WO2020038360A1 - Detection system - Google Patents
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- WO2020038360A1 WO2020038360A1 PCT/CN2019/101587 CN2019101587W WO2020038360A1 WO 2020038360 A1 WO2020038360 A1 WO 2020038360A1 CN 2019101587 W CN2019101587 W CN 2019101587W WO 2020038360 A1 WO2020038360 A1 WO 2020038360A1
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/9501—Semiconductor wafers
- G01N21/9505—Wafer internal defects, e.g. microcracks
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
Definitions
- the present application belongs to the field of detection, and particularly relates to a detection system.
- Wafer defect inspection refers to detecting the presence of defects such as grooves, particles, scratches, and defect locations in the wafer. Wafer defect detection is widely used: On the one hand, as a chip substrate, the presence of defects on the wafer may cause the expensive processes made above to fail. Wafer manufacturers often perform defect inspection to ensure product qualification rates, and wafer users also need to Determining the cleanliness of the wafer before use can ensure the product pass rate. On the other hand, because semiconductor processing is very strict in controlling additional pollution during processing, and it is difficult to directly monitor additional pollution during processing, people often pass wafer bare chips. Defect comparison before and after processing to determine the degree of additional pollution of the process. Therefore, people have explored various wafer defect detection methods.
- the commonly used wafer defect detection methods mainly include electron beam detection and optical detection. Thanks to the extreme wavelength of the electron wave, the electron beam detection can directly image and the resolution can reach 1 to 2 nanometers. However, it takes a long time to detect and requires a high vacuum environment. It is usually used to sample a few key circuit links an examination.
- Optical inspection is a general term for a method that uses light to interact with a chip to achieve inspection. Its basic principle is to scan for the presence and intensity of incident light and scattered light from defects, and determine the presence and size of defects.
- the present application proposes a system capable of implementing multiple incident angle detection on a wafer.
- the present application proposes a detection system including: a detection component configured to generate a detection spot based on a detection beam; and a signal collection component configured to linearly collect a test object formed under the action of the detection light spot. Signal light to generate detection information corresponding to the detection light spot; and a processor component configured to determine defect feature information on the object to be tested based on the detection information.
- the area of each scanning area can be increased, the moving time of the wafer can be saved, and the detection speed can be significantly increased.
- bright and dark field detection can be performed at the same time to improve the efficiency.
- different light sources can be used to detect different particles.
- FIG. 1 is a structural diagram of a detection system according to an embodiment of the present application.
- 2a is an optical architecture diagram of a detection system according to an embodiment of the present application.
- 2b is a schematic diagram of the imaging-like collection principle according to an embodiment of the present application.
- FIG. 3 is a schematic diagram of a scanning trajectory according to an embodiment of the present application.
- FIG. 4 is a structural diagram of a detection system according to another embodiment of the present application.
- the detection beam refers to a beam generated by the light source assembly to finally form a detection spot.
- the angle of incidence refers to the angle between the detection beam and the normal direction of the surface of the object (such as a wafer).
- the detection area is the illumination area corresponding to the signal light received by the detector. For example, the part with relatively strong light intensity in the detection spot illumination area is received by the detector to analyze the measured object.
- the inventors have found through a large number of studies that in the process of light scattering detection of wafers, if a point light source is used (that is, the detection spot is converged as small as possible, and the spot diameter is in the order of tens to hundreds of microns) for point scanning Detection, because only point areas can be detected at the same time, in order to increase the detection speed of the wafer, it is often necessary to speed up the wafer's rotational movement speed and increase the photodetector sampling rate. However, the movement trajectory of the electric rotary moving platform carrying the wafer needs to be accurately controlled, and its rotation speed is often restricted.
- the existing dark field detection methods for wafer defect detection are generally easy to process using a reflector to collect scattered light.
- the signal collected by the reflector contains scattered light from the wafer and noise on the wafer surface. Based on the principle of the reflector, it can be known that it is designed to collect as much scattered light as possible. Therefore, there is more noise mixed in the signal collected by the reflector.
- the spot spot size is relatively small, the areas illuminated by the spot spot need to be overlapped or the actual detection area will be partially overlapped during the detection, thus causing the same area to be illuminated twice by the spot spot. Accordingly, the area The signal light is also collected twice, resulting in complex signal processing methods.
- the existing detection methods can only use the point scanning method for detection.
- this application proposes a line scan solution for wafer defect detection. Compared to point scans, the area of each inspection is increased. Line scans are detected as line regions at the same time, which can significantly increase the detection speed and reduce the instrument cost.
- the light scattering method has multiple implementations, including: (1) Normal collection of normal incidence lighting; (2) illegal collection of normal incidence lighting; (3) normal collection of oblique incidence lighting; (4) and illegal collection of oblique incidence lighting.
- the scattered light will exhibit different distribution characteristics. Specifically, for convex defects (such as particles) distributed on the wafer, when light is incident normally, the scattered light of the defects is more evenly distributed in the normal and illegal collection channels; for pits distributed on the wafer Defects. When light is incident normally, the scattered light of the defects is mainly distributed in the normal collection channel, and the scattered light collected by the illegal collection channel is relatively weak. Similarly, for convex defects distributed on the wafer, when light is incident obliquely, the scattered light of the defects is mainly distributed in the illegal collection channel; for pit defects distributed on the wafer, when the light is incident obliquely, the light is illegally transmitted. The scattered light collected by the collecting channel is weak. It can be understood that, for oblique incidence, when the light incident angle changes, the corresponding scattered light distribution also changes accordingly. It can be understood that the collection channel corresponds to the exit angle of the scattered light.
- FIG. 1 is a structural diagram of a detection system according to an embodiment of the present application.
- the detection system includes a light source component 101, a detection component 102, a signal collection component 103, and a processor component 104.
- the light source component 101 provides a detection beam through a light generator (such as one or more lasers).
- the detection component 102 is configured to generate a detection spot corresponding to a specified incident angle based on the received detection beam.
- the detection component 102 may generate a plurality of detection spots.
- the wafer When the wafer is under inspection (that is, the detection spot is illuminated on the wafer), the wafer will generate (for example, by scattering or reflection) corresponding signal light under the effect of the detection spot. It can be understood that when the detection spot is irradiated to the defect, the signal light generated will change according to the type of the defect or other parameters.
- the inspection component 102 also includes a machine for carrying wafers, and the machine is moved under the control of the processor component 104, so that the wafer can be moved according to a specified trajectory, and the relative position of the wafer and the inspection light spot can be adjusted to realize scanning inspection .
- the signal collection component 103 includes a detection branch corresponding to a plurality of scattered light collection channels, and can collect signal light generated by the line detection spot at different angles, thereby generating corresponding detection information.
- the processor component 104 determines defect characteristic information on the wafer based on the detection information from the signal collection component 103, such as the type, location, and other parameters of the defect.
- FIG. 2a is an optical architecture diagram of a detection system according to an embodiment of the present application.
- the light source 201 generates a detection light beam, and the detection light beam reaches the wafer surface through the shaping lens group 2021 in the detection component to form a linear detection light spot. It can be understood that the width and length of the linear detection spot can be controlled by the shaping lens group 2021.
- the detection component further includes a polarizer 2022 (for example, a quarter or half wave plate) to change the polarization state of the detection beam.
- a polarizer 2022 for example, a quarter or half wave plate to change the polarization state of the detection beam.
- different polarization states are achieved for different detection beams, such as p-light, s-light, and circularly-polarized light.
- the signal light collection channel is divided into a normal collection channel P1 and an illegal collection channel P2 and P3 according to the collection angle range.
- the collection angle range corresponding to the normal collection channel P1 is 0 ° to 20 °, which is illegal.
- the collection angle range corresponding to the collection channel P2 and P3 is 20 ° to 90 °.
- the collection angle range corresponding to the illegal collection channel P2 is 35 ⁇ 10 °
- the collection angle range corresponding to the illegal collection channel P3 is 55 ⁇ 10. °.
- the detection branch corresponding to each collection channel includes a detection lens group and a detector to realize imaging-type collection of signal light. When a line detector is used, the detection area is linear.
- the center of the detection area coincides with the center of the detection detection spot, and the length of the detection area is smaller than the length of the detection spot of the detection spot.
- the light intensity at the center of the detection spot is strong, the light intensity at both ends is weak, and the signal light at both ends is easily flooded by noise. Therefore, the detection accuracy can be improved by setting the length of the detection area to be shorter than the length of the detection spot.
- FIG. 2b is a schematic diagram of an imaging collection principle according to an embodiment of the present application.
- the detection beam is irradiated on the wafer surface to form a detection spot.
- the scattered light generated by the defect under the action of the detection spot travels in all directions above the wafer.
- a plurality of collection channels are provided in a normal direction and an illegal direction, and each collection channel collects scattered light that is spatially distributed at a nearby angle with a scattering angle as a center.
- the defect at the position A emits scattered light within a specific angle range and is projected to the designated position of the detector TCa via the detection lens group 21; similarly, when there is a defect at the position B, the defect is scattered by the detection spot B The light is projected to a designated position of the detector TCb via the detection lens group 22.
- the scattered light of the defect at the position A is projected to the position next to the detector TCb via the detection lens group 22, similarly, the scattered light of the defect at the position B is projected to the position next to the detector TCa via the detection lens group 21. Therefore, the detectors TCa and TCb independently collect the scattered light generated by the defects at the A and B positions, and do not interfere with each other.
- each collection channel independent of each other, when it is necessary to collect normal and oblique incident light spots respectively in normal and illegal directions, multi-channel collection of signal light can be realized.
- the signal collection component includes first to third detection branches, wherein the first detection branch includes a line detector TC1 and a first detection lens group TJ1 to collect wafers under the action of the detection light spot.
- the second detection branch includes the line detector TC2 and the second detection lens group TJ2 to collect the light generated by the wafer on the illegal collection channel P2 under the effect of the detection spot Signal light;
- the third detection branch includes a line detector TC3 and a third detection lens group TJ to collect the signal light generated by the wafer at the detection spot on the illegal collection channel P3.
- the detection area corresponding to each detection spot may be set as a portion (line shape) with the strongest light intensity in each detection spot.
- the detector can collect signal light linearly.
- the center of the detection area coincides with the center of the detection spot, and the length of the detection area is less than or equal to the length of the detection spot.
- the detection spot is linear, and the length of the detection area is 90% -95% of the length of the detection spot. In one embodiment, the detection spot has a length of 5 mm to 10 mm and a width of 5 ⁇ m to 100 ⁇ m.
- each detection branch corresponds to one and other detection branches. Different incident angles of branches.
- the signal light corresponding to each point in the detection area can be collected by the detection lens group to a designated position on the line detector, so that each point on the line detector collects light independently from each other and detects The scattered light at the spot position is directly related.
- a relatively strong light intensity portion in the spot irradiation area can be obtained as a linear detection area.
- FIG. 3 is a schematic diagram of a scanning trace according to an embodiment of the present application.
- the detection spot extends in the radial direction of the wafer, so that the concentric circle can be scanned from the outer circle to the inner circle.
- the detection spot In the initial state of detection, the detection spot is located at the outermost position of the wafer by the movement of the machine. It can be understood that in this embodiment, the entire wafer is tested. If the area to be tested is part of the wafer, the detection spot needs to be moved to the outermost side of the area to be tested. Then, the machine drives the wafer to rotate, and the signal light scattered by the wafer is collected in the normal direction and the illegal direction at the same time by the signal collection component. After completing one revolution along the first concentric circle, the machine drives the wafer to move, so that the detection spot moves a distance d in the first radial direction (that is, the distance between the centers of adjacent concentric circles is d) for the next scan.
- the moving distance d is greater than or equal to 80% of the length of the detection spot, and less than or equal to the length of the detection spot.
- the detection area of the detection light spot extends in the radial direction, and the scanning direction of the detection light spot is perpendicular to the extending direction of the detection light spot. It can be understood that, in another embodiment, the included angle between the scanning direction of the detection light spot and the extension direction of the detection light spot is greater than 0 and less than 90 °.
- the scanning can also be performed by moving from the inner ring to the outer ring.
- the detection spot may extend in the radial direction of the wafer or in other directions.
- the scanning path of the wafer may also be spiral, Z, S, rectangular, or the like. For example, when a spiral trajectory scan is used, the scanning mode moves the platform while rotating and slowly translates in one direction to complete the entire area scan.
- a plurality of detection light spots may be set to detect the wafer, and the plurality of detection light spots may partially overlap or not overlap.
- the detection system can adopt not only separate vertical and oblique incidence, but also a scheme for detecting both vertical and oblique incidence light.
- a wavelength division method can be adopted, that is, light sources with different wavelengths are used for the detection of normal incidence and oblique incidence.
- FIG. 4 is a structural diagram of a detection system according to another embodiment of the present application. Through the detection system, bright field and dark field synchronous detection can be implemented.
- the first light source component 410 generates a first detection light beam, reaches the wafer surface through the diaphragm 431, the polarizing plate 432, and the beam splitter 433 to form a first detection light spot S1.
- the second light source component 420 generates a second detection light beam and reaches the wafer surface through the shaping lens group 434 to form a detection light spot S2 that at least partially overlaps the detection light spot S1.
- the detection spot S2 is a linear spot, so that the light intensity can be concentrated as much as possible in the dark field.
- the wafer For bright field, the wafer generates the corresponding reflected light under the action of the first detection spot S1, and then passes through the signal light collector 435 (such as a detection lens group or other elements with an imaging collection function), a beam splitter in order. 433 reaches the beam splitter 436.
- the first filter 437 selectively receives the light beam from the beam splitter 436 so that the polarization line detector 440 receives the reflected light generated based on the first detection spot S1 to implement bright-field detection.
- the wafer will generate scattered light in the normal and illegal directions under the effect of the detection spot S2.
- the scattered light generated in the normal direction reaches the beam splitter 436 through the signal light collector 435 and the beam splitter 433 in turn.
- the second filter 438 selectively receives the light beam from the beam splitter 436, thereby making the line detector 441 receives the normal scattered light based on the second detection spot S2.
- the scattered light generated in the illegal direction passes through the signal light collection device 439 and reaches the line detector 442.
- the beam splitter 436 may be removed when the scattered light generated by the detection spot S2 in the normal direction does not need to be analyzed.
- the detection system 400 can simultaneously realize the light path for simultaneous bright and dark field detection.
- bright field detection and dark field detection are implemented simultaneously.
- the detection system 400 may further include a third light source component (not shown), which may generate a third detection light beam having a different wavelength from the first and second detection light beams, and generate a detection light spot S3.
- a third light source component not shown
- the scattered light or reflected light generated by the detection spot S3 can be selectively received.
- the present application proposes a detection method, including: generating a detection spot based on a detection beam; collecting signal light formed by a test object under the action of the detection spot in a linear manner, and then generating detection information corresponding to the detection spot. ; Determining defect feature information of the measured object based on the detection information.
- This application also proposes a detection method, which includes the following steps: generating a detection spot based on the detection beam, the detection spot including a linear detection area; collecting signal light formed by the detection spot by scattering of the test object, and then generating and detecting Detection information corresponding to the light spot; based on the detection information formed by the detection area, the defect characteristic information of the measured object is determined.
- the step of collecting signal light formed by scattering of the detection light spot by the test object includes: scanning the area to be measured of the test object by moving the detection light spot relative to the test object, and In the process, the signal light is collected.
- the scanning step includes: rotating the measured object around the center of the measured area; after rotating the measured object around the center of the measured area, making the measured object along the measured area relative to the detection spot.
- the diameter direction of the measurement area is translated by a specific step; the above steps are repeated until the area to be measured is covered by the detection spot and the center of the detection area. In this way, rotation and translation are not performed at the same time, which can improve the stability of the system, improve the imaging quality, and further improve the detection accuracy.
- the specific step size is equal to or smaller than the size of the detection area in the translation direction.
- the detection method can also be performed by the aforementioned detection system.
- the detection component generates a detection light spot based on the detection light beam.
- the signal collection component collects signal light formed by the test object after the detection light spot is scattered by the test object, and then generates a phase corresponding to the detection light spot.
- the detection method of the present application may also use spot light spots or surface light spots. Understandably, when a spot / area spot is used to detect a wafer, the shaping lens group needs to be adjusted to form a spot / area spot. For example, a spot can be used to inspect a wafer by a spiral method.
- the detection method of the present application uses line scanning, each scanning area is large, and the signal received by the line detector is relatively uniform, which not only saves the wafer moving time, but also significantly increases the detection. Speed and accuracy.
Abstract
Description
Claims (14)
- 一种检测系统,其特征在于,包括:A detection system, comprising:检测组件,其被配置为基于检测光束来生成检测光斑,所述检测光斑包括探测区域,所述探测区域为线形;A detection component configured to generate a detection spot based on a detection beam, the detection spot including a detection area, the detection area being linear;信号收集组件,其被配置为收集所述检测光斑经被测物散射后形成的信号光,进而生成与所述检测光斑相对应的检测信息;以及A signal collection component configured to collect signal light formed by the detection light spot after being scattered by a test object, thereby generating detection information corresponding to the detection light spot; and处理器组件,其被配置为基于所述探测区域获取的检测信息来确定所述被测物上的缺陷特征信息。A processor component configured to determine defect feature information on the measured object based on detection information obtained by the detection area.
- 如权利要求1所述的检测系统,其特征在于,所述信号收集组件包括:The detection system according to claim 1, wherein the signal collection component comprises:至少一个探测支路,每个所述探测支路包括信号光收集器和线探测器,其中,所述信号光收集器用于将所收集到的信号光成像式地投射到所述线探测器。At least one detection branch, each of which includes a signal light collector and a line detector, wherein the signal light collector is used to project the collected signal light to the line detector.
- 如权利要求1所述的检测系统,其特征在于,所述信号收集组件包括:The detection system according to claim 1, wherein the signal collection component comprises:第一散射光探测支路,被配置为收集具有第一出射角的散射光;A first scattered light detection branch configured to collect scattered light having a first exit angle;第二散射光探测支路,被配置为收集具有第二出射角的散射光,所述第二出射角与第一出射角不相等。The second scattered light detection branch is configured to collect scattered light having a second exit angle, which is not equal to the first exit angle.
- 如权利要求1所述的检测系统,其特征在于,所述检测组件被配置为:The detection system of claim 1, wherein the detection component is configured to:基于第一检测光束来生成第一检测光斑,其中,所述第一检测光斑为线形光斑;Generating a first detection light spot based on the first detection light beam, wherein the first detection light spot is a linear light spot;基于第二检测光束来生成第二检测光斑,其中,所述第一检测光斑和所述第二检测光斑部分地重叠,并且所述第一检测光束的波长不同于所述第二检测光束的波长。A second detection light spot is generated based on a second detection light beam, wherein the first detection light spot and the second detection light spot partially overlap, and a wavelength of the first detection light beam is different from a wavelength of the second detection light beam .
- 如权利要求3所述的检测系统,其特征在于,The detection system according to claim 3, wherein所述第一散射光探测支路包括第一信号收集器和第一线探测器,其中,所述第一信号光收集器用于将所收集到的信号光成像式地投射到所述第一线探测器;The first scattered light detection branch includes a first signal collector and a first line detector, wherein the first signal light collector is configured to project the collected signal light onto the first line. detector;所述第二散射光探测支路包括第二信号光收集器、第一分束器、第一滤光片和第二线探测器,其中,所述第二信号光收集器用于将所收集到的信号光成像式地投射到所述第二线探测器,所述第一滤光片经由所述第一分束器接收所述信号光,并基于波长对所接收到的信号光进行选择性接收。The second scattered light detection branch includes a second signal light collector, a first beam splitter, a first filter, and a second line detector, wherein the second signal light collector is configured to collect the collected signal light. The signal light is projected onto the second line detector in an imaging manner, the first filter receives the signal light via the first beam splitter, and selectively receives the received signal light based on a wavelength.
- 如权利要求5所述的检测系统,其特征在于,所述信号收集组件还被配置为收集所述检测光斑经被测物反射后形成的信号光,所述信号收集组件还包括:The detection system according to claim 5, wherein the signal collection component is further configured to collect signal light formed after the detection spot is reflected by the measured object, and the signal collection component further comprises:第三探测支路,其包括第一滤光片和第三线探测器,其中,所述第二滤光片经由所述第一分束器接收所述信号光,并基于波长对所接收到的信号光进行选择性接收。A third detection branch including a first filter and a third line detector, wherein the second filter receives the signal light via the first beam splitter, and the received signal is based on a wavelength. Signal light is selectively received.
- 如权利要求1所述的检测系统,其特征在于,所述处理器组件被配置为使得所述检测组件以指定的探测轨迹来对所述被测物进行检测,The detection system according to claim 1, wherein the processor component is configured to cause the detection component to detect the measured object with a specified detection trajectory,其中,所述指定的探测轨迹为与所述检测光斑对应的探测区域的中心相对于所述被测物表面的扫描轨迹,所述指定的探测轨迹包括在径向上排列的多个同心圆。The specified detection trajectory is a scanning trajectory of a center of a detection area corresponding to the detection spot with respect to the surface of the measured object, and the specified detection trajectory includes a plurality of concentric circles arranged in a radial direction.
- 如权利要求7所述的检测系统,其特征在于,The detection system according to claim 7, wherein:相邻的所述同心圆半径之差小于等于所述探测区域沿同心圆半径方向的尺寸。The difference between the radii of the concentric circles adjacent to each other is less than or equal to the size of the detection area along the concentric circle radius direction.
- 如权利要求5所述的检测系统,其特征在于,所述第一信号光收集器和/或第二信号光收集器是探测透镜组。The detection system according to claim 5, wherein the first signal light collector and / or the second signal light collector is a detection lens group.
- 如权利要求1所述的检测系统,其特征在于,所述检测光斑的探测区域在径向上延伸,并且所述检测光斑的扫描方向与所述探测区域的延伸方向垂直,或者,所述检测光斑的扫描方向与所述探测区域的延伸方向 之间的夹角为锐角或钝角。The detection system according to claim 1, wherein the detection area of the detection light spot extends in a radial direction, and the scanning direction of the detection light spot is perpendicular to the extending direction of the detection area, or the detection light spot The included angle between the scanning direction and the extending direction of the detection area is an acute angle or an obtuse angle.
- 如权利要求1所述的检测系统,其特征在于,所述检测光斑为线形,所述检测光斑的延伸方向与所述检测区域的延伸方向相同。The detection system according to claim 1, wherein the detection light spot is linear, and an extension direction of the detection light spot is the same as an extension direction of the detection area.
- 如权利要求11所述的检测系统,其特征在于,所述探测区域的中心与所述检测光斑的中心重合,且所述探测区域的长度小于所述检测光斑的长度。The detection system according to claim 11, wherein a center of the detection area coincides with a center of the detection light spot, and a length of the detection area is shorter than a length of the detection light spot.
- 如权利要求1所述的检测系统,其特征在于,所述探测区域的长度为所述检测光斑长度的90%-95%。The detection system according to claim 1, wherein a length of the detection area is 90% to 95% of a length of the detection spot.
- 如权利要求1所述的检测系统,其特征在于,所述检测光斑的长度为5毫米至10毫米,所述检测光斑的宽度为5微米至100微米。The detection system according to claim 1, wherein a length of the detection light spot is 5 mm to 10 mm, and a width of the detection light spot is 5 micrometers to 100 micrometers.
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CN111323371A (en) * | 2020-04-10 | 2020-06-23 | 深圳中科飞测科技有限公司 | Optical detection system and optical detection method |
CN111879782B (en) * | 2020-06-30 | 2023-10-03 | 深圳中科飞测科技股份有限公司 | Detection device and detection method |
CN111929310B (en) * | 2020-09-25 | 2021-02-05 | 歌尔股份有限公司 | Surface defect detection method, device, equipment and storage medium |
CN113109363B (en) * | 2021-03-10 | 2022-09-20 | 中国科学院上海微系统与信息技术研究所 | Method for representing defects in silicon crystal |
CN113533352B (en) * | 2021-08-20 | 2023-02-10 | 合肥御微半导体技术有限公司 | Detection system and detection method for surface defects |
CN115266758B (en) * | 2022-09-27 | 2022-12-23 | 苏州高视半导体技术有限公司 | Wafer detection system, wafer detection method, electronic device and storage medium |
CN117197617A (en) * | 2023-09-19 | 2023-12-08 | 芯率智能科技(苏州)有限公司 | Defect classification method and system for repeated defects |
CN117538333A (en) * | 2023-12-26 | 2024-02-09 | 苏州矽行半导体技术有限公司 | Lens array and wafer detection device |
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