Included are a polishing table provided with an eddy current sensor, the polishing table configured to rotate; a polishing head configured to face the polishing table, the polishing head configured to rotate, the polishing head having a surface which faces the polishing table and to which a substrate is configured to be attached; and a processor configured to generate preprocessed data on a target substrate by executing predetermined preprocessing on an output signal when the eddy current sensor is at each position facing a target substrate during polishing processing of a target substrate to determine a metal line height at at least one position of the target substrate by inputting preprocessed data on the target substrate to a learned machine learning model using a learning data set in which data after predetermined preprocessing is executed on an output signal when the eddy current sensor is at each position facing a substrate is set as an input and a metal line height at at least one position of the substrate is set as an output.

A polishing apparatus capable of obtaining a desired film thickness profile is disclosed. The polishing apparatus includes: a polishing unit; a film thickness measuring device for measuring a film thickness profile of a substrate; and a controller for controlling at least operations of the polishing unit and the film thickness measuring device. The controller stores in advance a response model which is created by taking into consideration variation in an amount of polishing between monitored areas of the substrate due to variations in a pressure of a pressurized fluid supplied to each of pressure chambers. Further, the controller obtains a film thickness profile of the substrate before polishing by use of a film thickness measuring device, and causes the substrate to be polished with an optimized polishing recipe created based on the response model and a target polishing amount, which is a difference between the film thickness profile of the substrate before polishing and the target film thickness of the substrate. A next substrate is polished with a new optimized polishing recipe which is created based on a target polishing amount of the next substrate and a response model corrected by use of the optimized polishing recipe and film thickness profiles of the substrate before and after polishing.

A polishing apparatus capable of obtaining a desired film thickness profile is disclosed. The polishing apparatus includes: a polishing unit; a film thickness measuring device for measuring a film thickness profile of a substrate; and a controller for controlling at least operations of the polishing unit and the film thickness measuring device. The controller stores in advance a response model which is created by taking into consideration variation in an amount of polishing between monitored areas of the substrate due to variations in a pressure of a pressurized fluid supplied to each of pressure chambers. Further, the controller obtains a film thickness profile of the substrate before polishing by use of a film thickness measuring device, and causes the substrate to be polished with an optimized polishing recipe created based on the response model and a target polishing amount, which is a difference between the film thickness profile of the substrate before polishing and the target film thickness of the substrate. A next substrate is polished with a new optimized polishing recipe which is created based on a target polishing amount of the next substrate and a response model corrected by use of the optimized polishing recipe and film thickness profiles of the substrate before and after polishing.

Determining a thickness of a layer on a wafer during a semiconductor process may include executing the process on the layer on the wafer; monitoring the wafer during the process with an in-situ spectrographic monitoring system to generate spectral data reflected from the wafer; applying a bandpass filter operation to the spectral data to generate filtered spectral data, where the bandpass filter may be configured to pass a frequency range corresponding to the layer on the wafer; and matching the filtered spectral data to a reference filtered spectral data, where the reference filtered spectral data may have been filtered using the bandpass filter operation, and the reference filtered spectral data may be associated with a thickness of the layer.

Determining a thickness of a layer on a wafer during a semiconductor process may include executing the process on the layer on the wafer; monitoring the wafer during the process with an in-situ spectrographic monitoring system to generate spectral data reflected from the wafer; applying a bandpass filter operation to the spectral data to generate filtered spectral data, where the bandpass filter may be configured to pass a frequency range corresponding to the layer on the wafer; and matching the filtered spectral data to a reference filtered spectral data, where the reference filtered spectral data may have been filtered using the bandpass filter operation, and the reference filtered spectral data may be associated with a thickness of the layer.

An apparatus for chemical mechanical polishing includes a platen having a surface to support a polishing pad, a carrier head to hold a substrate against a polishing surface of the polishing pad, a pad conditioner to hold a conditioning disk against the polishing surface, an in-situ polishing pad thickness monitoring system; and, a controller configured to receive a signal from the monitoring system and generate a measure of polishing pad wear rate by applying a predictive filter to the signal.

An apparatus for chemical mechanical polishing includes a platen having a surface to support a polishing pad, a carrier head to hold a substrate against a polishing surface of the polishing pad, a pad conditioner to hold a conditioning disk against the polishing surface, an in-situ polishing pad thickness monitoring system; and, a controller configured to receive a signal from the monitoring system and generate a measure of polishing pad wear rate by applying a predictive filter to the signal.

A thin film analyzing device includes a processing and analyzing chamber for performing processing and analyzing of a subject having a thin film on a substrate. The processing and analyzing chamber includes a sample holder arranged to hold the subject, an X-ray irradiation source arranged to irradiate the subject with X-rays, a fluorescent X-ray detector configured to detect fluorescent X-rays which are emitted from the subject, a diffracted/reflected X-ray detector configured to detect reflected X-rays and diffracted X-rays which are emitted from the subject, and a substrate remover arranged to remove the substrate.

A thin film analyzing device includes a processing and analyzing chamber for performing processing and analyzing of a subject having a thin film on a substrate. The processing and analyzing chamber includes a sample holder arranged to hold the subject, an X-ray irradiation source arranged to irradiate the subject with X-rays, a fluorescent X-ray detector configured to detect fluorescent X-rays which are emitted from the subject, a diffracted/reflected X-ray detector configured to detect reflected X-rays and diffracted X-rays which are emitted from the subject, and a substrate remover arranged to remove the substrate.

In a scheme in which a top ring is held to an end portion of a swing arm, the present invention improves accuracy of polishing end point detection. A polishing apparatus for polishing between a polishing pad 10 and a semiconductor wafer 16 disposed opposed to the polishing pad 10 includes a polishing table 30A for holding the polishing pad 10 and a top ring 31A for holding the semiconductor wafer 16. A swing shaft motor 14 swings a swing arm 110 for holding the top ring 31A. The arm torque detection section 26 detects arm torque applied to the swing arm 110. An end point detection section 28 detects a polishing end point indicating an end of polishing based on the detected arm torque.