Patents by Inventor Doyle E. Bennett

Doyle E. Bennett 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).

  • Publication number: 20260014663
    Abstract: A method of compensating for a contribution of conductivity of the semiconductor wafer to a measured trace by an in-situ electromagnetic induction monitoring system includes storing or generating a modified reference trace. The modified reference trace represents measurements of a bare doped reference semiconductor wafer by an in-situ electromagnetic induction monitoring system as modified by a neutral network. The substrate is monitored with an in-situ electromagnetic induction monitoring system to generate a measured trace that depends on a thickness of the conductive layer, and at least a portion of the measured trace is applied to a neural network to generate a modified measured trace. An adjusted trace is generated, including subtracting the modified reference trace from the modified measured trace.
    Type: Application
    Filed: September 24, 2025
    Publication date: January 15, 2026
    Inventors: Kun Xu, David Maxwell Gage, Harry Q. Lee, Denis Ivanov, Hassan G. Iravani, Doyle E. Bennett, Kiran Lall Shrestha
  • Patent number: 12447578
    Abstract: A method of compensating for a contribution of conductivity of the semiconductor wafer to a measured trace by an in-situ electromagnetic induction monitoring system includes storing or generating a modified reference trace. The modified reference trace represents measurements of a bare doped reference semiconductor wafer by an in-situ electromagnetic induction monitoring system as modified by a neutral network. The substrate is monitored with an in-situ electromagnetic induction monitoring system to generate a measured trace that depends on a thickness of the conductive layer, and at least a portion of the measured trace is applied to a neural network to generate a modified measured trace. An adjusted trace is generated, including subtracting the modified reference trace from the modified measured trace.
    Type: Grant
    Filed: September 26, 2018
    Date of Patent: October 21, 2025
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, David Maxwell Gage, Harry Q. Lee, Denis Anatolyevich Ivanov, Hassan G. Iravani, Doyle E. Bennett, Kiran Lall Shrestha
  • Patent number: 12136574
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Grant
    Filed: September 21, 2023
    Date of Patent: November 5, 2024
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Patent number: 12057354
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Grant
    Filed: May 22, 2023
    Date of Patent: August 6, 2024
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Publication number: 20240014080
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Application
    Filed: September 21, 2023
    Publication date: January 11, 2024
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Patent number: 11791224
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Grant
    Filed: May 11, 2021
    Date of Patent: October 17, 2023
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Publication number: 20230290691
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Application
    Filed: May 22, 2023
    Publication date: September 14, 2023
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Patent number: 11658078
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Grant
    Filed: May 11, 2021
    Date of Patent: May 23, 2023
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Publication number: 20210379723
    Abstract: A method of compensating for a contribution of conductivity of the semiconductor wafer to a measured trace by an in-situ electromagnetic induction monitoring system includes storing or generating a modified reference trace. The modified reference trace represents measurements of a bare doped reference semiconductor wafer by an in-situ electromagnetic induction monitoring system as modified by a neutral network. The substrate is monitored with an in-situ electromagnetic induction monitoring system to generate a measured trace that depends on a thickness of the conductive layer, and at least a portion of the measured trace is applied to a neural network to generate a modified measured trace. An adjusted trace is generated, including subtracting the modified reference trace from the modified measured trace.
    Type: Application
    Filed: September 26, 2018
    Publication date: December 9, 2021
    Inventors: Kun Xu, David Maxwell Gage, Harry Q. Lee, Denis Anatolyevich Ivanov, Hassan G. Iravani, Doyle E. Bennett, Kiran Lall Shrestha
  • Publication number: 20210358819
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Application
    Filed: May 11, 2021
    Publication date: November 18, 2021
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Publication number: 20210354265
    Abstract: A method of polishing a substrate includes polishing a conductive layer on the substrate at a polishing station, monitoring the layer with an in-situ eddy current monitoring system to generate a plurality of measured signals values for a plurality of different locations on the layer, generating thickness measurements the locations, and detecting a polishing endpoint or modifying a polishing parameter based on the thickness measurements. The conductive layer is formed of a first material having a first conductivity. Generating includes calculating initial thickness values based on the plurality of measured signals values and processing the initial thickness values through a neural network that was trained using training data acquired by measuring calibration substrates having a conductive layer formed of a second material having a second conductivity that is lower than the first conductivity to generated adjusted thickness values.
    Type: Application
    Filed: May 11, 2021
    Publication date: November 18, 2021
    Inventors: Kun Xu, Kiran Lall Shrestha, Doyle E. Bennett, David Maxwell Gage, Benjamin Cherian, Jun Qian, Harry Q. Lee
  • Patent number: 10556315
    Abstract: A method of controlling polishing includes polishing a substrate at a first polishing station, monitoring the substrate with a first eddy current monitoring system to generate a first signal, determining an ending value of the first signal for an end of polishing of the substrate at the first polishing station, determining a first temperature at the first polishing station, polishing the substrate at a second polishing station, monitoring the substrate with a second eddy current monitoring system to generate a second signal, determining a starting value of the second signal for a start of polishing of the substrate at the second polishing station, determining a gain for the second polishing station based on the ending value, the starting value and the first temperature, and calculating a third signal based on the second signal and the gain.
    Type: Grant
    Filed: January 4, 2019
    Date of Patent: February 11, 2020
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Publication number: 20190134775
    Abstract: A method of controlling polishing includes polishing a substrate at a first polishing station, monitoring the substrate with a first eddy current monitoring system to generate a first signal, determining an ending value of the first signal for an end of polishing of the substrate at the first polishing station, determining a first temperature at the first polishing station, polishing the substrate at a second polishing station, monitoring the substrate with a second eddy current monitoring system to generate a second signal, determining a starting value of the second signal for a start of polishing of the substrate at the second polishing station, determining a gain for the second polishing station based on the ending value, the starting value and the first temperature, and calculating a third signal based on the second signal and the gain.
    Type: Application
    Filed: January 4, 2019
    Publication date: May 9, 2019
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Patent number: 10207386
    Abstract: A method of controlling polishing includes polishing a substrate at a first polishing station, monitoring the substrate with a first eddy current monitoring system to generate a first signal, determining an ending value of the first signal for an end of polishing of the substrate at the first polishing station, determining a first temperature at the first polishing station, polishing the substrate at a second polishing station, monitoring the substrate with a second eddy current monitoring system to generate a second signal, determining a starting value of the second signal for a start of polishing of the substrate at the second polishing station, determining a gain for the second polishing station based on the ending value, the starting value and the first temperature, and calculating a third signal based on the second signal and the gain.
    Type: Grant
    Filed: February 17, 2016
    Date of Patent: February 19, 2019
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Patent number: 9636797
    Abstract: Among other things, a method of controlling polishing during a polishing process is described. The method includes receiving a measurement of a thickness, thick(t), of a conductive layer of a substrate undergoing polishing from an in-situ monitoring system at a time t; receiving a measured temperature, T(t), associated with the conductive layer at the time t; calculating resistivity ?T of the conductive layer at the measured temperature T(t); adjusting the measurement of the thickness using the calculated resistivity ?T to generate an adjusted measured thickness; and detecting a polishing endpoint or an adjustment for a polishing parameter based on the adjusted measured thickness.
    Type: Grant
    Filed: February 12, 2014
    Date of Patent: May 2, 2017
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Ingemar Carlsson, Boguslaw A. Swedek, Doyle E. Bennett, Shih-Haur Shen, Hassan G Iravani, Wen-Chiang Tu, Tzu-Yu Liu
  • Publication number: 20160158908
    Abstract: A method of controlling polishing includes polishing a substrate at a first polishing station, monitoring the substrate with a first eddy current monitoring system to generate a first signal, determining an ending value of the first signal for an end of polishing of the substrate at the first polishing station, determining a first temperature at the first polishing station, polishing the substrate at a second polishing station, monitoring the substrate with a second eddy current monitoring system to generate a second signal, determining a starting value of the second signal for a start of polishing of the substrate at the second polishing station, determining a gain for the second polishing station based on the ending value, the starting value and the first temperature, and calculating a third signal based on the second signal and the gain.
    Type: Application
    Filed: February 17, 2016
    Publication date: June 9, 2016
    Applicant: Applied Materials, Inc.
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Publication number: 20160101497
    Abstract: A polishing apparatus includes a plurality of stations supported on a platform, the plurality of stations including at least two polishing stations and a transfer station, each polishing station including a platen to support a polishing pad, a plurality of carrier heads suspended from and movable along a track such that each polishing station is selectively positionable at the stations, and a controller configured to control motion of the carrier heads along the track such that during polishing at each polishing station only a single carrier head is positioned in the polishing station.
    Type: Application
    Filed: December 17, 2015
    Publication date: April 14, 2016
    Applicant: Applied Materials, Inc.
    Inventors: Jeffrey Drue David, Boguslaw A. Swedek, Doyle E. Bennett, Thomas H. Osterheld, Benjamin Cherian, Dominic J. Benvegnu, Harry Q. Lee, Allen L. D'Ambra, Jagan Rangarajan
  • Patent number: 9281253
    Abstract: A method of controlling polishing includes polishing a substrate at a first polishing station, monitoring the substrate with a first eddy current monitoring system to generate a first signal, determining an ending value of the first signal for an end of polishing of the substrate at the first polishing station, determining a first temperature at the first polishing station, polishing the substrate at a second polishing station, monitoring the substrate with a second eddy current monitoring system to generate a second signal, determining a starting value of the second signal for a start of polishing of the substrate at the second polishing station, determining a gain for the second polishing station based on the ending value, the starting value and the first temperature, and calculating a third signal based on the second signal and the gain.
    Type: Grant
    Filed: October 29, 2013
    Date of Patent: March 8, 2016
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Patent number: 9275917
    Abstract: In one aspect, a method of controlling polishing includes receiving a measurement of an initial thickness of a conductive film on a first substrate prior to polishing the first substrate from an in-line or stand-alone monitoring system, polishing one or more substrates in a polishing system, the one or more substrates including the first substrate, during polishing of the one or more substrates, monitoring the one or more substrates with an eddy current monitoring system to generate a first signal, determining a starting value of the first signal for a start of polishing of the first substrate, determining a gain based on the starting value and the measurement of the initial thickness, for at least a portion of the first signal collected during polishing of at least one substrate of the one or more substrates, and calculating a second signal based on the first signal and the gain.
    Type: Grant
    Filed: October 29, 2013
    Date of Patent: March 1, 2016
    Assignee: Applied Materials, Inc.
    Inventors: Kun Xu, Shih-Haur Shen, Boguslaw A. Swedek, Ingemar Carlsson, Doyle E. Bennett, Wen-Chiang Tu, Hassan G. Iravani, Tzu-Yu Liu
  • Patent number: 9227293
    Abstract: A polishing apparatus includes a plurality of stations supported on a platform, the plurality of stations including at least two polishing stations and a transfer station, each polishing station including a platen to support a polishing pad, a plurality of carrier heads suspended from and movable along a track such that each polishing station is selectively positionable at the stations, and a controller configured to control motion of the carrier heads along the track such that during polishing at each polishing station only a single carrier head is positioned in the polishing station.
    Type: Grant
    Filed: March 8, 2013
    Date of Patent: January 5, 2016
    Assignee: Applied Materials, Inc.
    Inventors: Jeffrey Drue David, Boguslaw A. Swedek, Doyle E. Bennett, Thomas H. Osterheld, Benjamin Cherian, Dominic J. Benvegnu, Harry Q. Lee, Allen L. D'Ambra, Jagan Rangarajan