The present invention relates to a polishing apparatus and a polishing method. This application claims priority from Japanese Patent Application No. 2020-183554 filed on Nov. 2, 2020. The entire disclosure including the descriptions, the claims, the drawings, and the abstracts in Japanese Patent Application No. 2020-183554 is herein incorporated by reference.
Conventionally, as a polishing apparatus of a substrate, there has been known a polishing apparatus that includes a substrate holding member that holds the substrate and a polishing table that holds a polishing pad and polishes the substrate while pressing the substrate against the polishing pad (for example, see PTLs 1, 2, and 3). Conventionally, as such a polishing apparatus, there has been known a polishing apparatus that allows optically measuring a polishing state of a substrate (for example, see PTLs 1 and 2). Specifically, the polishing apparatus includes a sensor head that includes a projector that projects incident light, a condenser that condenses incident light projected from the projector and projects it to a substrate, and an optical receiver that receives reflected light reflected by the substrate. The polishing apparatus measures a polishing state of the substrate based on a parameter related to a light amount of the reflected light received by the optical receiver (referred to as a light amount parameter).
PTL 1: Japanese Unexamined Patent Application Publication No. 10-229060
PTL 2: Japanese Unexamined Patent Application Publication No. 2001-235311
PTL 3: Japanese Unexamined Patent Application Publication No. 2020-19115
When the polishing pad abrades in association with use of the polishing apparatus in the conventional polishing apparatus as described above, a distance between the condenser and the substrate becomes possibly closer than a reference distance set in advance. When the distance between the condenser and the substrate thus becomes smaller than the reference distance, “defocus” in which a focal point of the incident light condensed by the condenser does not match a position originally set possibly occurs. When the defocus occurs, accurately measuring the polishing state of the substrate possibly becomes difficult.
The present invention has been made in view of the above-described things, and one object is to provide a technique that allows accurately measuring a polishing state of a substrate.
To achieve the above-described object, a polishing apparatus according to one aspect of the present invention includes a substrate holding member and a polishing table. The substrate holding member is configured to hold a substrate. The polishing table is configured to hold a polishing pad. The polishing apparatus is configured to polish the substrate while pressing the substrate against the polishing pad. The polishing apparatus includes a sensor head, a displacement mechanism, an abrade amount measurement device, and a control device. The sensor head includes a projector, a condenser, and an optical receiver. The projector is configured to project incident light. The condenser is configured to condense the incident light projected from the projector and cause the incident light to be incident on the substrate. The optical receiver is configured to receive reflected light reflected by the substrate. The displacement mechanism is configured to relatively displace the condenser with respect to the substrate to change a distance between the condenser and the substrate. The abrade amount measurement device is configured to measure an abrade amount of the polishing pad. The control device is configured to measure a polishing state of the substrate based on a light amount parameter. The light amount parameter is a parameter related to a light amount of the reflected light received by the optical receiver. The control device is configured to control the displacement mechanism based on the abrade amount of the polishing pad measured by the abrade amount measurement device such that the distance between the condenser and the substrate is maintained at a preliminarily set reference distance.
According to the aspect, even when the polishing pad abrades, the distance between the condenser and the substrate can be maintained at the reference distance, and therefore defocus can be suppressed. This allows accurately measuring the polishing state of the substrate.
In the above-described aspect 1, the control device may be configured to measure a polishing ending point of the substrate as the polishing state of the substrate. According to the aspect, the polishing ending point of the substrate can be accurately measured.
In the above-described aspect 1 or aspect 2, the control device may be configured to further calculate a distance between the condenser and the substrate such that the light amount parameter becomes larger than a predetermined value by performing machine learning based on a data group associating the light amount parameter with the distance between the condenser and the substrate, and use the calculated distance as the reference distance. According to the aspect, the distance between the condenser and the substrate can be the distance such that the light amount parameter becomes larger than the predetermined value without manpower.
In one aspect of any of the above-described aspects 1 to 3, the control device may be configured to further predict a change in light amount parameter as a change in the light amount parameter in association with a lapse of a polishing time corresponding the process condition by performing machine learning based on a data group associating a process condition as a condition related to a polishing rate of the substrate by the polishing apparatus with the light amount parameter. The control device may be configured to calculate an abnormal range of the change in light amount parameter equivalent to a case where abnormality occurs in the polishing apparatus based on the predicted change in light amount parameter and cause a storage medium to store the calculated abnormal range of the change in light amount parameter.
In the above-described aspect 4, the control device may be configured to further determine whether abnormality occurs in the polishing apparatus based on the abnormal range of the change in light amount parameter stored in the storage medium and an actually measured value of the change in light amount parameter during polishing the substrate by the polishing apparatus. According to the aspect, whether abnormality occurs in the polishing apparatus can be determined.
In any one aspect among the above-described aspects 1 to 5, the control device may be configured to further determine whether substrate slip-out in which the substrate comes off from the substrate holding member occurs based on whether the light amount parameter is smaller than a threshold. According to the aspect, whether the substrate slip-out occurs can be determined.
In one aspect of any of the above-described aspects 1 to 6, the sensor head may be disposed on the polishing table. The sensor head may be configured to rotate together with the polishing table during polishing the substrate by the polishing apparatus. The control device may be configured such that when a relative position between the substrate and the sensor head is at a position where the incident light is incident on the surface to be polished during polishing the substrate by the polishing apparatus, the control device may further control projection timing of the projector such that the projector projects the incident light. According to the aspect, a useless energy consumption, such as while incident light being not incident on the substrate, incident light being projected, can be suppressed.
In the above-described aspect 7, a light transmitting member configured to transmit the incident light condensed by the condenser and the reflected light reflected by the substrate may be disposed on a part of the polishing pad. According to the aspect, even when optical transmission performance of the polishing pad is low, the polishing state of the substrate can be optically measured.
To achieve the above-described object, a polishing method according to one aspect of the present invention includes: a step of condensing incident light projected from a projector during polishing a substrate by a polishing apparatus by a condenser to cause the incident light to be incident on the substrate, receiving reflected light reflected by the substrate by an optical receiver, and measuring a polishing state of the substrate based on a light amount parameter as a parameter related to a light amount of the reflected light received by the optical receiver; and a step of relatively displacing the condenser with respect to the substrate based on an abrade amount of the polishing pad against which the substrate is pressed such that a distance between the condenser and the substrate is maintained at a preliminarily set reference distance during polishing the substrate by the polishing apparatus.
According to the aspect, even when the polishing pad abrades, the distance between the condenser and the substrate can be maintained at the reference distance, and therefore defocus can be suppressed. This allows accurately measuring the polishing state of the substrate.
The following will describe respective embodiments of the present invention with reference to the drawings. Note that in the following respective Embodiments, the same reference numerals are given to identical or corresponding configurations and the description is appropriately omitted in some cases. Additionally, the drawings of the application are schematically illustrated for ease of understanding of the features of the embodiments, and dimensional proportions of respective components and the like are not always same as those of the actual ones.
The polishing table 11 is configured to hold and rotate a polishing pad 90. Specifically, the polishing table 11 according to this embodiment is configured by a disk-shaped member, and the polishing pad 90 is bonded to the upper surface. The upper surface (front surface) of the polishing pad 90 is equivalent to a polishing surface 91. Additionally, the polishing table 11 is connected to a table rotation shaft 14. Rotatably driving the table rotation shaft 14 by a driving mechanism (such as a rotation motor) rotates the polishing table 11. During polishing, a surface to be polished Wfc described later of a substrate Wf is pressed against the polishing surface 91. The control device 80 described later controls the rotation operation of the polishing table 11. “R1” illustrated in
The specific type of the polishing pad 90 is not particularly limited, and various polishing pads, such as a hard foam type polishing pad, a non-woven fabric type polishing pad, or a suede type polishing pad, can be used. The polishing pad 90 is appropriately set according to the type of the substrate Wf.
The substrate holding member 12 is a member for holding the substrate Wf. The substrate holding member 12 is configured to rotate the surface to be polished Wfc of the substrate Wf while pressing the surface to be polished Wfc against the polishing pad 90. Specifically, the substrate holding member 12 is connected to a substrate rotation shaft 15. Rotatably driving the substrate rotation shaft 15 by a driving mechanism (such as the rotation motor) rotates the substrate holding member 12. Note that “R2” illustrated in
With reference to
The dresser 13 is a member for dressing the polishing surface 91 of the polishing pad 90. An abrasive grain (such as a diamond) is disposed on the lower surface of the dresser 13. The dresser 13 is connected to a dresser rotation shaft 18. Rotatably driving the dresser rotation shaft 18 by the driving mechanism (such as the rotation motor) rotates the dresser 13. Additionally, to the upper end of the dresser rotation shaft 18, a pressing cylinder (not illustrated) for pressing the dresser rotation shaft 18 downward is connected. By the dresser rotation shaft 18 being pressed downward by the pressing cylinder, the dresser 13 is pressed to the polishing pad 90. Note that “R3” illustrated in
Additionally, the dresser 13 according to this embodiment is configured to swing with respect to the polishing pad 90. Specifically, the dresser rotation shaft 18 of the dresser 13 is connected to a dresser swing shaft 20 via a dresser swing arm 19. Swingably driving the dresser swing shaft 20 by a driving mechanism (such as a swing motor) swings the dresser swing arm 19 around the dresser swing shaft 20, and as a result, the dresser 13 similarly swings. The control device 80 controls the rotation operation and the swing operation of the dresser 13. Note that “SW2” illustrated in
During dressing by the dresser 13, pure water is supplied to the polishing surface 91 of the polishing pad 90 and the polishing table 11 rotates. In the state, by the dresser 13 rotating while swinging, the polishing surface 91 is dressed. Thus performing dressing allows dressing the polishing surface 91 of the polishing pad 90 and recovering the polishing rate of the substrate Wf by the polishing apparatus 100.
The polishing apparatus 100 includes a slurry supply mechanism (not illustrated) for supplying the polishing surface 91 of the polishing pad 90 with slurry (polishing slurry). As the slurry, for example, a solution containing an abrasive grain, such as silicon oxide, aluminum oxide, and cerium oxide, can be used. The specific kind of the slurry only needs to be appropriately set according to the kind of the film Wfb. Note that the slurry may be supplied from the upper side of the polishing pad 90, may be supplied from the lower side, or may be supplied from both the upper side and the lower side. In the polishing apparatus 100, each of the polishing table 11 and the substrate holding member 12 rotates in the presence of the slurry to polish the surface to be polished Wfc (the film Wfb) of the substrate Wf.
The control device 80 integrally controls the operation of the polishing apparatus 100. Specifically, the control device 80 according to this embodiment includes a computer. The computer (specifically, a microcomputer) includes a Central Processing Unit (CPU) 81 as a processor, a storage 82 as a non-transitory storage medium, and the like. The computer is electrically connected to a controlled unit of the polishing apparatus 100. The CPU 81 as the processor of the control device 80 operates based on a command of a program stored in the storage 82 to control the operation of the polishing machine main body 10. Additionally, the control device 80 according to this embodiment also controls the operation of the sensor 30 and the displacement mechanism 60 described later. The control device 80 that controls the sensor 30 the displacement mechanism 60, and the abrade amount measurement device 70 has a function as a “polishing state measurement system.”
Note that in this embodiment, while one control device 80 has a function as the control device of the polishing machine main body 10, the sensor 30, and the displacement mechanism 60, the configuration is not limited to this. For example, the polishing apparatus 100 may individually include a control device for the polishing machine main body 10, a control device for the sensor 30, and a control device for the displacement mechanism 60 (that is, the plurality of control devices may control the controlled units).
Subsequently, the sensor 30 will be described. With reference to
As illustrated in
As in this embodiment, by disposing the light transmitting member 92 on a part of the polishing pad 90, even when the optical transmission performance of the polishing pad 90 is low, the polishing state of the substrate Wf can be optically measured.
As illustrated in
The type of the light source 51 is not specifically limited and, for example, a laser light emitter and a halogen lamp can be used. The laser light emitter is used as one example of the light source 51 in this embodiment. The control device 80 controls the operation of the light source 51.
The sensor head 40 internally houses the projector 41, the condenser 42, and the optical receiver 43. The projector 41 is a device that projects the incident light L1 to a predetermined direction. Specifically, the projector 41 according to this embodiment projects the incident light L1 toward the direction of the substrate Wf. Additionally, the projector 41 according to this embodiment is configured by an optical fiber. The optical fiber has one end (the end portion on the opposite side of the substrate Wf side) connected to the light source 51. The light emitted from the light source 51 passes through the optical fiber and is projected as the incident light L1.
The condenser 42 is a device that condenses the incident light L1 projected from the projector 41 and causes it to be incident on the substrate Wf (specifically, the surface to be polished Wfc). As long as the function is provided, the specific configuration of the condenser 42 is not specifically limited, and a lens (namely, a condenser lens) is used as one example of the condenser 42 in this embodiment. The lens as the condenser 42 is disposed between the projector 41 and the substrate Wf. Note that although
Additionally, in this embodiment, a distance (D) between the condenser 42 and the substrate Wf is set to a predetermined “reference distance.” Note that in this embodiment, the distance (D) between the condenser 42 and the substrate Wf specifically means “the distance between a principal point (P) of the lens as the condenser 42 and the surface to be polished Wfc of the substrate Wf.” However, the configuration is not limited to this, and, for example, the distance (D) between the condenser 42 and the substrate Wf may be a distance between another predetermined position in the condenser 42 and another predetermined position in the substrate Wf.
Additionally, in this embodiment, the “reference distance” is set to a value same as a focal point distance of the condenser 42. Thus, in this embodiment, the focal point of the incident light L1 condensed by the condenser 42 matches the surface to be polished Wfc of the substrate Wf.
The optical receiver 43 is a device that receives the reflected light L2 reflected by the substrate Wf. Specifically, the optical receiver 43 according to this embodiment is configured by an optical fiber. The optical fiber has one end (the end portion on the opposite side of the substrate Wf side) connected to the spectroscope 52.
The spectroscope 52 is a device that disperses the reflected light L2 and converts a light amount parameter of the dispersed light (a parameter related to the light amount) into a digital signal. In this embodiment, the light amount or reflectance is used as one example of the light amount parameter. The digital signal converted by the spectroscope 52 is transmitted to the control device 80.
The control device 80 controls the light source 51 to control projection timing of the incident light L1 from the projector 41. Specifically, when the relative position between the substrate Wf and the sensor head 40 is at a position where the incident light L1 is incident on the substrate Wf during polishing by the polishing apparatus 100, the control device 80 according to this embodiment projects the incident light L1 from the projector 41. The details are as follows.
First, the sensor head 40 rotates together with the polishing table 11 and further the substrate holding member 12 also swings. In view of this, when the projector 41 projects the incident light L1 at timing of the sensor head 40 passing through below the substrate Wf held onto the substrate holding member 12, the incident light L1 can be reliably incident on the substrate Wf.
Therefore, in this embodiment, a range of a rotation phase (rad) of the polishing table 11 and a range of a swing phase (rad) of the substrate holding member 12 (they are referred to as “target phase ranges”) at which the sensor head 40 passes through below the substrate Wf (that is, the incident light L1 is incident on the substrate Wf) are preliminarily obtained, and they are stored in the storage 82 of the control device 80 in advance. Then, the control device 80 obtains the rotation phase of the polishing table 11 based on a detection result of a sensor (not illustrated) that detects the rotation phase of the polishing table 11, obtains the swing phase of the substrate holding member 12 based on a detection result of a sensor (not illustrated) that detects the swing phase of the substrate holding member 12, and when these obtained rotation phase and swing phase are within the preliminarily set target phase ranges, the light source 51 is caused to emit light to project the incident light L1 from the projector 41. Thus, the control device 80 causes the incident light L1 to be reliably incident on the surface to be polished Wfc of the substrate Wf during polishing by the polishing apparatus 100.
According to the above-described configuration, a useless energy consumption, such as while incident light L1 being not incident on the substrate, incident light L1 being projected, can be suppressed.
The control device 80 measures the polishing state of the substrate Wf based on the reflected light L2 received by the optical receiver 43. Specifically, the control device 80 according to this embodiment measures the polishing state of the substrate Wf based on the light amount parameter related to the light amount of the reflected light L2 (the light amount or the reflectance as one example in this embodiment). Additionally, the control device 80 according to this embodiment measures data regarding a film thickness of the substrate Wf during polishing as one example of the polishing state of the substrate Wf. More specifically, the “polishing ending point” of the substrate Wf during polishing is measured. Note that as the measurement mechanism itself that measures the polishing ending point based on the reflected light L2, for example, the publicly-known techniques as in, for example, PTL 1 and PTL 2 are applicable, and the specific contents are not specifically limited. However, the control device 80 according to this embodiment, for example, measures the polishing ending point by the following measurement mechanism.
The control device 80 according to this embodiment indexes the light amount parameter of the reflected light L2 based on the data transmitted from the spectroscope 52, subsequently performs a noise removal process of a time waveform of the indexed data, and analyzes the waveform after the noise removal process is performed to detect the light amount parameter and feature points (feature points, such as a local maximal value and a local minimal value and a threshold of a differential value). The value that has been detected (detected value) has a correlation relationship with the film thickness. Therefore, the control device 80 calculates the film thickness of the substrate Wf based on the detected value and obtains it, and when the film thickness of the substrate Wf becomes a reference film thickness set in advance, it is determined that the film thickness of the substrate Wf reaches the polishing ending point. Thus, the control device 80 measures the polishing ending point of the substrate Wf. When the control device 80 determines that the film thickness of the substrate Wf reaches the polishing ending point, the control device 80 causes the polishing apparatus 100 to end the polishing.
Subsequently, the displacement mechanism 60, the abrade amount measurement device 70 and control of the displacement mechanism 60 by the control device 80 will be described.
As long as the function is provided, the specific configuration of the displacement mechanism 60 is not specifically limited, and the publicly-known technique that allows a target member to be vertically displaced is applicable. In this embodiment, a linear motion actuator 61 is used as the specific example of the displacement mechanism 60. The configuration of the linear motion actuator 61 is not specifically limited. In this embodiment, as one example of the linear motion actuator 61, the one that includes a rail 62 that vertically extends and a slider 63 that slides along the rail 62 is used. The slider 63 is connected to a condenser holding member 44 that holds the condenser 42. The slider 63 is vertically displaced to vertically displace the condenser 42.
Note that the configuration of the displacement mechanism 60 is not limited to the one illustrated in
Additionally, the displacement mechanism 60 may displace not only the condenser 42 among the sensor head 40, but also displace the projector 41 and the optical receiver 43 together with the condenser 42. Specifically, in this case, the displacement mechanism 60 only needs to displace the sensor head 40 itself, for example.
With reference to
In the displacement control according to Step S11, specifically, the control device 80 controls the displacement mechanism 60 such that the condenser 42 is separated from the substrate Wf by the abrade amount of the polishing pad 90 to maintain the distance between the condenser 42 and the substrate Wf at the reference distance. As described above, in this embodiment, the reference distance is set to the value same as the focal point distance of the condenser 42. The displacement control will be specifically described with a value example as follows.
First, for example, assume that in a state before polishing of the substrate Wf by the polishing apparatus 100 starts, the new polishing pad 90 is held onto the polishing table 11. The distance (D) between the condenser 42 and the substrate Wf in the polishing pad 90 held onto the polishing table 11 is set to the reference distance. Assume that the polishing pad 90 abrades, for example, 10 μm in association with the use of the polishing apparatus 100. Specifically, assume that the polishing pad 90 abrades by 10 μm in association with the progress of polishing the substrate Wf during polishing the substrate Wf by the polishing apparatus 100. In this case, the control device 80 obtains that the abrade amount of the polishing pad 90 is 10 μm based on the detection result of the displacement sensor 71.
Here, provisionally, when the polishing apparatus 100 does not include the displacement mechanism 60, as described above, in the case where the polishing pad 90 abrades by 10 μm, the distance between the substrate Wf and the condenser 42 becomes shorter than the original reference distance by 10 μm. In this case, the above-described “defocus” possibly occurs.
In contrast to this, according to this embodiment, the control device 80 controls the displacement mechanism 60 during polishing the substrate Wf by the polishing apparatus 100 to displace the condenser 42 to the lower side by 10 μm, thus separating the condenser 42 from the substrate Wf by 10 μm. This allows maintaining the distance between the substrate Wf and the condenser 42 at the reference distance originally set (namely, the focal point distance).
As described above, according to the polishing apparatus 100 according to this embodiment, even when the polishing pad 90 abrades, the distance between the condenser 42 and the substrate Wf can be maintained at the reference distance, thus ensuring suppressing defocus. This allows accurately measuring the polishing state of the substrate Wf. Specifically, according to this embodiment, the polishing ending point of the substrate Wf can be accurately measured.
Note that the polishing method according to this embodiment is achieved by the above-described polishing apparatus 100. Specifically, the polishing method according to this embodiment includes a step of measuring the polishing state of the substrate Wf based on the light amount parameter of the reflected light L2 received by the optical receiver 43 during polishing the substrate Wf by the polishing apparatus 100 (referred to as a “polishing state measuring step”) and a step of controlling the displacement mechanism 60 based on the abrade amount of the polishing pad 90 measured by the abrade amount measurement device 70 such that the distance between the condenser 42 and the substrate Wf during polishing the substrate Wf by the polishing apparatus 100 is maintained at the preliminarily set reference distance D (referred to as a “displacement step”).
The polishing state measuring step is equivalent to Step S10 and the displacement step is equivalent to Step S11 in
The polishing method according to this embodiment described above also allows suppressing defocus and accurately measuring the polishing state of the substrate Wf.
Subsequently, Embodiment 2 of the present invention will be described. The polishing apparatus 100 according to this embodiment differs from Embodiment 1 described above in that the control device 80 further performs reference distance setting control described below.
Specifically, the control device 80 according to this embodiment performs machine learning based on a data group associating the light amount parameter of the reflected light L2 received by the optical receiver 43 with the distance between the condenser 42 and the substrate Wf in the reference distance setting control to calculate the distance between the condenser 42 and the substrate Wf such that the light amount parameter of the reflected light L2 becomes larger than the predetermined value, and uses the calculated distance as “the reference distance between the condenser 42 and the substrate Wf.” The reference distance setting control will be described below with reference to the flowchart.
Each time that the polishing apparatus 100 performs polishing, the control device 80 causes the storage 82 of the control device 80 to store the above-described light amount parameter and distance (D). This allows increasing the data amount of the data group as the number of uses of the polishing apparatus 100 increases.
Next, the control device 80 performs machine learning based on the data group obtained in Step S20 to calculate the distance between the condenser 42 and the substrate Wf such that the light amount parameter of the reflected light L2 received by the optical receiver 43 becomes larger than the predetermined value and uses the calculated distance as the reference distance (Step S21). Note that Step S21 is performed before the polishing apparatus 100 starts polishing the substrate Wf.
Specifically, in Step S21, the control device 80 performs machine learning based on the data group obtained in Step S20 to calculate the correlation relationship between the light amount parameter and the distance between the condenser 42 and the substrate Wf (namely, a regression formula). The control device 80 calculates “the distance between the condenser 42 and the substrate Wf such that the light amount parameter becomes larger than the predetermined value” using the calculated correlation relationship. Then, the control device 80 uses the calculated distance as the reference distance.
As the “predetermined value” of “the distance between the condenser 42 and the substrate Wf such that the light amount parameter becomes larger than the predetermined value” described above, for example, the use of a value 90% or more of the maximum value of the light amount parameter is preferred, the use of a value 95% or more of the maximum value of the light amount parameter is more preferred, and the use of a value 98% or more of the maximum value of the light amount parameter is further preferred. In this embodiment, as the “predetermined value,” the maximum value of the light amount parameter (namely, 100% of the maximum value) is used. Note that the maximum value of the light amount parameter specifically means the light amount parameter having the largest value in the data group obtained in Step S20.
That is, in Step S21, the control device 80 according to this embodiment calculates “the distance between the condenser 42 and the substrate Wf in the data group obtained in Step S20 such that the light amount parameter becomes the maximum” and uses the calculated distance as the reference distance. Note that it is considered that when the distance between the condenser 42 and the substrate Wf matches the focal point distance of the condenser 42, the light amount parameter becomes the maximum.
After Step S21 described above, the control device 80 performs Step S22. Step S22 is also performed before the polishing apparatus 100 starts polishing the substrate Wf. In Step S22, the control device 80 controls the displacement mechanism 60 such that the distance between the condenser 42 and the substrate Wf becomes the reference distance calculated in Step S21.
Thus, according to this embodiment, the distance between the condenser 42 and the substrate Wf can be set such that the light amount parameter of the reflected light L2 becomes larger than the predetermined value without manpower. Specifically, according to this embodiment, the distance between the condenser 42 and the substrate Wf can be a distance such that the light amount parameter of the reflected light L2 becomes the maximum without manpower.
Subsequently, Embodiment 3 of the present invention will be described. The polishing apparatus 100 according to this embodiment differs from Embodiment 1 and Embodiment 2 described above in that the control device 80 further performs abnormality determination control described below.
Although the process condition is not specifically limited as long as it is a condition related to the polishing rate, for example, a condition including at least one of the type of the substrate Wf, a polishing load (N) as a load for pressing the substrate Wf against the polishing pad 90, a rotation speed (rpm) of the polishing table 11, a rotation speed (rpm) of the substrate holding member 12, the type of the slurry supplied to the polishing pad 90, polishing time (sec) of the substrate Wf, and the type of the polishing pad 90 can be used. As one example, the process condition according to this embodiment includes all of the matters.
Note that as the type of the substrate Wf, for example, information, such as the material of the surface to be polished Wfc of the substrate Wf and the shape of the surface to be polished Wfc of the substrate Wf can be used. As the type of the slurry, for example, information, such as the material of the slurry and the concentration of the slurry, can be used. As the type of the polishing pad 90, for example, information, such as the material of the polishing surface 91 of the polishing pad 90 and the surface roughness of the polishing surface 91, can be used.
Additionally, each time the polishing apparatus 100 performs polishing, the control device 80 causes the storage 82 of the control device 80 to store the above-described process condition and light amount parameter. Thus, as the number of uses of the polishing apparatus 100 increases, the data amount of the data group can be increased.
Subsequent to Step S30, the control device 80 performs Step S31. In Step S31, the control device 80 performs machine learning based on the data group obtained in Step S30 to predict “the change in light amount parameter” as the change in the light amount parameter of the reflected light L2 in association with a lapse of the polishing time corresponding to the process condition. Then, the control device 80 calculates the range of the change in light amount parameter equivalent to a case where abnormality occurs in the polishing apparatus 100 based on the predicted change in light amount parameter (namely, an abnormal range of the change in light amount parameter) and causes the storage 82 (storage medium) to store the calculated abnormal range of the change in light amount parameter. Note that Step S31 is performed before the polishing apparatus 100 starts polishing the substrate Wf.
Here, when the process condition (the condition related to the polishing rate) differs, as a result of difference in decrease speed of the thickness of the substrate Wf (film thickness) in association with a lapse of the polishing time, the change in light amount parameter also has a different aspect. Accordingly, a correlation relationship is recognized between the process condition and the change in light amount parameter. Based on the knowledge, the control device 80 according to this embodiment predicts the change in light amount parameter through machine learning based on the data group associating the process condition with the light amount parameter as in Step S31 described above. Additionally, in this embodiment, “abnormality occurs in the polishing apparatus 100” specifically means that the polishing rate of the substrate Wf by the polishing apparatus 100 is outside the normal speed range.
The following will describe the control process according to Step S31 described above with reference to the drawings.
A line 200a in
The control device 80 subtracts the predetermined value from the change in light amount parameter of the line 200a to obtain the change in light amount parameter of the line 201a, and adds the predetermined value to the change in light amount parameter of the line 200a to obtain the change in light amount parameter of the line 202a. Then, the control device 80 calculates the range where the change in light amount parameter is smaller than the line 201a and the range where the change in light amount parameter is larger than the line 202a as “the abnormal range of the change in light amount parameter corresponding the condition A” and causes the storage 82 to store it.
A line 200b in
The control device 80 subtracts the predetermined value from the change in light amount parameter of the line 200b to obtain the change in light amount parameter of the line 201b, and adds the predetermined value to the change in light amount parameter of the line 200b to obtain the change in light amount parameter of the line 202b. The control device 80 calculates the range where the change in light amount parameter is smaller than the line 201b and the range where the change in light amount parameter is larger than the line 202b as “the abnormal range of the change in light amount parameter corresponding to the condition B” as and causes the storage 82 to store it.
Step S31 in
For example, when the process condition of polishing by the polishing apparatus 100 is the condition A, in Step S32, when the actually measured value of the change in light amount parameter is within the abnormal range of
For example, when the process condition of polishing by the polishing apparatus 100 is the condition B, in a case where the actually measured value of the change in light amount parameter is within the abnormal range of
According to this embodiment described above, whether abnormality occurs in the polishing apparatus 100 can be determined.
Note that the control device 80 causes the storage 82 of the control device 80 to store the determination result of abnormality determination. Additionally, the polishing apparatus 100 may include a notification device (not illustrated) that notifies a user of the polishing apparatus 100 of predetermined information. In this case, the control device 80 may notify the notification device of the determination result of abnormality determination. As the notification device, a lamp, a buzzer, a display, a combination of them, and the like can be used.
Subsequently, Embodiment 4 of the present invention will be described. The polishing apparatus 100 according to this embodiment differs from Embodiment 1, Embodiment 2, and Embodiment 3 described above in that substrate slip-out determination control described below is further performed.
Specifically, in the substrate slip-out determination control, the control device 80 according to this embodiment determines whether the “substrate slip-out” in which the substrate Wf comes off from the substrate holding member 12 occurs based on whether the light amount parameter of the reflected light L2 received by the optical receiver 43 is smaller than a preliminarily set threshold.
When the substrate Wf is held onto the substrate holding member 12, the light amount parameter of the reflected light L2 has a value at least equal to or more than the threshold. However, when substrate slip-out occurs, the light amount parameter of the reflected light L2 becomes smaller than the threshold. Using the property, the control device 80 determines presence/absence of substrate slip-out through comparison between the light amount parameter of the reflected light L2 and the threshold. The substrate slip-out control will be described below with reference to the flowchart.
When Step S40 is determined to be YES (that is, when the light amount parameter of the reflected light L2 is smaller than the threshold), the control device 80 determines that substrate slip-out occurs (Step S41). On the other hand, when Step S40 is determined to be NO, the control device 80 determines that substrate slip-out does not occur (Step S42).
According to this embodiment described above, whether substrate slip-out occurs can be determined.
Note that the control device 80 causes the storage 82 of the control device 80 to store the determination result of substrate slip-out. Additionally, when the polishing apparatus 100 includes the above-described notification device, the control device 80 may notify the notification device of the determination result of substrate slip-out.
Although the embodiments of the present invention have been described in detail above, the present invention is not limited to the specific embodiments. Various changes and modifications can be made without departing from the scope of the gist of the present invention as defined in the appended claims.
Number | Date | Country | Kind |
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2020-183554 | Nov 2020 | JP | national |
Filing Document | Filing Date | Country | Kind |
---|---|---|---|
PCT/JP2021/030352 | 8/19/2021 | WO |