Patents by Inventor Michael S. Bakeman

Michael S. Bakeman has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Patent number: 11428650
    Abstract: Methods and systems for performing overlay and edge placement errors of device structures based on x-ray diffraction measurement data are presented. Overlay error between different layers of a metrology target is estimated based on the intensity variation within each x-ray diffraction order measured at multiple, different angles of incidence and azimuth angles. The estimation of overlay involves a parameterization of the intensity modulations of common orders such that a low frequency shape modulation is described by a set of basis functions and a high frequency overlay modulation is described by an affine-circular function including a parameter indicative of overlay. In addition to overlay, a shape parameter of the metrology target is estimated based on a fitting analysis of a measurement model to the intensities of the measured diffraction orders. In some examples, the estimation of overlay and the estimation of one or more shape parameter values are performed simultaneously.
    Type: Grant
    Filed: December 17, 2019
    Date of Patent: August 30, 2022
    Assignee: KLA Corporation
    Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Patent number: 10801975
    Abstract: Methods and systems for performing simultaneous optical scattering and small angle x-ray scattering (SAXS) measurements over a desired inspection area of a specimen are presented. SAXS measurements combined with optical scatterometry measurements enables a high throughput metrology tool with increased measurement capabilities. The high energy nature of x-ray radiation penetrates optically opaque thin films, buried structures, high aspect ratio structures, and devices including many thin film layers. SAXS and optical scatterometry measurements of a particular location of a planar specimen are performed at a number of different out of plane orientations. This increases measurement sensitivity, reduces correlations among parameters, and improves measurement accuracy. In addition, specimen parameter values are resolved with greater accuracy by fitting data sets derived from both SAXS and optical scatterometry measurements based on models that share at least one geometric parameter.
    Type: Grant
    Filed: May 5, 2013
    Date of Patent: October 13, 2020
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Andrei V. Shchegrov
  • Publication number: 20200116655
    Abstract: Methods and systems for performing overlay and edge placement errors of device structures based on x-ray diffraction measurement data are presented. Overlay error between different layers of a metrology target is estimated based on the intensity variation within each x-ray diffraction order measured at multiple, different angles of incidence and azimuth angles. The estimation of overlay involves a parameterization of the intensity modulations of common orders such that a low frequency shape modulation is described by a set of basis functions and a high frequency overlay modulation is described by an affine-circular function including a parameter indicative of overlay. In addition to overlay, a shape parameter of the metrology target is estimated based on a fitting analysis of a measurement model to the intensities of the measured diffraction orders. In some examples, the estimation of overlay and the estimation of one or more shape parameter values are performed simultaneously.
    Type: Application
    Filed: December 17, 2019
    Publication date: April 16, 2020
    Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Patent number: 10545104
    Abstract: Methods and systems for performing overlay and edge placement errors of device structures based on x-ray diffraction measurement data are presented. Overlay error between different layers of a metrology target is estimated based on the intensity variation within each x-ray diffraction order measured at multiple, different angles of incidence and azimuth angles. The estimation of overlay involves a parameterization of the intensity modulations of common orders such that a low frequency shape modulation is described by a set of basis functions and a high frequency overlay modulation is described by an affine-circular function including a parameter indicative of overlay. In addition to overlay, a shape parameter of the metrology target is estimated based on a fitting analysis of a measurement model to the intensities of the measured diffraction orders. In some examples, the estimation of overlay and the estimation of one or more shape parameter values are performed simultaneously.
    Type: Grant
    Filed: April 28, 2016
    Date of Patent: January 28, 2020
    Assignee: KLA-Tencor Corporation
    Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Patent number: 10324050
    Abstract: Methods and systems for optimizing measurement system parameter settings of an x-ray based metrology system are presented. X-ray based metrology systems employing an optimized set of measurement system parameters are used to measure structural, material, and process characteristics associated with different semiconductor fabrication processes with greater precision and accuracy. In one aspect, a set of values of one or more machine parameters that specify a measurement scenario is refined based at least in part on a sensitivity of measurement data to a previous set of values of the one or more machine parameters. The refinement of the values of the machine parameters is performed to maximize precision, maximize accuracy, minimize correlation between parameters of interest, or any combination thereof. Refinement of the machine parameter values that specify a measurement scenario can be used to optimize the measurement recipe to reduce measurement time and increase measurement precision and accuracy.
    Type: Grant
    Filed: January 13, 2016
    Date of Patent: June 18, 2019
    Assignee: KLA-Tencor Corporation
    Inventors: John J. Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Patent number: 10012606
    Abstract: Methods and systems for performing relatively high energy X-ray Fluorescence (XRF) measurements and relatively low energy X-ray photoelectron spectroscopy (XPS) measurements over a desired inspection area of a specimen are presented. Combined XPS and XRF measurements of a specimen are achieved with illumination tailored to each respective metrology technique. A high brightness, high energy x-ray illumination source is employed in combination with one or more secondary fluorescence targets. The high energy x-ray illumination source supplies high energy x-ray illumination to a specimen to perform high energy XRF measurements. In addition, the high energy x-ray illumination source supplies high energy x-ray illumination to one or more secondary fluorescence targets. The one or more secondary fluorescence targets absorb some of the high energy x-ray photons and emit x-ray emission lines at a lower energy.
    Type: Grant
    Filed: June 23, 2015
    Date of Patent: July 3, 2018
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Xuena Zhang
  • Patent number: 10013518
    Abstract: Structural parameters of a specimen are determined by fitting models of the response of the specimen to measurements collected by different measurement techniques in a combined analysis. Models of the response of the specimen to at least two different measurement technologies share at least one common geometric parameter. In some embodiments, a model building and analysis engine performs x-ray and optical analyses wherein at least one common parameter is coupled during the analysis. The fitting of the response models to measured data can be done sequentially, in parallel, or by a combination of sequential and parallel analyses. In a further aspect, the structure of the response models is altered based on the quality of the fit between the models and the corresponding measurement data. For example, a geometric model of the specimen is restructured based on the fit between the response models and corresponding measurement data.
    Type: Grant
    Filed: July 3, 2013
    Date of Patent: July 3, 2018
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Andrei V. Shchegrov, Qiang Zhao, Zhengquan Tan
  • Patent number: 10006865
    Abstract: Methods and systems are described herein for producing high radiance illumination light for use in semiconductor metrology based on a confined, sustained plasma. One or more plasma confining circuits introduce an electric field, a magnetic field, or a combination thereof to spatially confine a sustained plasma. The confinement of the sustained plasma decreases the size of the induced plasma resulting in increased radiance. In addition, plasma confinement may be utilized to shape the plasma to improve light collection and imaging onto the specimen. The induced fields may be static or dynamic. In some embodiments, additional energy is coupled into the confined, sustained plasma to further increase radiance. In some embodiments, the pump energy source employed to sustained the plasma is modulated in combination with the plasma confining circuit to reduce plasma emission noise.
    Type: Grant
    Filed: July 3, 2017
    Date of Patent: June 26, 2018
    Assignee: KLA-Tencor Corporation
    Inventors: Derrick Shaughnessy, Michael S. Bakeman, Guorong V. Zhuang, Andrei V. Shchegrov, Leonid Poslavsky
  • Patent number: 9885962
    Abstract: Disclosed are apparatus and methods for determining overlay error in a semiconductor target. For illumination x-rays having at least one angle of incidence (AOI), a correlation model is obtained, and the correlation model correlates overlay error of a target with a modulation intensity parameter for each of one or more diffraction orders (or a continuous diffraction intensity distribution) for x-rays scattered from the target in response to the illumination x-rays. A first target is illuminated with illumination x-rays having the at least one AOI and x-rays that are scattered from the first target in response to the illumination x-rays are collected. An overlay error of the first target is determined based on the modulation intensity parameter of the x-rays collected from the first target for each of the one or more diffraction orders (or the continuous diffraction intensity distribution) and the correlation model.
    Type: Grant
    Filed: October 23, 2014
    Date of Patent: February 6, 2018
    Assignee: KLA-Tencor Corporation
    Inventors: Andrei Veldman, Michael S. Bakeman, Andrei V. Shchegrov, Walter D. Mieher
  • Patent number: 9846132
    Abstract: Disclosed are apparatus and methods for performing small angle x-ray scattering metrology. This system includes an x-ray source for generating x-rays and illumination optics for collecting and reflecting or refracting a portion of the generated x-rays towards a particular focus point on a semiconductor sample in the form of a plurality of incident beams at a plurality of different angles of incidence (AOIs). The system further includes a sensor for collecting output x-ray beams that are scattered from the sample in response to the incident beams on the sample at the different AOIs and a controller configured for controlling operation of the x-ray source and illumination optics and receiving the output x-rays beams and generating an image from such output x-rays.
    Type: Grant
    Filed: October 15, 2014
    Date of Patent: December 19, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Andrei V. Shchegrov, Ady Levy, Guorong V. Zhuang, John J. Hench
  • Patent number: 9826614
    Abstract: Methods and systems for realizing a high brightness, compact x-ray source suitable for high throughput, in-line x-ray metrology are presented herein. A compact electron beam accelerator is coupled to a compact undulator to produce a high brightness, compact x-ray source capable of generating x-ray radiation with wavelengths of approximately one Angstrom or less with a flux of at least 1e10 photons/s*mm^2. In some embodiments, the electron path length through the electron beam accelerator is less than ten meters and the electron path length through the undulator is also less than 10 meters. The compact x-ray source is tunable, allowing for adjustments of both wavelength and flux of the generated x-ray radiation. The x-ray radiation generated by the compact x-ray source is delivered to the specimen over a small spot, thus enabling measurements of modern semiconductor structures.
    Type: Grant
    Filed: February 16, 2014
    Date of Patent: November 21, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Andrei V. Shchegrov
  • Patent number: 9778213
    Abstract: Methods and systems for performing simultaneous X-ray Fluorescence (XRF) and small angle x-ray scattering (SAXS) measurements over a desired inspection area of a specimen are presented. SAXS measurements combined with XRF measurements enables a high throughput metrology tool with increased measurement capabilities. The high energy nature of x-ray radiation penetrates optically opaque thin films, buried structures, high aspect ratio structures, and devices including many thin film layers. SAXS measurements of a particular location of a planar specimen are performed at a number of different out of plane orientations. This increases measurement sensitivity, reduces correlations among parameters, and improves measurement accuracy. In addition, specimen parameter values are resolved with greater accuracy by fitting data sets derived from both SAXS and XRF measurements based on models that share at least one material parameter. The fitting can be performed sequentially or in parallel.
    Type: Grant
    Filed: August 17, 2014
    Date of Patent: October 3, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Michael S. Bakeman, Andrei V. Shchegrov, Kevin Peterlinz, Thaddeus Gerard Dziura
  • Patent number: 9719932
    Abstract: Methods and systems are described herein for producing high radiance illumination light for use in semiconductor metrology based on a confined, sustained plasma. One or more plasma confining circuits introduce an electric field, a magnetic field, or a combination thereof to spatially confine a sustained plasma. The confinement of the sustained plasma decreases the size of the induced plasma resulting in increased radiance. In addition, plasma confinement may be utilized to shape the plasma to improve light collection and imaging onto the specimen. The induced fields may be static or dynamic. In some embodiments, additional energy is coupled into the confined, sustained plasma to further increase radiance. In some embodiments, the pump energy source employed to sustained the plasma is modulated in combination with the plasma confining circuit to reduce plasma emission noise.
    Type: Grant
    Filed: November 4, 2014
    Date of Patent: August 1, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Derrick Shaughnessy, Michael S. Bakeman, Guorong V. Zhuang, Andrei V. Shchegrov, Leonid Poslavsky
  • Patent number: 9693439
    Abstract: Methods and systems for realizing a high brightness liquid metal droplet based x-ray source suitable for high throughput x-ray metrology are presented herein. A high power laser bombards a solid target material to generate liquid metal droplets. The laser generated liquid metal droplets are excited with a focused, high power excitation beam such as an electron or laser beam. The excitation beam is synchronized with the stream of liquid metal droplets stimulated by the high power laser to achieve a stable x-ray emission generated by the excited liquid metal droplets. In some embodiments, x-ray optics are designed to efficiently collect and focus radiation within a desired emission band onto a measurement target. Reliability is improved by shielding the excitation source and the x-ray optics from the region of interaction between the excitation beam and the liquid metal droplet anode by a localized curtain of shielding gas.
    Type: Grant
    Filed: June 13, 2014
    Date of Patent: June 27, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Guorong V. Zhuang, Michael S. Bakeman, Andrei V. Shchegrov, Jonathan M. Madsen
  • Patent number: 9535018
    Abstract: Structural parameters of a specimen are determined by fitting models of the response of the specimen to measurements collected by different measurement techniques in a combined analysis. X-ray measurement data of a specimen is analyzed to determine at least one specimen parameter value that is treated as a constant in a combined analysis of both optical measurements and x-ray measurements of the specimen. For example, a particular structural property or a particular material property, such as an elemental composition of the specimen, is determined based on x-ray measurement data. The parameter(s) determined from the x-ray measurement data are treated as constants in a subsequent, combined analysis of both optical measurements and x-ray measurements of the specimen. In a further aspect, the structure of the response models is altered based on the quality of the fit between the models and the corresponding measurement data.
    Type: Grant
    Filed: November 7, 2013
    Date of Patent: January 3, 2017
    Assignee: KLA-Tencor Corporation
    Inventors: Kevin A. Peterlinz, Andrei V. Shchegrov, Michael S. Bakeman, Thaddeus Gerard Dziura
  • Patent number: 9494535
    Abstract: Methods and systems for performing measurements of semiconductor structures and materials based on scatterometry measurement data are presented. Scatterometry measurement data is used to generate an image of a material property of a measured structure based on the measured intensities of the detected diffraction orders. In some examples, a value of a parameter of interest is determined directly from the map of the material property of the measurement target. In some other examples, the image is compared to structural characteristics estimated by a geometric, model-based parametric inversion of the same measurement data. Discrepancies are used to update the geometric model of the measured structure and improve measurement performance. This enables a metrology system to converge on an accurate parametric measurement model when there are significant deviations between the actual shape of a manufactured structure subject to model-based measurement and the modeled shape of the structure.
    Type: Grant
    Filed: April 19, 2015
    Date of Patent: November 15, 2016
    Assignee: KLA-Tencor Corporation
    Inventors: Abdurrahman Sezginer, John Hench, Michael S. Bakeman
  • Publication number: 20160320319
    Abstract: Methods and systems for performing overlay and edge placement errors of device structures based on x-ray diffraction measurement data are presented. Overlay error between different layers of a metrology target is estimated based on the intensity variation within each x-ray diffraction order measured at multiple, different angles of incidence and azimuth angles. The estimation of overlay involves a parameterization of the intensity modulations of common orders such that a low frequency shape modulation is described by a set of basis functions and a high frequency overlay modulation is described by an affine-circular function including a parameter indicative of overlay. In addition to overlay, a shape parameter of the metrology target is estimated based on a fitting analysis of a measurement model to the intensities of the measured diffraction orders. In some examples, the estimation of overlay and the estimation of one or more shape parameter values are performed simultaneously.
    Type: Application
    Filed: April 28, 2016
    Publication date: November 3, 2016
    Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Publication number: 20160202193
    Abstract: Methods and systems for optimizing measurement system parameter settings of an x-ray based metrology system are presented. X-ray based metrology systems employing an optimized set of measurement system parameters are used to measure structural, material, and process characteristics associated with different semiconductor fabrication processes with greater precision and accuracy. In one aspect, a set of values of one or more machine parameters that specify a measurement scenario is refined based at least in part on a sensitivity of measurement data to a previous set of values of the one or more machine parameters. The refinement of the values of the machine parameters is performed to maximize precision, maximize accuracy, minimize correlation between parameters of interest, or any combination thereof. Refinement of the machine parameter values that specify a measurement scenario can be used to optimize the measurement recipe to reduce measurement time and increase measurement precision and accuracy.
    Type: Application
    Filed: January 13, 2016
    Publication date: July 14, 2016
    Inventors: John J. Hench, Andrei V. Shchegrov, Michael S. Bakeman
  • Publication number: 20150300965
    Abstract: Methods and systems for performing measurements of semiconductor structures and materials based on scatterometry measurement data are presented. Scatterometry measurement data is used to generate an image of a material property of a measured structure based on the measured intensities of the detected diffraction orders. In some examples, a value of a parameter of interest is determined directly from the map of the material property of the measurement target. In some other examples, the image is compared to structural characteristics estimated by a geometric, model-based parametric inversion of the same measurement data. Discrepancies are used to update the geometric model of the measured structure and improve measurement performance. This enables a metrology system to converge on an accurate parametric measurement model when there are significant deviations between the actual shape of a manufactured structure subject to model-based measurement and the modeled shape of the structure.
    Type: Application
    Filed: April 19, 2015
    Publication date: October 22, 2015
    Inventors: Abdurrahman Sezginer, John Hench, Michael S. Bakeman
  • Publication number: 20150117610
    Abstract: Disclosed are apparatus and methods for determining overlay error in a semiconductor target. For illumination x-rays having at least one angle of incidence (AOI), a correlation model is obtained, and the correlation model correlates overlay error of a target with a modulation intensity parameter for each of one or more diffraction orders (or a continuous diffraction intensity distribution) for x-rays scattered from the target in response to the illumination x-rays. A first target is illuminated with illumination x-rays having the at least one AOI and x-rays that are scattered from the first target in response to the illumination x-rays are collected. An overlay error of the first target is determined based on the modulation intensity parameter of the x-rays collected from the first target for each of the one or more diffraction orders (or the continuous diffraction intensity distribution) and the correlation model.
    Type: Application
    Filed: October 23, 2014
    Publication date: April 30, 2015
    Applicant: KLA-Tencor Corporation
    Inventors: Andrei Veldman, Michael S. Bakeman, Andrei V. Shchegrov, Walter D. Mieher