Abstract: A chemical mechanical polishing system includes a support configured to hold a substrate face-up, a polishing article having a polishing surface smaller than an exposed surface of the substrate, a port for dispensing a polishing liquid, one or more actuators to bring the polishing surface into contact with a first portion of the exposed surface of the substrate and to generate relative motion between the substrate and the polishing pad and optically transmissive polymer window, an in-situ optical monitoring system, and a controller configured to receive a signal from the optical in-situ monitoring system and to modifying a polishing parameter based on the signal. The optical monitoring system includes a light source and a detector, the in-situ optical monitoring system configured to direct a light beam from above the support to impinge a non-overlapping second portion of the exposed surface of the substrate.

Abstract: A chemical mechanical polishing system includes a support configured to hold a substrate face-up, a polishing article having a polishing surface smaller than an exposed surface of the substrate, a port for dispensing a polishing liquid, one or more actuators to bring the polishing surface into contact with a first portion of the exposed surface of the substrate and to generate relative motion between the substrate and the polishing pad and optically transmissive polymer window, an in-situ optical monitoring system, and a controller configured to receive a signal from the optical in-situ monitoring system and to modifying a polishing parameter based on the signal. The optical monitoring system includes a light source and a detector, the in-situ optical monitoring system configured to direct a light beam from above the support to impinge a non-overlapping second portion of the exposed surface of the substrate.

Abstract: A chemical mechanical polishing apparatus includes a platen supporting a polishing pad, a carrier head to hold a surface of a substrate against the polishing pad, an acoustic sensor supported on the platen, and a motor to generate relative motion between the platen and the carrier head so as to polish the substrate. The carrier head includes a retaining ring for holding the substrate, and the acoustic sensor travels in a path below the carrier head and the retaining ring. A controller is configured to analyze a signal from the acoustic sensor and determine a characteristic of the retaining ring based on the signal.

Abstract: Among other things, a computer-based method is described. The method comprises receiving, by one or more computers, a plurality of measured spectra reflected from a substrate at a plurality of different positions on the substrate. The substrate comprises at least two regions having different structural features. The method also comprises performing, by the one or more computers, a clustering algorithm on the plurality of measured spectra to separate the plurality of measured spectra into a number of groups based on the spectral characteristics of the plurality of measured spectra; selecting one of the number of groups to provide a selected group having a subset of spectra from the plurality of measured spectra; and determining, in the one or more computers, at least one characterizing value for the substrate based on the subset of spectra of the selected group.

Abstract: A layer thickness measurement system includes a support to hold a substrate, an optical sensor to capture a color image of at least a portion of the substrate, and a controller. The controller is configured to receive the color image from the optical sensor, perform a color correction on the color image to generate an adjusted color image having increased color contrast, determine a coordinate of the pixel in a coordinate space of at least two dimensions including a first color channel and a second color channel from color data in the adjusted color image for each of the adjusted color image, and calculate a value representative of a thickness based on the coordinate of the pixel of the adjusted color image in the coordinate space.

Abstract: A metrology technique for analyzing a substrate includes storing data indicating a boundary of an area in a 2-dimensional color space having a pair of color channels including a first color channel and a second color channel as axes of the color space, receiving color data of a substrate from a camera, generating a color image of the substrate from the color data, performing a comparison of a pair of color values for the pair of color channels for the pixel to the boundary of the area in the 2-dimensional color space for each pixel of a plurality of pixels of the color image to determine whether the pair of color values meet thresholds provided by the boundary, and generating a signal to an operator based on results of the comparison for the plurality of pixels.

Abstract: A method of detecting a polishing endpoint includes storing a plurality of library spectra, measuring a sequence of spectra from the substrate in-situ during polishing, and for each measured spectrum of the sequence of spectra, finding a best matching library spectrum from the plurality of library spectra to generate a sequence of best matching library spectra. Each library spectrum has a stored associated value representing a degree of progress through a polishing process, and the stored associated value for the best matching library spectrum is determined for each best matching library spectrum to generate a sequence of values representing a progression of polishing of the substrate. The sequence of values is compared to a target value, and a polishing endpoint is triggered when the sequence of values reaches the target value.

Abstract: A chemical mechanical polishing apparatus includes a platen to support a polishing pad, the platen having a recess, a flexible membrane in the recess, and an in-situ vibration monitoring system to generate a signal. The in-situ acoustic monitoring system includes a vibration sensor supported by the flexible membrane and positioned to couple to an underside of the polishing pad.

Abstract: A substrate cleaning system includes a cleaner module to clean a substrate after polishing of the substrate, a drier module to dry the substrate after cleaning by the cleaner module, a substrate support movable along a first axis from a first position in the drier module to a second position outside the drier module, and an in-line metrology station including a line-scan camera positioned to scan the substrate as the substrate is held by the substrate support and the substrate support is between the first position to the second position. The first axis is substantially parallel to a face of the substrate as held in by the substrate support.

Abstract: An apparatus for chemical mechanical polishing includes a support for a polishing pad having a polishing surface, and an electromagnetic induction monitoring system to generate a magnetic field to monitor a substrate being polished by the polishing pad. The electromagnetic induction monitoring system includes a core and a coil wound around a portion of the core. The core includes a back portion, a center post extending from the back portion in a first direction normal to the polishing surface, and an annular rim extending from the back portion in parallel with the center post and surrounding and spaced apart from the center post by a gap. A width of the gap is less than a width of the center post, and a surface area of a top surface of the annular rim is at least two times greater than a surface area of a top surface of the center post.

Abstract: A system and method for polishing a substrate, and a retaining ring assembly therefor, are described herein. A retaining ring assembly is configured to be attached to a carrier head. The retaining ring assembly includes a retaining ring including a lower surface, an inner surface, an outer surface and a plurality of grooves, where the lower surface is configured to contact a polishing pad during a polishing process, and each of the plurality of grooves are formed in the lower surface and extend from the inner surface to the outer surface. The retaining ring assembly includes a plurality of retainers, each retainer including a movable tooth at least partially disposed in a respective groove of the retaining ring and moveable relative to the lower surface.

Abstract: During chemical mechanical polishing of a substrate, a signal value that depends on a thickness of a layer in a measurement spot on a substrate undergoing polishing is determined by a first in-situ monitoring system. An image of at least the measurement spot of the substrate is generated by a second in-situ imaging system. Machine vision processing, e.g., a convolutional neural network, is used to determine a characterizing value for the measurement spot based on the image. Then a measurement value is calculated based on both the characterizing value and the signal value.

Abstract: An apparatus for chemical mechanical polishing includes a support for a polishing pad having a polishing surface, and an electromagnetic induction monitoring system to generate a magnetic field to monitor a substrate being polished by the polishing pad. The electromagnetic induction monitoring system includes a core and a coil wound around a portion of the core. The core includes a back portion, a center post extending from the back portion in a first direction normal to the polishing surface, and an annular rim extending from the back portion in parallel with the center post and surrounding and spaced apart from the center post by a gap. A width of the gap is less than a width of the center post, and a surface area of a top surface of the annular rim is at least two times greater than a surface area of a top surface of the center post.

Abstract: During chemical mechanical polishing of a substrate, a signal value that depends on a thickness of a layer in a measurement spot on a substrate undergoing polishing is determined by a first in-situ monitoring system. An image of at least the measurement spot of the substrate is generated by a second in-situ imaging system. Machine vision processing, e.g., a convolutional neural network, is used to determine a characterizing value for the measurement spot based on the image. Then a measurement value is calculated based on both the characterizing value and the signal value.

Abstract: A system for obtaining a measurement representative of a thickness of a layer on a substrate includes a support to hold a substrate, an optical assembly to capture two color images with light impinging the substrate at different angles of incidence, and a controller. The controller is configured to store a function that provides a value representative of a thickness as a function of position along a predetermined path in a coordinate space of at least four dimensions. For a pixel in the two color images, the controller determines a coordinate in the coordinate space from the color data, determines a position of a point on the predetermined path that is closest to the coordinate, and calculates a value representative of a thickness from the function and the position of the point on the predetermined path.

Abstract: Exemplary semiconductor processing systems may include a substrate support defining an aperture therethrough. The processing systems may include a light assembly having a light source that emits an optical signal that is directed toward the aperture. The optical signal may have a high angle of incidence relative to the substrate support. The processing systems may include a photodetector aligned with an angle of reflectance of the optical signal.

Abstract: Exemplary semiconductor processing systems may include a substrate support defining an aperture therethrough. The processing systems may include a light assembly having a light source that emits an optical signal that is directed toward the aperture. The optical signal may have a high angle of incidence relative to the substrate support. The processing systems may include a photodetector aligned with an angle of reflectance of the optical signal. A controller for the processing system may be programmed to receive an amount of the optical signal received by the photodetector and determine a thickness of the outermost layer of film. The controller may include a model trained to classify based on the optical signal. The output of the model may be used to control a process performed on the substrate.

Abstract: A chemical mechanical polishing apparatus includes a platen to support a polishing pad, a carrier head to a surface of a substrate against the polishing pad, a motor to generate relative motion between the platen and the carrier head so as to polish an overlying layer on the substrate, an in-situ acoustic monitoring system, and a controller. The controller is configured to detect exposure of an underlying layer due to the polishing of the substrate based on measurements from the in-situ acoustic monitoring system. The in-situ acoustic monitoring system may detect exposure of an underlying layer based on comparison of the signal to prior measurements of acoustic signals generated by stress energy of test substrates.

Abstract: A chemical mechanical polishing apparatus includes a platen to support a polishing pad, a carrier head to a surface of a substrate against the polishing pad, a motor to generate relative motion between the platen and the carrier head so as to polish an overlying layer on the substrate, an in-situ acoustic monitoring system, and a controller. The in-situ acoustic monitoring system includes an acoustic signal generator to emit acoustic signals and an acoustic signal sensor that receives acoustic signals reflected from the surface of the substrate. The controller is configured to detect exposure of an underlying layer due to the polishing of the substrate based on measurements from the in-situ acoustic monitoring system.

Abstract: A substrate cleaning system includes a cleaner module to clean a substrate after polishing of the substrate, a drier module to dry the substrate after cleaning by the cleaner module, a substrate support movable along a first axis from a first position in the drier module to a second position outside the drier module, and an in-line metrology station including a line-scan camera positioned to scan the substrate as the substrate is held by the substrate support and the substrate support is between the first position to the second position. The first axis is substantially parallel to a face of the substrate as held in by the substrate support.