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).
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Patent number: 11428650Abstract: 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: GrantFiled: December 17, 2019Date of Patent: August 30, 2022Assignee: KLA CorporationInventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Patent number: 10801975Abstract: 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: GrantFiled: May 5, 2013Date of Patent: October 13, 2020Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Andrei V. Shchegrov
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Publication number: 20200116655Abstract: 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: ApplicationFiled: December 17, 2019Publication date: April 16, 2020Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Patent number: 10545104Abstract: 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: GrantFiled: April 28, 2016Date of Patent: January 28, 2020Assignee: KLA-Tencor CorporationInventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Patent number: 10324050Abstract: 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: GrantFiled: January 13, 2016Date of Patent: June 18, 2019Assignee: KLA-Tencor CorporationInventors: John J. Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Patent number: 10012606Abstract: 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: GrantFiled: June 23, 2015Date of Patent: July 3, 2018Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Xuena Zhang
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Patent number: 10013518Abstract: 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: GrantFiled: July 3, 2013Date of Patent: July 3, 2018Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Andrei V. Shchegrov, Qiang Zhao, Zhengquan Tan
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Patent number: 10006865Abstract: 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: GrantFiled: July 3, 2017Date of Patent: June 26, 2018Assignee: KLA-Tencor CorporationInventors: Derrick Shaughnessy, Michael S. Bakeman, Guorong V. Zhuang, Andrei V. Shchegrov, Leonid Poslavsky
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Patent number: 9885962Abstract: 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: GrantFiled: October 23, 2014Date of Patent: February 6, 2018Assignee: KLA-Tencor CorporationInventors: Andrei Veldman, Michael S. Bakeman, Andrei V. Shchegrov, Walter D. Mieher
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Patent number: 9846132Abstract: 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: GrantFiled: October 15, 2014Date of Patent: December 19, 2017Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Andrei V. Shchegrov, Ady Levy, Guorong V. Zhuang, John J. Hench
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Patent number: 9826614Abstract: 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: GrantFiled: February 16, 2014Date of Patent: November 21, 2017Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Andrei V. Shchegrov
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Patent number: 9778213Abstract: 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: GrantFiled: August 17, 2014Date of Patent: October 3, 2017Assignee: KLA-Tencor CorporationInventors: Michael S. Bakeman, Andrei V. Shchegrov, Kevin Peterlinz, Thaddeus Gerard Dziura
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Patent number: 9719932Abstract: 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: GrantFiled: November 4, 2014Date of Patent: August 1, 2017Assignee: KLA-Tencor CorporationInventors: Derrick Shaughnessy, Michael S. Bakeman, Guorong V. Zhuang, Andrei V. Shchegrov, Leonid Poslavsky
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Patent number: 9693439Abstract: 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: GrantFiled: June 13, 2014Date of Patent: June 27, 2017Assignee: KLA-Tencor CorporationInventors: Guorong V. Zhuang, Michael S. Bakeman, Andrei V. Shchegrov, Jonathan M. Madsen
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Patent number: 9535018Abstract: 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: GrantFiled: November 7, 2013Date of Patent: January 3, 2017Assignee: KLA-Tencor CorporationInventors: Kevin A. Peterlinz, Andrei V. Shchegrov, Michael S. Bakeman, Thaddeus Gerard Dziura
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Patent number: 9494535Abstract: 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: GrantFiled: April 19, 2015Date of Patent: November 15, 2016Assignee: KLA-Tencor CorporationInventors: Abdurrahman Sezginer, John Hench, Michael S. Bakeman
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Publication number: 20160320319Abstract: 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: ApplicationFiled: April 28, 2016Publication date: November 3, 2016Inventors: John Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Publication number: 20160202193Abstract: 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: ApplicationFiled: January 13, 2016Publication date: July 14, 2016Inventors: John J. Hench, Andrei V. Shchegrov, Michael S. Bakeman
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Publication number: 20150300965Abstract: 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: ApplicationFiled: April 19, 2015Publication date: October 22, 2015Inventors: Abdurrahman Sezginer, John Hench, Michael S. Bakeman
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Publication number: 20150117610Abstract: 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: ApplicationFiled: October 23, 2014Publication date: April 30, 2015Applicant: KLA-Tencor CorporationInventors: Andrei Veldman, Michael S. Bakeman, Andrei V. Shchegrov, Walter D. Mieher