公开(公告)号：US20130103215A1

公开(公告)日：2013-04-25

申请号：US13588634

申请日：2012-08-17

申请人： Jing Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G06Q50/06

CPC分类号： G06Q50/06

摘要： Utility meter readings generated at low sampling rates are disaggregated to identify consumer usage activities. Time intervals between readings can include a plurality of consumer usage activities. By employing a model which recognizes associations among consumer usage activities, effective disaggregation is possible using only aggregated consumption data and interval start times. Consumers and utility managers can design and assess conservation programs based on the disaggregated consumption usage activities.

摘要翻译： 以低采样率生成的公用事业仪表读数被分解，以确定消费者的使用活动。 阅读之间的时间间隔可以包括多个消费者使用活动。 通过使用识别消费者使用活动之间的关联的模型，可以仅使用聚合消费数据和间隔开始时间来进行有效分解。 消费者和公用事业管理人员可以根据分解的消费使用活动来设计和评估保护计划。

公开(公告)号：US09256908B2

公开(公告)日：2016-02-09

申请号：US13588634

申请日：2012-08-17

申请人： Jing Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G06Q50/06

CPC分类号： G06Q50/06

摘要： Utility meter readings generated at low sampling rates are disaggregated to identify consumer usage activities. Time intervals between readings can include a plurality of consumer usage activities. By employing a model which recognizes associations among consumer usage activities, effective disaggregation is possible using only aggregated consumption data and interval start times. Consumers and utility managers can design and assess conservation programs based on the disaggregated consumption usage activities.

摘要翻译： 以低采样率生成的公用事业仪表读数被分解，以确定消费者的使用活动。 阅读之间的时间间隔可以包括多个消费者使用活动。 通过使用识别消费者使用活动之间的关联的模型，可以仅使用聚合消费数据和间隔开始时间来进行有效分解。 消费者和公用事业管理人员可以根据分解的消费使用活动来设计和评估保护计划。

公开(公告)号：US09042908B2

公开(公告)日：2015-05-26

申请号：US13467035

申请日：2012-05-08

申请人： Jing Dai ,  Ming Li ,  Pavankumar Murali ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Ming Li ,  Pavankumar Murali ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： H04W24/00 ,  G08G1/01 ,  H04M15/00

CPC分类号： G08G1/012 ,  H04M15/58

摘要： Access is obtained to call data records (or other data) for a plurality of mobile telephony users. The call data records (or other data) include location-time sequences. For each of the mobile telephony users, corresponding ones of the location-time sequences are segmented into trips; a home-work-school classification model is used to determine a home location and a work-school location, based on the trips; and a trip purpose classification model is used to assign each of the trips a purpose label, based at least on comparing at least one of a start location and an end location for each one of the trips to at least one of the home location and the work-school location determined using the home-work-school classification model. The trips are aggregated into purpose based origin-destination categories based at least on the purpose labels, time ranges of the location-time sequences, and the start and end locations.

摘要翻译： 获得访问以呼叫多个移动电话用户的数据记录（或其他数据）。 呼叫数据记录（或其他数据）包括位置时间序列。 对于每个移动电话用户，将相应的位置时间序列分段为行程; 家庭工作学校分类模型用于根据旅行情况确定住所和工作地点; 并且旅行目的分类模型用于将每个行程分配目的标签，至少基于将每个行程的起始位置和结束位置中的至少一个比较到本地位置和 使用家庭工作学校分类模型确定工作学校的位置。 至少基于目的标签，位置 - 时间序列的时间范围以及开始和结束位置，将旅行聚合到基于目的的起始 - 目的地类别。

公开(公告)号：US08588810B2

公开(公告)日：2013-11-19

申请号：US13307754

申请日：2011-11-30

申请人： Jing Dai ,  Ming Li ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Ming Li ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： H04W24/00

CPC分类号： H04W52/0251 ,  G01S19/34 ,  G01S19/47 ,  G01S19/48 ,  H04M1/24 ,  H04M1/72572 ,  H04M2250/10 ,  H04W4/02 ,  H04W4/027 ,  H04W4/043 ,  H04W4/30 ,  H04W48/16 ,  Y02D70/142 ,  Y02D70/164 ,  Y02D70/166

摘要： A GPS-enabled cellular electronic device is operated in an indoor mode. An increase in strength of a cellular signal is detected at the GPS-enabled cellular electronic device. Responsive at least to the increase in cellular signal strength, the GPS-enabled cellular electronic device is transitioned to an outdoor testing mode. Detecting is carried out to determine whether movement of the GPS-enabled cellular electronic device occurs during the outdoor testing mode. If so, the GPS-enabled cellular electronic device is transitioned to an outdoor mode.

摘要翻译： 在室内模式下操作支持GPS的蜂窝式电子设备。 在启用GPS的蜂窝电子设备上检测到蜂窝信号的强度的增加。 至少响应于蜂窝信号强度的增加，启用GPS的蜂窝式电子设备转变到户外测试模式。 进行检测以确定在室外测试模式期间是否发生启用GPS的蜂窝式电子设备的移动。 如果是这样，启用GPS的蜂窝电子设备被转换到户外模式。

公开(公告)号：US20130137450A1

公开(公告)日：2013-05-30

申请号：US13307754

申请日：2011-11-30

申请人： Jing Dai ,  Ming Li ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Ming Li ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： H04W4/04

CPC分类号： H04W52/0251 ,  G01S19/34 ,  G01S19/47 ,  G01S19/48 ,  H04M1/24 ,  H04M1/72572 ,  H04M2250/10 ,  H04W4/02 ,  H04W4/027 ,  H04W4/043 ,  H04W4/30 ,  H04W48/16 ,  Y02D70/142 ,  Y02D70/164 ,  Y02D70/166

摘要： A GPS-enabled cellular electronic device is operated in an indoor mode. An increase in strength of a cellular signal is detected at the GPS-enabled cellular electronic device. Responsive at least to the increase in cellular signal strength, the GPS-enabled cellular electronic device is transitioned to an outdoor testing mode. Detecting is carried out to determine whether movement of the GPS-enabled cellular electronic device occurs during the outdoor testing mode. If so, the GPS-enabled cellular electronic device is transitioned to an outdoor mode.

摘要翻译： 在室内模式下操作支持GPS的蜂窝式电子设备。 在启用GPS的蜂窝电子设备上检测到蜂窝信号的强度的增加。 至少响应于蜂窝信号强度的增加，启用GPS的蜂窝式电子设备转变到户外测试模式。 进行检测以确定在室外测试模式期间是否发生启用GPS的蜂窝式电子设备的移动。 如果是这样，启用GPS的蜂窝电子设备被转换到户外模式。

公开(公告)号：US20130304363A1

公开(公告)日：2013-11-14

申请号：US13467035

申请日：2012-05-08

申请人： Jing Dai ,  Ming Li ,  Pavankumar Murali ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing Dai ,  Ming Li ,  Pavankumar Murali ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G08G1/00

CPC分类号： G08G1/012 ,  H04M15/58

摘要： Access is obtained to call data records (or other data) for a plurality of mobile telephony users. The call data records (or other data) include location-time sequences. For each of the mobile telephony users, corresponding ones of the location-time sequences are segmented into trips; a home-work-school classification model is used to determine a home location and a work-school location, based on the trips; and a trip purpose classification model is used to assign each of the trips a purpose label, based at least on comparing at least one of a start location and an end location for each one of the trips to at least one of the home location and the work-school location determined using the home-work-school classification model. The trips are aggregated into purpose based origin-destination categories based at least on the purpose labels, time ranges of the location-time sequences, and the start and end locations.

摘要翻译： 获得访问以呼叫多个移动电话用户的数据记录（或其他数据）。 呼叫数据记录（或其他数据）包括位置时间序列。 对于每个移动电话用户，将相应的位置时间序列分段为行程; 家庭工作学校分类模型用于根据旅行情况确定住所和工作地点; 并且旅行目的分类模型用于将每个行程分配目的标签，至少基于将每个行程的起始位置和结束位置中的至少一个比较到本地位置和 使用家庭工作学校分类模型确定工作学校的位置。 至少基于目的标签，位置 - 时间序列的时间范围以及开始和结束位置，将旅行聚合到基于目的的起始 - 目的地类别。

公开(公告)号：US20130116939A1

公开(公告)日：2013-05-09

申请号：US13288716

申请日：2011-11-03

申请人： Jing D. Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing D. Dai ,  Feng Chen ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G06F19/00 ,  G01F1/74 ,  G06F17/18 ,  G01R21/00

CPC分类号： G06Q50/06

摘要： A computer program product includes a tangible storage medium readable by a processing circuit and on which instructions are stored for execution by the processing circuit for performing a method. The method includes, upon receiving utility consumption data of a group of elements, defining clusters of elements by like geography and like utility consumption, evaluating a significance of each cluster by comparing an average utility consumption within the cluster with utility consumption of elements neighboring the cluster and determining from a result of the evaluating which clusters exhibit significant differences in utility consumption from the neighboring elements and defining those clusters as regional outliers.

摘要翻译： 计算机程序产品包括可由处理电路读取的有形存储介质，并且在哪个指令被存储以供处理电路执行以执行方法。 该方法包括：在接收到一组元素的公用事业消耗数据时，通过类似的地理位置和类似的公用事业消耗来定义元素簇，通过将集群内的平均效用消耗与邻近集群的元素的公用消费进行比较来评估每个集群的重要性 并从评估结果中确定哪些集群表现出与相邻元素的效用消耗的​​显着差异，并将这些集群定义为区域异常值。

公开(公告)号：US20110066442A1

公开(公告)日：2011-03-17

申请号：US12880915

申请日：2010-09-13

申请人： Naga A. Ayachitula ,  Tian-Jy Chao ,  Jing D. Dai ,  Milind R. Naphade ,  Sambit Sahu

发明人： Naga A. Ayachitula ,  Tian-Jy Chao ,  Jing D. Dai ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G06Q10/00

CPC分类号： G06Q10/10 ,  G06Q10/063

摘要： A method for performing utility consumption disaggregation includes measuring a total utility consumption of a consumer during a specified time period, generating a first disaggregated utility consumption segment and a second disaggregated utility consumption segment, based on the total utility consumption of the consumer, and providing the consumer with disaggregated utility consumption statistics based on at least one of the first and second disaggregated utility consumption segments.

摘要翻译： 一种用于执行公用事业消费分解的方法包括：在指定的时间段内测量消费者的总的公用事业消费，基于消费者的总的公用事业消费产生第一分解的公用事业消费部分和第二分解的公用事业消费部分，并提供 基于第一和第二分解的公用事业消费部分中的至少一个的具有分解的公用事业消费统计的消费者。

公开(公告)号：US09171339B2

公开(公告)日：2015-10-27

申请号：US13288716

申请日：2011-11-03

申请人： Jing D. Dai ,  Feng Cheng ,  Milind R. Naphade ,  Sambit Sahu

发明人： Jing D. Dai ,  Feng Cheng ,  Milind R. Naphade ,  Sambit Sahu

IPC分类号： G06F19/00 ,  G06Q50/06

CPC分类号： G06Q50/06

摘要： A computer program product includes a tangible storage medium readable by a processing circuit and on which instructions are stored for execution by the processing circuit for performing a method. The method includes, upon receiving utility consumption data of a group of elements, defining clusters of elements by like geography and like utility consumption, evaluating a significance of each cluster by comparing an average utility consumption within the cluster with utility consumption of elements neighboring the cluster and determining from a result of the evaluating which clusters exhibit significant differences in utility consumption from the neighboring elements and defining those clusters as regional outliers.

摘要翻译： 计算机程序产品包括可由处理电路读取的有形存储介质，并且在哪个指令被存储以供处理电路执行以执行方法。 该方法包括：在接收到一组元素的公用事业消耗数据时，通过类似的地理位置和类似的公用事业消耗来定义元素簇，通过将集群内的平均效用消耗与邻近集群的元素的公用消费进行比较来评估每个集群的重要性 并从评估结果中确定哪些集群表现出与相邻元素的效用消耗的​​显着差异，并将这些集群定义为区域异常值。

公开(公告)号：US20120215829A1

公开(公告)日：2012-08-23

申请号：US13029699

申请日：2011-02-17

申请人： Milind Naphade ,  Sambit Sahu ,  Jing Dai

发明人： Milind Naphade ,  Sambit Sahu ,  Jing Dai

IPC分类号： G06F15/16

CPC分类号： G06F15/18 ,  G06N99/005

摘要： A method of generating analytics to provide an analysis of data from distinct data domains includes collecting sensor data from at least two distinct data domains, deriving parameters from the collected data, wherein at least one of the parameters is a first domain parameter derived from one of the data domains and at least another one of the parameters is a second domain parameter derived from the other data domain, providing a data model that enables a user to specify at least one of the first parameters and at least one of the second domain parameters and generate at least one rule based on the selected parameters, and generating analytics that analyze the collected data against the rules to determinate whether the rules have been satisfied and provide results of the analysis to a user of the analytics.

摘要翻译： 生成分析以提供来自不同数据域的数据分析的方法包括从至少两个不同的数据域收集传感器数据，从所收集的数据中导出参数，其中至少一个参数是从 所述数据域和所述参数中的至少另一个参数是从所述其他数据域导出的第二域参数，提供使得用户能够指定所述第一参数中的至少一个和所述第二域参数中的至少一个的数据模型， 基于所选择的参数生成至少一个规则，以及生成分析数据，根据规则分析所收集的数据，以确定规则是否已被满足，并向分析用户提供分析结果。