常的道路交通状况。 可以基于与预期条件的足够大的差异来识别异常状况,并且可以以各种方式提供关于异常状况的信息。

    Rectifying erroneous road traffic sensor data
    7.
    发明申请
    Rectifying erroneous road traffic sensor data 有权
    纠正错误的道路交通传感器数据

    公开(公告)号:US20080046165A1

    公开(公告)日:2008-02-21

    申请号:US11540342

    申请日:2006-09-28

    IPC分类号: G08G1/00 G06F19/00

    CPC分类号: G08G1/0104

    摘要: Techniques are described for assessing road traffic conditions in various ways based on obtained traffic-related data, such as data samples from road traffic sensors (e.g., physical sensors that are near or embedded in the roads) and/or from vehicles and other mobile data sources traveling on the roads. The assessment of road traffic conditions based on obtained sensor data readings and/or other data samples may include various filtering and/or conditioning of the data samples, and various inferences and probabilistic determinations of traffic-related characteristics of interest. Assessing obtained data may further include determining traffic conditions (e.g., traffic flow and/or average traffic speed) for various portions of a road network in a particular geographic area, based at least in part on obtained data samples.

    摘要翻译: 描述了基于获得的交通相关数据(例如来自道路交通传感器(例如,靠近或嵌入在道路中的物理传感器))和/或来自车辆和其他移动数据的数据样本来以各种方式评估道路交通状况的技术 源头在道路上行驶。 基于获得的传感器数据读数和/或其他数据样本对道路交通状况的评估可以包括数据样本的各种过滤和/或调节以及感兴趣的交通相关特征的各种推断和概率确定。 评估所获得的数据还可以包括至少部分地基于获得的数据样本来确定特定地理区域中的道路网络的各个部分的交通状况(例如,业务流量和/或平均业务速度)。

    Dynamic time series prediction of future traffic conditions
    8.
    发明授权
    Dynamic time series prediction of future traffic conditions 有权
    动态时间序列预测未来交通状况

    公开(公告)号:US08065073B2

    公开(公告)日:2011-11-22

    申请号:US12897621

    申请日:2010-10-04

    CPC分类号: G08G1/0104 G08G1/0968

    摘要: Techniques are described for generating predictions of future traffic conditions at multiple future times, such as by using probabilistic techniques to assess various input data while repeatedly producing future time series predictions for each of numerous road segments (e.g., in a real-time manner based on changing current conditions for a network of roads in a given geographic area). In some situations, one or more predictive Bayesian models and corresponding decision trees are automatically created for use in generating the future traffic condition predictions for each geographic area of interest, such as based on observed historical traffic conditions for those geographic areas. Predicted future traffic condition information may then be used in a variety of ways to assist in travel and for other purposes, such as to plan optimal routes through a network of roads based on predictions about traffic conditions for the roads at multiple future times.

    摘要翻译: 描述了用于在多个未来时间产生对未来交通状况的预测的技术,例如通过使用概率技术来评估各种输入数据,同时重复地为多个路段中的每一个生成未来的时间序列预测(例如,基于 改变给定地理区域的道路网络的当前条件)。 在某些情况下,例如基于观察到的那些地理区域的历史交通条件,自动创建一个或多个预测贝叶斯模型和相应的决策树,以用于生成每个感兴趣地理区域的未来交通状况预测。 预测的未来交通状况信息可以以各种方式用于协助旅行和其他目的,例如基于关于未来时间的道路交通状况的预测来规划通过道路网络的最佳路线。

    DISPLAYING ROAD TRAFFIC CONDITION INFORMATION AND USER CONTROLS
    9.
    发明申请
    DISPLAYING ROAD TRAFFIC CONDITION INFORMATION AND USER CONTROLS 有权
    显示道路交通状况信息和用户控制

    公开(公告)号:US20100185382A1

    公开(公告)日:2010-07-22

    申请号:US12687835

    申请日:2010-01-14

    摘要: Techniques are described for displaying or otherwise providing information to users regarding various types of road traffic condition information in various ways. The information may be provided, for example, as part of a user interface (or “UI”), which may in some situations further include one or more types of user-selectable controls to allow a user to manipulate in various ways what road traffic condition information is displayed and/or how the information is displayed. A variety of types of road traffic condition information may be presented to users in various manners, including by presenting information on graphically displayed maps for geographic areas to indicate various information about road conditions in the geographic area. In addition, provided controls may allow users to select particular times, select particular routes, indicate to perform animation of various types of changing traffic conditions over a sequence of multiple successive times, etc.

    摘要翻译: 描述了用于以各种方式向用户显示或以其他方式提供关于各种类型的道路交通状况信息的信息的技术。 该信息可以例如作为用户界面(或“UI”)的一部分来提供,其在某些情况下可以进一步包括一种或多种类型的用户可选择的控制,以允许用户以各种方式操纵什么道路交通 显示条件信息和/或信息的显示方式。 可以以各种方式向用户呈现各种类型的道路交通状况信息,包括通过呈现关于地理区域的图形显示地图的信息来指示关于地理区域中的道路状况的各种信息。 此外,提供的控制可以允许用户选择特定时间,选择特定路线,指示在多个连续时间序列等上执行各种类型的改变交通状况的动画。

    Management of media sources in memory constrained devices
    10.
    发明申请
    Management of media sources in memory constrained devices 审中-公开
    内存限制设备中媒体源的管理

    公开(公告)号:US20070038647A1

    公开(公告)日:2007-02-15

    申请号:US11197068

    申请日:2005-08-04

    IPC分类号: G06F7/00

    摘要: Managing media information on a computing device. The media information is stored in a plurality of media sources where at least one of the media sources is an external storage associated with the computing device and where at least one of the media sources is a local storage associated with the computing device. The computing device identifies one or more media objects stored in at least the local storage media source and the external storage media source. Metadata relating to the media information stored in the media sources is retrieved from the identified media objects and aggregated. A user interface is generated to display the aggregated metadata on the computing device.

    摘要翻译: 管理计算设备上的媒体信息。 媒体信息存储在多个媒体源中,其中至少一个媒体源是与计算设备相关联的外部存储器,并且其中至少一个媒体源是与计算设备相关联的本地存储器。 计算设备识别存储在至少本地存储介质源和外部存储介质源中的一个或多个媒体对象。 从存储在媒体源中的媒体信息相关的元数据从所识别的媒体对象中检索并聚合。 生成用户界面以在计算设备上显示聚合的元数据。