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    • 1. 发明授权
    • Error detection method and its system for early detection of errors in a planar or facilities
    • 错误检测方法及其系统,用于早期检测平面或设施中的错误
    • US08630962B2
    • 2014-01-14
    • US13057831
    • 2009-05-29
    • Shunji MaedaHisae Shibuya
    • Shunji MaedaHisae Shibuya
    • G06F15/18
    • G05B23/0254G06K9/00536G06K9/6252G06K9/6272G06K9/6284
    • Provided are a method which permits complete training data and data with added errors, and enables the early and accurate discovery of errors in facilities such as a plant, and a system thereof. To achieve the objectives, (1) the behavior of temporal data is observed over time, and the trace is divided into clusters; (2) the divided cluster groups are modeled in sub spaces, and the discrepancy values are calculated as errors candidates; (3) the training data are used (compare, reference, etc.) for reference to determine the state transitions caused by the changes over time, the environmental changes, the maintenance (parts replacement), and the operation states; and (4) the modeling is a sub space method such as regression analysis or projection distance method of every N data removing N data items, (N=0, 1, 2, . . . ) (for example, when N=1, one error data item is considered to have been added, this data is removed, then the modeling is performed), or a local sub space method. Linear fitting in regression analysis is equivalent to the lowest order regression analysis.
    • 提供了一种允许完整的训练数据和具有附加错误的数据的方法,并且能够及早准确地发现诸如工厂及其系统之类的设施中的错误。 为了实现目标,(1)随时间观察时间数据的行为,并将踪迹分为簇; (2)划分的群集组在子空间中建模,差异值计算为错误候选; (3)使用训练数据(比较,参考等)作为参考,确定随时间变化,环境变化,维护(部件更换)和操作状态引起的状态转换; (4)建模是N次数据去除N个数据项(N = 0,1,2,...)的回归分析或投影距离法的子空间法(例如,当N = 1时, 一个错误数据项被认为已被添加,该数据被删除,然后进行建模)或本地子空间方法。 回归分析中的线性拟合等价于最低阶回归分析。
    • 3. 发明申请
    • DEFECT INSPECTION APPARATUS AND ITS METHOD
    • 缺陷检查装置及其方法
    • US20120133927A1
    • 2012-05-31
    • US13368585
    • 2012-02-08
    • Akira HAMAMATSUHisae ShibuyaShunji Maeda
    • Akira HAMAMATSUHisae ShibuyaShunji Maeda
    • G01N21/55
    • G01N21/9501G01N2021/8822
    • A defect inspection apparatus for inspecting defects on an inspecting object includes an illuminator which irradiates a beam of light on the inspecting object, a photo-detector which detects rays of light from the inspecting object due to the irradiation of the light beam by the illuminator, a defect detector which detects a defect by processing a signal obtained through detection by the photo-detector, a characteristic quantity calculator which calculates a characteristic quantity related to a size of the defect, and a defect size calculator which uses a relation between size and characteristic quantity which is calculated by an optical simulation and calculates a size of the detected defect.
    • 用于检查检查对象的缺陷的缺陷检查装置包括:在检查对象物上照射光束的照明器,由于照射器照射光束而检测来自被检查物体的光的光检测器, 缺陷检测器,其通过处理通过光检测器的检测获得的信号来检测缺陷;计算与缺陷的尺寸相关的特征量的特征量计算器;以及使用尺寸和特性之间的关系的缺陷尺寸计算器 通过光学模拟计算的量,并计算检测到的缺陷的尺寸。
    • 6. 发明申请
    • Method and apparatus for inspecting a defect of a pattern
    • 检查图案缺陷的方法和装置
    • US20060159330A1
    • 2006-07-20
    • US11328231
    • 2006-01-10
    • Kaoru SakaiShunji MaedaHisae ShibuyaHidetoshi Nishiyama
    • Kaoru SakaiShunji MaedaHisae ShibuyaHidetoshi Nishiyama
    • G06K9/00
    • G06T7/0004G06T7/001G06T2207/30148
    • In a pattern inspection apparatus, influences of pattern brightness variations that is caused in association with, for example, a film thickness difference or a pattern width variation can be reduced, high sensitive pattern inspection can be implemented, and a variety of defects can be detected. Thereby, the pattern inspection apparatus adaptable to a broad range of processing steps is realized. In order to realize this, the pattern inspection apparatus of the present invention performs comparison between images of regions corresponding to patterns formed to be same patterns, thereby determining mismatch portions across the images to be defects. The apparatus includes multiple sensors capable of synchronously acquiring images of shiftable multiple detection systems different from one another, and an image comparator section corresponding thereto. In addition, the apparatus includes means of detecting a statistical offset value from the feature amount to be a defect, thereby enabling the defect to be properly detected even when a brightness difference is occurring in association with film a thickness difference in a wafer.
    • 在图案检查装置中,可以减少与膜厚差或图案宽度变化相关联引起的图案亮度变化的影响,可以实现高灵敏度图案检查,并且可以检测各种缺陷 。 由此,可以实现适应于广泛的处理步骤的图案检查装置。 为了实现这一点,本发明的图案检查装置对与形成为相同图案的图案相对应的区域的图像进行比较,从而确定跨越图像的不匹配部分是缺陷。 该装置包括能够同时获取彼此不同的可移动多个检测系统的图像的多个传感器,以及与其对应的图像比较部。 此外,该装置包括检测从特征量成为缺陷的统计偏移值的装置,从而即使当与膜中的厚度差相关联地发生亮度差时,也能够适当地检测缺陷。
    • 9. 发明申请
    • Malfunction Detection Method and System Thereof
    • 故障检测方法及其系统
    • US20130173218A1
    • 2013-07-04
    • US13702531
    • 2011-05-16
    • Shunji MaedaHisae Shibuya
    • Shunji MaedaHisae Shibuya
    • G06F17/00
    • G06F17/00G05B23/0221G05B23/0224G06Q10/20
    • To allow early sensing of anomalies in a manufacturing plant or other infrastructure (plant), provided is a method that acquires data of runtime status of said plant from a plurality of sensors of said plant, makes a model from training data that corresponds to the regular runtime status of said plant, employs the training data thus modeled in computing a anomaly measure of the data acquired from the sensors, and detects anomalies. In computing the anomaly measure, the anomaly is detected by recursively carrying out: a derivation of a residual error from the training data thus modeled acquired from the plurality of sensors, a removal of a signal having a residual error that is greater than a predetermined value, and a computation of the anomaly measure for the data that is acquired from the plurality of sensors whereupon the signal having the large residual error is removed.
    • 为了允许早期感测制造工厂或其他基础设施(工厂)中的异常,提供了一种从所述设备的多个传感器获取所述设备的运行时状态的数据的方法,从对应于规则的训练数据 所述工厂的运行状态采用如下建模的训练数据来计算从传感器获得的数据的异常测量,并检测异常。 在计算异常测量时,通过递归地执行:从由多个传感器获取的建模的训练数据中导出残差,去除具有大于预定值的残差的信号, 以及从多个传感器获得的数据的异常测量的计算,因此除去具有大残留误差的信号。
    • 10. 发明授权
    • Method and apparatus for inspecting patterns formed on a substrate
    • 用于检查在基板上形成的图案的方法和装置
    • US08467594B2
    • 2013-06-18
    • US12960578
    • 2010-12-06
    • Kaoru SakaiShunji MaedaHisae ShibuyaHidetoshi Nishiyama
    • Kaoru SakaiShunji MaedaHisae ShibuyaHidetoshi Nishiyama
    • G06K9/00G06K9/68
    • G06T7/0004G06T7/001G06T2207/30148
    • In a pattern inspection apparatus, influences of pattern brightness variations that is caused in association with, for example, a film thickness difference or a pattern width variation can be reduced, high sensitive pattern inspection can be implemented, and a variety of defects can be detected. Thereby, the pattern inspection apparatus adaptable to a broad range of processing steps is realized. In order to realize this, the pattern inspection apparatus of the present invention performs comparison between images of regions corresponding to patterns formed to be same patterns, thereby determining mismatch portions across the images to be defects. The apparatus includes multiple sensors capable of synchronously acquiring images of shiftable multiple detection systems different from one another, and an image comparator section corresponding thereto. In addition, the apparatus includes means of detecting a statistical offset value from the feature amount to be a defect, thereby enabling the defect to be properly detected even when a brightness difference is occurring in association with film a thickness difference in a wafer.
    • 在图案检查装置中,可以减少与膜厚差或图案宽度变化相关联引起的图案亮度变化的影响,可以实现高灵敏度图案检查,并且可以检测各种缺陷 。 由此,可以实现适应于广泛的处理步骤的图案检查装置。 为了实现这一点,本发明的图案检查装置对与形成为相同图案的图案相对应的区域的图像进行比较,从而确定跨越图像的不匹配部分是缺陷。 该装置包括能够同时获取彼此不同的可移动多个检测系统的图像的多个传感器,以及与其对应的图像比较部。 此外,该装置包括检测从特征量成为缺陷的统计偏移值的装置,从而即使当与膜中的厚度差相关联地发生亮度差时,也能够适当地检测缺陷。