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    • 1. 发明授权
    • Layout-specific classification and prioritization of recommended rules violations
    • 布局特定的分类和推荐规则违规的优先级排序
    • US08539421B2
    • 2013-09-17
    • US13328942
    • 2011-12-16
    • Kanak Behari AgarwalSani Richard Nassif
    • Kanak Behari AgarwalSani Richard Nassif
    • G06F17/50
    • G06F17/5081
    • A method, system, and computer program product for classifying and prioritizing a set of recommended rule (RR) violations in an integrated circuit (IC) design are provided in the illustrative embodiments. The set of RR violations is received. A layout corresponding to the IC design is received. A set of features is selected in the layout. A classification model corresponding to the set of features is selected. Using the set of features and the classification model, the first RR violation is classified into a classification from a set of classifications. The classification is prioritized in an order of priority such that the first RR violation in the classification is recommended for remedying in the order of priority.
    • 在说明性实施例中提供了用于在集成电路(IC)设计中对一组推荐规则(RR)违规进行分类和优先排序的方法,系统和计算机程序产品。 接收到RR违规的集合。 接收与IC设计对应的布局。 在布局中选择一组功能。 选择与特征集对应的分类模型。 使用一组特征和分类模型,将第一个RR违规分为一组分类的分类。 分类按优先顺序排列优先顺序,以便按照优先顺序推荐分类中的第一次违反RR的行为。
    • 4. 发明授权
    • Machine learning approach to correct lithographic hot-spots
    • 机器学习方法来纠正光刻热点
    • US08464194B1
    • 2013-06-11
    • US13328994
    • 2011-12-16
    • Kanak Behari AgarwalShayak Banerjee
    • Kanak Behari AgarwalShayak Banerjee
    • G06F17/50
    • G03F7/70441G03F1/36G03F7/70433
    • A method, system, and computer program product for machine learning approach for detecting and correcting lithographic hot-spots in an integrated circuit (IC) design are provided in the illustrative embodiments. A layout corresponding to the IC design is received at a machine learning model (ML model). At the ML model using a hardware component, a set of input objects is identified corresponding to a target shape in the layout. A retargeting value is predicted for the target shape using the set of input objects, such that applying the retargeting value to the target shape in the layout causes the target shape to be modified into a modified target shape, wherein printing the modified target shape instead of the target shape eliminates a lithographic hot-spot that would otherwise occur from printing the target shape in a printed circuit corresponding to the IC design.
    • 在说明性实施例中提供了用于在集成电路(IC)设计中检测和校正平版印刷热点的用于机器学习方法的方法,系统和计算机程序产品。 在机器学习模型(ML模型)下接收与IC设计相对应的布局。 在使用硬件组件的ML模型中,在布局中识别与目标形状相对应的一组输入对象。 使用所述一组输入对象来对目标形状预测重定向值,使得将重定向值应用于布局中的目标形状使得目标形状被修改为修改的目标形状,其中,打印修改的目标形状而不是 目标形状消除了在对应于IC设计的印刷电路中打印目标形状否则会发生的平版印刷热点。
    • 5. 发明授权
    • Equation based retargeting of design layouts
    • 基于方程式的重新定位设计布局
    • US08347255B2
    • 2013-01-01
    • US12782407
    • 2010-05-18
    • Kanak Behari Agarwal
    • Kanak Behari Agarwal
    • G06F17/50
    • G03F1/36G03F1/70G06F17/5068G06F2217/12H01L27/0203Y02P90/265
    • A method, system, and computer usable program product for equation based retargeting of design layouts are provided in the illustrative embodiments. A set of desirable combination of values of a set of layout parameters of the design layout is determined. A desirable region that includes the set of the desirable combination of values is determined. An equation is computed to determine a retargeting value for a first combination of values of the set of layout parameters with respect to the desirable region. Instructions are generated to adjust a value in the first combination to generate a second combination of values of the set of layout parameters such that the second combination falls in the desirable region. A shape in the design layout is retargeted such that the retargeted shape uses the second combination of values of the set of layout parameters. The IC is manufactured using the retargeted shape.
    • 在说明性实施例中提供了用于基于等式的重新定位设计布局的方法,系统和计算机可用程序产品。 确定设计布局的一组布局参数的值的一组期望组合。 确定包括值的所需组合的期望区域。 计算等式以确定关于所需区域的布局参数集合的值的第一组合的重定向值。 生成指令以调整第一组合中的值以生成布局参数集合的值的第二组合,使得第二组合落入所需区域。 重新定位设计布局中的形状,使得重定向形状使用布局参数集合的值的第二组合。 IC使用重新定向的形状制造。
    • 6. 发明申请
    • MACHINE LEARNING APPROACH TO CORRECT LITHOGRAPHIC HOT-SPOTS
    • 机器学习方法来校正光刻热点
    • US20130159943A1
    • 2013-06-20
    • US13328994
    • 2011-12-16
    • Kanak Behari AgarwalShayak Banerjee
    • Kanak Behari AgarwalShayak Banerjee
    • G06F17/50
    • G03F7/70441G03F1/36G03F7/70433
    • A method, system, and computer program product for machine learning approach for detecting and correcting lithographic hot-spots in an integrated circuit (IC) design are provided in the illustrative embodiments. A layout corresponding to the IC design is received at a machine learning model (ML model). At the ML model using a hardware component, a set of input objects is identified corresponding to a target shape in the layout. A retargeting value is predicted for the target shape using the set of input objects, such that applying the retargeting value to the target shape in the layout causes the target shape to be modified into a modified target shape, wherein printing the modified target shape instead of the target shape eliminates a lithographic hot-spot that would otherwise occur from printing the target shape in a printed circuit corresponding to the IC design.
    • 在说明性实施例中提供了用于在集成电路(IC)设计中检测和校正平版印刷热点的用于机器学习方法的方法,系统和计算机程序产品。 在机器学习模型(ML模型)下接收与IC设计相对应的布局。 在使用硬件组件的ML模型中,在布局中识别与目标形状相对应的一组输入对象。 使用所述一组输入对象来对目标形状预测重定向值,使得将重定向值应用于布局中的目标形状使得目标形状被修改为修改的目标形状,其中,打印修改的目标形状而不是 目标形状消除了在对应于IC设计的印刷电路中打印目标形状否则会发生的平版印刷热点。
    • 8. 发明授权
    • On-chip measurement of signals
    • 片上信号测量
    • US08089296B2
    • 2012-01-03
    • US12489525
    • 2009-06-23
    • Kanak Behari AgarwalJerry D. Hayes
    • Kanak Behari AgarwalJerry D. Hayes
    • G01R31/02
    • G01R31/2884G01R19/252G01R31/2844
    • A method, system, and computer usable program product for in an integrated circuit are provided in the illustrative embodiments. A signal to be measured is identified in the IC. The signal is provided as a first control voltage input to a first VCO in the IC. A first output frequency is generated from the first VCO, the first output frequency having a first frequency value corresponding to the signal. The signal is provided as a second control voltage input to a second VCO in the IC. A second output frequency is generated from the second VCO, the second output frequency having a second frequency value corresponding to the signal. The first and the second output frequency values are exported from the IC. A mean value and a standard deviation of the signal are computed using the output first and second frequency values.
    • 在说明性实施例中提供了集成电路中的方法,系统和计算机可用程序产品。 在IC中识别要测量的信号。 信号被提供作为IC中的第一VCO的第一控制电压输入。 从第一VCO产生第一输出频率,第一输出频率具有对应于该信号的第一频率值。 信号被提供作为IC中的第二VCO的第二控制电压输入。 从第二VCO产生第二输出频率,第二输出频率具有对应于该信号的第二频率值。 第一和第二输出频率值从IC导出。 使用输出的第一和第二频率值来计算信号的平均值和标准偏差。
    • 9. 发明授权
    • Pitch-aware multi-patterning lithography
    • 音高感应多图案平版印刷
    • US08689151B1
    • 2014-04-01
    • US13612790
    • 2012-09-12
    • Kanak Behari AgarwalShayak Banerjee
    • Kanak Behari AgarwalShayak Banerjee
    • G06F17/50
    • G03F7/70466G03F7/70283
    • A method, system, and computer program product for improving printability of a design of an integrated circuit (IC) using pitch-aware coloring for multi-patterning lithography (MPL) are provided in the illustrative embodiments. A first shape is identified in a layout of the IC corresponding to the design as being apart by a first distance from a second shape. The first distance is a forbidden distance and at least equal to a minimum distance requirement of a lithography system. A determination is made that the first shape and the second shape are colored using a first color. The first shape is changed to a second color, such that even though the first distance is at least equal to the minimum distance requirement of the lithography system, the first and the second shapes are placed on different masks to print the design, thereby improving the printability of the design.
    • 在说明性实施例中提供了一种用于改善用于多图案化光刻(MPL)的俯仰感知着色的集成电路(IC)的设计的可印刷性的方法,系统和计算机程序产品。 第一形状在对应于设计的IC的布局中被识别为与第二形状隔开第一距离。 第一距离是禁止距离,并且至少等于光刻系统的最小距离要求。 确定第一形状和第二形状使用第一颜色着色。 第一种形状被改变为第二颜色,使得即使第一距离至少等于光刻系统的最小距离要求,第一形状和第二形状被放置在不同的掩模上以印刷设计,从而改善 设计的可印刷性。
    • 10. 发明申请
    • PITCH-AWARE MULTI-PATTERNING LITHOGRAPHY
    • PITCH-AWARE多图形绘图
    • US20140075397A1
    • 2014-03-13
    • US13612790
    • 2012-09-12
    • Kanak Behari AgarwalShayak Banerjee
    • Kanak Behari AgarwalShayak Banerjee
    • G06F17/50
    • G03F7/70466G03F7/70283
    • A method, system, and computer program product for improving printability of a design of an integrated circuit (IC) using pitch-aware coloring for multi-patterning lithography (MPL) are provided in the illustrative embodiments. A first shape is identified in a layout of the IC corresponding to the design as being apart by a first distance from a second shape. The first distance is a forbidden distance and at least equal to a minimum distance requirement of a lithography system. A determination is made that the first shape and the second shape are colored using a first color. The first shape is changed to a second color, such that even though the first distance is at least equal to the minimum distance requirement of the lithography system, the first and the second shapes are placed on different masks to print the design, thereby improving the printability of the design.
    • 在说明性实施例中提供了一种用于改善用于多图案化光刻(MPL)的俯仰感知着色的集成电路(IC)的设计的可印刷性的方法,系统和计算机程序产品。 第一形状在对应于设计的IC的布局中被识别为与第二形状隔开第一距离。 第一距离是禁止距离,并且至少等于光刻系统的最小距离要求。 确定第一形状和第二形状使用第一颜色着色。 第一种形状被改变为第二颜色,使得即使第一距离至少等于光刻系统的最小距离要求,第一和第二形状被放置在不同的掩模上以印刷设计,从而改善 设计的可印刷性。