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    • 7. 发明申请
    • METHOD OF PROCESSING STATISTICAL DATA
    • 处理统计数据的方法
    • WO2015157798A1
    • 2015-10-22
    • PCT/AU2015/000218
    • 2015-04-14
    • BIOMETIX PTY LTD
    • DUNSTONE, Edward, Simon
    • G06F17/30G06F17/40G06F7/60G06K9/00
    • G06F17/18G06F17/30554G06K9/6284G06N99/005
    • A method of performing statistical analysis, including outlier detection and anomalous behaviour identification, on large or complex datasets. Multiple analyses may be performed rapidly, on the complete dataset, without sub-sampling or approximations. Large statistical datasets (which may be distributed) may be analysed, assessed, investigated and managed in an interactive fashion as a part of a production system or for ad-hoc analysis. The method involves first processing the data into histograms and storing them. Then these histograms can be manipulated to provide conventional statistical results in an interactive manner. The method also provides a method whereby these histograms can be updated over time, rather than being reprocessed each time they are to be used. It has particular benefit to two class probabilistic systems, where results need to be assessed on the basis of false-positives and false-negatives. A method of displaying, interacting and collaborating with derived statistical data is also disclosed.
    • 在大型或复杂数据集上执行统计分析的方法,包括异常值检测和异常行为识别。 可以在完整的数据集上快速执行多个分析,无需进行子采样或近似。 可以以交互方式分析,评估,调查和管理大型统计数据集(作为生产系统的一部分)或进行特别分析。 该方法包括首先将数据处理成直方图并存储它们。 然后可以操纵这些直方图以便以交互方式提供常规的统计结果。 该方法还提供了一种可以随时间更新这些直方图的方法,而不是每当它们被使用时被重新处理。 它对两类概率系统特别有好处,其中结果需要根据假阳性和假阴性进行评估。 还公开了一种显示,交互和与导出的统计数据进行协作的方法。
    • 10. 发明申请
    • TECHNIQUES FOR ITERATIVE REDUCTION OF UNCERTAINTY IN WATER DISTRIBUTION NETWORKS
    • 在水分配网络中迭代减少不确定度的技术
    • WO2014092918A1
    • 2014-06-19
    • PCT/US2013/069874
    • 2013-11-13
    • INTERNATIONAL BUSINESS MACHINES CORPORATION
    • BA, AmadouFUSCO, FrancescoVERSCHEURE, Olivier
    • G06F7/60
    • G06F17/5009G06F17/5004G06Q10/04G06Q10/043G06Q10/06G06Q50/06
    • In one aspect, a method for reducing uncertainty in a hydraulic model of a water distribution network due to uncertain parameters and faults in the water distribution network is provided which includes the steps of: (i) calculating an optimized placement of sensors throughout a given uncertain section of the water distribution network; (ii) collecting data from the sensors; (iii) partitioning the given uncertain section of the water distribution network into observable and unobservable sub-sections based on the hydraulic model and a) a position, b) a number, and/or c) a type of the sensors that are available; (iv) correcting uncertain parameters and identifying faults for each of the observable sub-sections; (v) calculating a global uncertainty value for each of the unobservable sub-sections; and (vi) repeating the steps (i)-(vi) iteratively, at each iteration selecting an uncertain sub-section of the water distribution network, until no uncertain sub-sections of the water distribution network remain.
    • 在一方面,提供了一种由于配水网络中不确定的参数和故障而降低配水网络的液压模型的不确定性的方法,其包括以下步骤:(i)计算传感器在给定不确定度下的优化布置 配水网段; (ii)从传感器收集数据; (iii)基于液压模型将配水网络的给定不确定部分划分为可观察和不可观察的子部分,以及a)位置,b)数量和/或c)可用的传感器的类型; (iv)纠正每个可观察子部分的不确定参数和识别故障; (v)计算每个不可观察的子部分的全局不确定性值; 和(vi)迭代地重复步骤(i) - (vi),在每次重复选择配水网络的不确定子部分时,直到没有不确定的配水网络的子部分保持。