公开(公告)号：US20120233107A1

公开(公告)日：2012-09-13

申请号：US13044681

申请日：2011-03-10

申请人： Philipp Roesch ,  Sebastian Weng

发明人： Philipp Roesch ,  Sebastian Weng

IPC分类号： G06N5/02

CPC分类号： G06N5/025 ,  G06N5/02

摘要： Implementations of the present disclosure include methods for managing data quality for event data. In some implementations, methods include receiving, at one or more computing devices, a plurality of events, each event comprising event data and being generated by an event source in response to a real-world activity, processing, using the one or more computing devices, the plurality of events using one or more complex event processing (CEP) rules to generate a complex event, in response to generating the complex event, annotating the complex event with quality information corresponding to each of the plurality of events to provide a quality-enriched event, and publishing the quality-enriched event.

摘要翻译： 本公开的实现包括用于管理事件数据的数据质量的方法。 在一些实现中，方法包括在一个或多个计算设备处接收多个事件，每个事件包括事件数据，并且由事件源响应于真实世界活动而生成，使用一个或多个计算设备 响应于生成复杂事件使用一个或多个复杂事件处理（CEP）规则来生成复杂事件的多个事件，用与多个事件中的每个事件相对应的质量信息注释复杂事件，以提供质量 - 丰富的活动，并出版品质丰富的活动。

公开(公告)号：US20150324101A1

公开(公告)日：2015-11-12

申请号：US14275126

申请日：2014-05-12

申请人： Philipp Roesch ,  Axel Schroeder

发明人： Philipp Roesch ,  Axel Schroeder

IPC分类号： G06F3/0484 ,  G06F17/30

CPC分类号： G06F3/04847 ,  G06F3/04842 ,  G06F17/30554 ,  G06F17/30572 ,  G06F17/30592 ,  G06T11/00 ,  G06T11/206

摘要： Data is received that includes a multi-dimensional data set having data at different hierarchy levels. Using the received data, a first view of a chart having a branch corresponding to each dimension within the data set is rendered in a graphical user interface. Each branch extends outwardly from a center point and has graphical indicators corresponding to each corresponding hierarchy level. The hierarchy levels are arranged in order such that a highest hierarchy level is closest to the center point and a lowest hierarchy level is closest to or at a termination point of the corresponding branch. Related apparatus, systems, techniques and articles are also described.

摘要翻译： 接收包括具有不同层次级数据的多维数据集的数据。 使用所接收的数据，在图形用户界面中呈现具有与数据集内的每个维对应的分支的​​图表的第一视图。 每个分支从中心点向外延伸，并且具有对应于每个对应层级的图形指示符。 层级被按顺序排列，使得最高层次级别最接近中心点，而最低级别级别最接近相应分支的终止点或者在最终层级级别。 还描述了相关设备，系统，技术和物品。

公开(公告)号：US08655825B2

公开(公告)日：2014-02-18

申请号：US13044681

申请日：2011-03-10

申请人： Philipp Roesch ,  Sebastian Weng

发明人： Philipp Roesch ,  Sebastian Weng

IPC分类号： G06N5/00 ,  G06N5/02

CPC分类号： G06N5/025 ,  G06N5/02

摘要： Implementations of the present disclosure include methods for managing data quality for event data. In some implementations, methods include receiving, at one or more computing devices, a plurality of events, each event comprising event data and being generated by an event source in response to a real-world activity, processing, using the one or more computing devices, the plurality of events using one or more complex event processing (CEP) rules to generate a complex event, in response to generating the complex event, annotating the complex event with quality information corresponding to each of the plurality of events to provide a quality-enriched event, and publishing the quality-enriched event.

摘要翻译： 本公开的实现包括用于管理事件数据的数据质量的方法。 在一些实现中，方法包括在一个或多个计算设备处接收多个事件，每个事件包括事件数据，并且由事件源响应于真实世界活动而生成，使用一个或多个计算设备 响应于生成复杂事件使用一个或多个复杂事件处理（CEP）规则来生成复杂事件的多个事件，用与多个事件中的每个事件相对应的质量信息注释复杂事件，以提供质量 - 丰富的活动，并出版品质丰富的活动。

公开(公告)号：US20120173747A1

公开(公告)日：2012-07-05

申请号：US12982012

申请日：2010-12-30

申请人： Philipp Roesch ,  Sebastian Weng

发明人： Philipp Roesch ,  Sebastian Weng

IPC分类号： G06F15/16

CPC分类号： G06Q10/063

摘要： Implementations of the present disclosure include methods for providing transparency in streaming event data. In some implementations, methods include receiving a plurality of events, each event comprising event data and being generated by an event source in response to a real-world activity, processing the plurality of events using one or more complex event processing (CEP) rules to generate a complex event, in response to generating the complex event, generating at least one lineage event that comprises lineage information, the lineage information comprising information corresponding to one or more source events, each of the one or more source events contributing to the complex event, and storing the lineage event and the one or more source events in an event archive provided as a computer-readable storage medium.

摘要翻译： 本公开的实现包括用于在流事件数据中提供透明度的方法。 在一些实现中，方法包括接收多个事件，每个事件包括事件数据，并且响应于真实世界活动由事件源生成，使用一个或多个复杂事件处理（CEP）规则来处理多个事件 生成复杂事件，响应于生成复杂事件，生成包括谱系信息的至少一个谱系事件，谱系信息包括对应于一个或多个源事件的信息，所述一个或多个源事件中的每一个有助于复杂事件 以及将所述谱系事件和所述一个或多个源事件存储在作为计算机可读存储介质提供的事件存档中。

公开(公告)号：US09977847B2

公开(公告)日：2018-05-22

申请号：US14170354

申请日：2014-01-31

申请人： Lars Dannecker ,  Robert Lorenz ,  Philipp Roesch

发明人： Lars Dannecker ,  Robert Lorenz ,  Philipp Roesch

IPC分类号： G06G7/54 ,  G06F17/50 ,  G06Q50/06

CPC分类号： G06F17/5009 ,  G06F2217/78 ,  G06Q50/06 ,  Y02E60/76 ,  Y04S10/60 ,  Y04S40/22

摘要： Examples of energy forecasting in hierarchical energy systems are provided herein. A global forecast model instance for a hierarchical energy system can be determined through aggregation of energy forecast model data from individual energy smart meters. Energy forecast model data can include values for energy forecast model parameters used by the individual smart meters. The energy smart meters include measurement, forecasting, and calculation capabilities. The smart meters locally determine a forecast model instance used by the smart meter and provide corresponding information to higher levels in the energy system hierarchy. A global forecast model instance is determined based on the provided information.

公开(公告)号：US09542662B2

公开(公告)日：2017-01-10

申请号：US12982012

申请日：2010-12-30

申请人： Philipp Roesch ,  Sebastian Weng

发明人： Philipp Roesch ,  Sebastian Weng

IPC分类号： G06F15/16 ,  G06Q10/06

CPC分类号： G06Q10/063

摘要： Implementations of the present disclosure include methods for providing transparency in streaming event data. In some implementations, methods include receiving a plurality of events, each event comprising event data and being generated by an event source in response to a real-world activity, processing the plurality of events using one or more complex event processing (CEP) rules to generate a complex event, in response to generating the complex event, generating at least one lineage event that comprises lineage information, the lineage information comprising information corresponding to one or more source events, each of the one or more source events contributing to the complex event, and storing the lineage event and the one or more source events in an event archive provided as a computer-readable storage medium.

摘要翻译： 本公开的实现包括用于在流事件数据中提供透明度的方法。 在一些实现中，方法包括接收多个事件，每个事件包括事件数据，并且响应于真实世界活动由事件源生成，使用一个或多个复杂事件处理（CEP）规则来处理多个事件 生成复杂事件，响应于生成复杂事件，生成包括谱系信息的至少一个谱系事件，谱系信息包括对应于一个或多个源事件的信息，所述一个或多个源事件中的每一个有助于复杂事件 以及将所述谱系事件和所述一个或多个源事件存储在作为计算机可读存储介质提供的事件存档中。

公开(公告)号：US09223810B2

公开(公告)日：2015-12-29

申请号：US13544185

申请日：2012-07-09

申请人： Philipp Roesch ,  Lars Dannecker

发明人： Philipp Roesch ,  Lars Dannecker

IPC分类号： G06F17/30

CPC分类号： G06F17/30306 ,  G06F17/30312

摘要： Methods, systems, and computer-readable storage media for recommending a storage layout for the hybrid-store database with actions including receiving one or more data characteristics associated with data that is to be stored in the hybrid-store database, receiving one or more query characteristics associated with one or more queries that are expected to be applied to the hybrid-store database, processing the one or more data characteristics and the one or more query characteristics using a cost model to generate a plurality of costs, each cost being associated with a respective storage layout, identifying, based on the plurality of costs, a recommended storage layout, and providing the recommended storage layout for application to the hybrid-store database.

摘要翻译： 方法，系统和计算机可读存储介质，用于针对混合存储数据库推荐存储布局，其中包括接收与要存储在混合存储数据库中的数据相关联的一个或多个数据特征，接收一个或多个查询 与期望应用于混合商店数据库的一个或多个查询相关联的特征，使用成本模型处理一个或多个数据特征和一个或多个查询特征以生成多个成本，每个成本与 相应的存储布局，基于所述多个成本来识别推荐的存储布局，以及将所推荐的存储布局提供给所述混合商店数据库。

公开(公告)号：US20130194271A1

公开(公告)日：2013-08-01

申请号：US13361416

申请日：2012-01-30

申请人： Philipp Roesch ,  Lars Dannecker ,  Katrin Eisenreich ,  Axel Schroeder

发明人： Philipp Roesch ,  Lars Dannecker ,  Katrin Eisenreich ,  Axel Schroeder

IPC分类号： G06T11/20

CPC分类号： G06T11/00 ,  G06T11/20

摘要： Implementations of the present disclosure include methods, systems, and computer-readable storage mediums for receiving a probability distribution function model, the probability distribution function model representing an uncertain time series and providing a plurality of probability distribution functions, each probability distribution function corresponding to respective values at a respective time in the uncertain time series, generating a visualization based on the probability distribution function model to create a transparency gradient, the transparency gradient including a plurality of points graphically representing the plurality of probability distribution functions, and displaying the visualization including the transparency gradient, wherein a visual characteristic of each point of the plurality of points of the transparency gradient is a function of a probability of the respective value associated with the respective point.

摘要翻译： 本公开的实现包括用于接收概率分布函数模型的方法，系统和计算机可读存储介质，表示不确定时间序列并提供多个概率分布函数的概率分布函数模型，每个概率分布函数对应于 在不确定时间序列中的相应时间的值，基于所述概率分布函数模型生成可视化以创建透明度梯度，所述透明度梯度包括以图形方式表示所述多个概率分布函数的多个点，以及显示包括 透明度梯度，其中透明度梯度的多个点的每个点的视觉特征是与各个点相关联的各个值的概率的函数。

公开(公告)号：US09672304B2

公开(公告)日：2017-06-06

申请号：US14170382

申请日：2014-01-31

申请人： Lars Dannecker ,  Philipp Roesch

发明人： Lars Dannecker ,  Philipp Roesch

IPC分类号： G01R21/00 ,  G06F17/50 ,  G06Q50/06

CPC分类号： G06F17/5009 ,  G06F2217/78 ,  G06Q50/06 ,  Y02E60/76 ,  Y04S10/60 ,  Y04S40/22

摘要： Examples of dynamic online energy forecasting are provided herein. An energy forecast request is received. An initial energy forecast is calculated in response to the request. One or more of a plurality of energy forecast model instances are selected as candidate forecast model instances. At least one of the candidate instances are transformed into an improved forecast model instance having greater accuracy than the candidate forecast model instance. The transformation is accomplished by determining alternative values for at least some parameters of an energy forecast model of the candidate forecast model instance. An improved energy forecast having a greater accuracy than the initial forecast can then be calculated using the improved forecast model instance.

公开(公告)号：US20150120269A1

公开(公告)日：2015-04-30

申请号：US14170354

申请日：2014-01-31

申请人： Lars Dannecker ,  Robert Lorenz ,  Philipp Roesch

发明人： Lars Dannecker ,  Robert Lorenz ,  Philipp Roesch

IPC分类号： G06F17/50

CPC分类号： G06F17/5009 ,  G06F2217/78 ,  G06Q50/06 ,  Y02E60/76 ,  Y04S10/60 ,  Y04S40/22

摘要： Examples of energy forecasting in hierarchical energy systems are provided herein. A global forecast model instance for a hierarchical energy system can be determined through aggregation of energy forecast model data from individual energy smart meters. Energy forecast model data can include values for energy forecast model parameters used by the individual smart meters. The energy smart meters include measurement, forecasting, and calculation capabilities. The smart meters locally determine a forecast model instance used by the smart meter and provide corresponding information to higher levels in the energy system hierarchy. A global forecast model instance is determined based on the provided information.

摘要翻译： 本文提供了分级能量系统中能量预测的示例。 可以通过聚合来自各个能量智能电表的能量预测模型数据来确定分层能量系统的全球预测模型实例。 能量预测模型数据可以包括单个智能电表使用的能量预测模型参数的值。 能量智能电表包括测量，预测和计算能力。 智能仪表本地确定智能电表使用的预测模型实例，并将能量系统层级中的较高级别提供相应的信息。 根据提供的信息确定全局预测模型实例。