JP2008277450A - Device and method for controlling polishing condition of cmp apparatus - Google Patents

Device and method for controlling polishing condition of cmp apparatus Download PDF

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JP2008277450A
JP2008277450A JP2007117544A JP2007117544A JP2008277450A JP 2008277450 A JP2008277450 A JP 2008277450A JP 2007117544 A JP2007117544 A JP 2007117544A JP 2007117544 A JP2007117544 A JP 2007117544A JP 2008277450 A JP2008277450 A JP 2008277450A
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polishing
film thickness
wafer
remaining film
condition
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Toshiyuki Yokoyama
利幸 横山
Takashi Fujita
隆 藤田
Katsunori Tanaka
克典 田中
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Tokyo Seimitsu Co Ltd
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Tokyo Seimitsu Co Ltd
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Priority to US12/082,366 priority patent/US20080268751A1/en
Priority to TW097113109A priority patent/TW200919567A/en
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B24GRINDING; POLISHING
    • B24BMACHINES, DEVICES, OR PROCESSES FOR GRINDING OR POLISHING; DRESSING OR CONDITIONING OF ABRADING SURFACES; FEEDING OF GRINDING, POLISHING, OR LAPPING AGENTS
    • B24B37/00Lapping machines or devices; Accessories
    • B24B37/005Control means for lapping machines or devices
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B24GRINDING; POLISHING
    • B24BMACHINES, DEVICES, OR PROCESSES FOR GRINDING OR POLISHING; DRESSING OR CONDITIONING OF ABRADING SURFACES; FEEDING OF GRINDING, POLISHING, OR LAPPING AGENTS
    • B24B49/00Measuring or gauging equipment for controlling the feed movement of the grinding tool or work; Arrangements of indicating or measuring equipment, e.g. for indicating the start of the grinding operation
    • B24B49/12Measuring or gauging equipment for controlling the feed movement of the grinding tool or work; Arrangements of indicating or measuring equipment, e.g. for indicating the start of the grinding operation involving optical means
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B24GRINDING; POLISHING
    • B24BMACHINES, DEVICES, OR PROCESSES FOR GRINDING OR POLISHING; DRESSING OR CONDITIONING OF ABRADING SURFACES; FEEDING OF GRINDING, POLISHING, OR LAPPING AGENTS
    • B24B51/00Arrangements for automatic control of a series of individual steps in grinding a workpiece

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  • Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Mechanical Treatment Of Semiconductor (AREA)
  • Constituent Portions Of Griding Lathes, Driving, Sensing And Control (AREA)
  • Finish Polishing, Edge Sharpening, And Grinding By Specific Grinding Devices (AREA)

Abstract

<P>PROBLEM TO BE SOLVED: To improve polishing efficiency, reducing a running cost, and improve yield, by eliminating variation in residual film thickness of a wafer. <P>SOLUTION: A CMP apparatus 1 consists of a polishing recipe generating means 3 for generating an optimum polishing condition for polishing speed, polishing pressure, abrasives or the like of a wafer, a residual film thickness predicting means 4 which predicts a residual film thickness after polishing of the wafer polished under the polishing condition, a residual film thickness measuring unit 2 for measuring the residual film thickness of the wafer after polishing, and a computer 6 for controlling polishing the condition based on the measuring result of residual film thickness. The computer 6 comprises a calculation part 11 which calculates a difference between the measurement value of the residual film thickness and the predicted value, and a polishing condition correcting/changing part 13 which corrects/changes the polishing condition so that the calculated difference becomes minimum. Thus, correction/change of the polishing condition is performed in real time. <P>COPYRIGHT: (C)2009,JPO&INPIT

Description

本発明はCMP装置の研磨条件管理装置及び研磨条件管理方法に関するものであり、特に、ウェハの残膜厚の測定結果より研磨条件を最適化するCMP装置の研磨条件管理装置及び研磨条件管理方法に関するものである。   The present invention relates to a polishing condition management apparatus and a polishing condition management method for a CMP apparatus, and more particularly, to a polishing condition management apparatus and a polishing condition management method for a CMP apparatus that optimize polishing conditions based on a measurement result of a remaining film thickness of a wafer. Is.

従来、此種CMP装置によってウェハを研磨する際は、モータ駆動によりプラテンを回転させると共に、該プラテンに貼り付けた研磨パッド上に研磨剤を供給しつつ、研磨ヘッドのキャリアに保持されたウェハを回転しながら研磨パッドに押し付けて、ウェハの表面に形成された酸化膜、金属膜等の被研磨膜を研磨している。   Conventionally, when a wafer is polished by this type of CMP apparatus, a platen is rotated by a motor drive, and a wafer held on a carrier of a polishing head is supplied while supplying an abrasive onto a polishing pad attached to the platen. The film to be polished such as an oxide film or a metal film formed on the surface of the wafer is polished by pressing against the polishing pad while rotating.

このCMP処理では、ウェハ表面の残膜の厚さ(以下、残膜厚という)を残膜厚測定機で測定しながら、該残膜厚が目標値になるように研磨している。この場合、該残膜厚は研磨パッドの上下方向の変位量で測定している。又、残膜厚の測定値を単純にフィードバック制御してCMP処理を行う方法、或いは、ウェハの研磨中の状態をモニターで監視し、この監視に結果によって次回以降に研磨されるウェハの研磨状態を予測して目標値に研磨する方法も知られている(例えば、特許文献1−3参照)。
特許308285号公報 特許3311864号公報 特開2005−518654号公報
In this CMP process, the thickness of the remaining film on the wafer surface (hereinafter referred to as the remaining film thickness) is measured with a remaining film thickness measuring machine and polished so that the remaining film thickness becomes a target value. In this case, the remaining film thickness is measured by the amount of displacement in the vertical direction of the polishing pad. Also, a method of performing CMP processing by simply feedback-controlling the measured value of the remaining film thickness, or monitoring the state during polishing of the wafer with a monitor, and depending on the result of this monitoring, the polishing state of the wafer to be polished next time There is also known a method of polishing to a target value by predicting (for example, see Patent Documents 1-3).
Japanese Patent No. 308285 Japanese Patent No. 3311864 JP 2005-518654 A

上記従来のCMP処理において、ウェハの残膜厚を測定して研磨した場合は、研磨パッドの上下方向変位を残膜厚として測定しているので、精度の高い測定結果が得難い。又、残膜厚測定結果の単純なフィードバック制御によるCMP処理の場合も、高い残膜厚測定精度が安定して確保されないため、益々微細化及び高集積化するウェハに対して、十分に対応することが困難になっている。   In the conventional CMP process, when the remaining film thickness of the wafer is measured and polished, since the vertical displacement of the polishing pad is measured as the remaining film thickness, it is difficult to obtain a highly accurate measurement result. Also, in the case of CMP processing by simple feedback control of the residual film thickness measurement result, high residual film thickness measurement accuracy is not stably ensured, so that it can sufficiently cope with increasingly finer and highly integrated wafers. It has become difficult.

他方、ウェハの研磨状態をモニターで監視しながら、次回以降に研磨されるウェハの研磨状態を予測した場合は、研磨条件が装置のモジュールごと、即ち、個々の研磨ヘッドの回転軸(以下、研磨軸という)ごと、又は、プラテンごとに異なるため、モジュール同士間でウェハの残膜厚にバラツキが生じ易い。   On the other hand, when the polishing state of the wafer to be polished next time is predicted while monitoring the polishing state of the wafer on the monitor, the polishing condition is set for each module of the apparatus, that is, the rotation axis of each polishing head (hereinafter referred to as polishing). Therefore, the residual film thickness of the wafer is likely to vary between modules.

このように従来技術では、ウェハ残膜厚の正確な測定が困難であり、モジュール同士間でウェハ残膜厚にバラツキが生じ易いため、過剰研磨や研磨不足を生じてウェハの研磨効率が低下する。又、研磨後のウェハに不良品が発生して歩留りが低下する。更に、研磨剤等の消耗品が浪費されてランニングコストが高騰するという問題があった。   As described above, in the conventional technology, it is difficult to accurately measure the remaining film thickness of the wafer, and the wafer remaining film thickness is likely to vary between modules, resulting in excessive polishing or insufficient polishing, resulting in a reduction in wafer polishing efficiency. . In addition, defective products are generated on the polished wafer, and the yield decreases. Furthermore, there is a problem that the running cost increases due to waste of consumables such as abrasives.

そこで、ウェハの残膜厚のバラツキを無くし、研磨効率のアップ、ランニングコストの節減及び歩留りの向上を図るために解決すべき技術的課題が生じてくるのであり、本発明はこの課題を解決することを目的とする。   Therefore, there is a technical problem to be solved in order to eliminate variations in the remaining film thickness of the wafer, increase polishing efficiency, reduce running costs, and improve yield, and the present invention solves this problem. For the purpose.

本発明は上記目的を達成するために提案されたものであり、請求項1記載の発明は、ウェハ表面に形成された被研磨膜を研磨するCMP装置において、該ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成する研磨レシピ作成手段
と、該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する残膜厚予測手段と、研磨後のウェハの残膜厚を測定する残膜厚測定機と、該残膜厚の測定結果や前記研磨条件を管理するコンピュータとから構成され、更に、該コンピュータは前記残膜厚の測定値と予測値との差を算出する算出部と、該算出した差が最小になるように前記研磨条件を補正・変更する研磨条件補正・変更部とを備え、該研磨条件の補正・変更をリアルタイムで行うように構成して成るCMP装置の研磨条件管理装置を提供する。
The present invention has been proposed to achieve the above object, and the invention according to claim 1 is a CMP apparatus for polishing a film to be polished formed on a wafer surface, wherein the polishing speed, polishing pressure, Polishing recipe preparation means for creating polishing conditions such that polishing conditions such as abrasives are optimized, residual film thickness prediction means for predicting the remaining film thickness after polishing of a wafer polished under the polishing conditions, and polishing A residual film thickness measuring machine that measures the residual film thickness of the subsequent wafer, and a computer that manages the measurement results of the residual film thickness and the polishing conditions; A calculation unit that calculates a difference from a predicted value; and a polishing condition correction / change unit that corrects / changes the polishing condition so that the calculated difference is minimized, and the correction / change of the polishing condition is corrected in real time. CMP apparatus configured to perform To provide a polishing condition management device.

この構成によれば、研磨レシピ作成手段でウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成し、又、該最適な研磨条件で研磨されるウェハの研磨後の残膜厚を残膜厚予測手段で予測する。   According to this configuration, the polishing conditions are prepared by the polishing recipe preparation means so that the polishing conditions such as the polishing speed, polishing pressure, and abrasives of the wafer are optimized, and the wafer to be polished under the optimal polishing conditions is prepared. The remaining film thickness after polishing is predicted by the remaining film thickness predicting means.

そして、前記最適な研磨条件下でウェハを研磨した後に、該ウェハ表面の残膜厚を残膜厚測定機で測定する。次回以降に、前記残膜厚の測定値と予測値との差をコンピュータの算出部で算出し、該算出した差が最小になるように、研磨条件補正・変更部で前記研磨条件をリアルタイムで補正・変更する。斯くして、ウェハは常に最適な研磨条件で研磨されて、該ウェハの残膜厚が目標値に正確に加工される。   Then, after polishing the wafer under the optimum polishing conditions, the remaining film thickness on the wafer surface is measured with a remaining film thickness measuring machine. After the next time, the difference between the measured value and the predicted value of the remaining film thickness is calculated by a calculation unit of a computer, and the polishing condition is corrected in real time by the polishing condition correction / change unit so that the calculated difference is minimized. Correct or change. Thus, the wafer is always polished under optimum polishing conditions, and the remaining film thickness of the wafer is accurately processed to the target value.

請求項2記載の発明は、上記研磨レシピ作成手段は、上記ウェハの研磨ステップごと、或いは、上記CMP装置の研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに最適な研磨条件を作成する請求項1記載のCMP装置の研磨条件管理装置を提供する。   The invention according to claim 2 is characterized in that the polishing recipe creating means is configured to provide optimum polishing conditions for each polishing step of the wafer, for each polishing axis of the CMP apparatus, for each platen, or for each combination of the polishing axis and the platen. A polishing condition management apparatus for a CMP apparatus according to claim 1 is provided.

この構成によれば、ウェハの研磨ステップごと、或いは、研磨ヘッドの回転軸である研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに、最適な研磨条件が作成される。従って、個々の研磨ステップ、研磨軸又はプラテンに応じた最適な研磨条件でウェハが研磨される。   According to this configuration, optimum polishing conditions are created for each polishing step of the wafer, for each polishing shaft that is the rotation shaft of the polishing head, for each platen, or for each combination of the polishing shaft and the platen. Therefore, the wafer is polished under optimum polishing conditions according to individual polishing steps, polishing axes or platens.

請求項3記載の発明は、上記研磨レシピ作成手段は、過去の研磨履歴から作成した近似式、並びに、上記CMP装置自体が予め有している研磨モデルのデータに基づいて最適な研磨条件を作成する請求項1又は2記載のCMP装置の研磨条件管理装置を提供する。   According to a third aspect of the present invention, the polishing recipe creating means creates an optimum polishing condition based on an approximate expression created from a past polishing history and data of a polishing model that the CMP apparatus itself has in advance. A polishing condition management apparatus for a CMP apparatus according to claim 1 or 2 is provided.

この構成によれば、過去の研磨履歴から作成した近似式、並びに、装置自体が予め有している研磨モデルのデータに基づいて最適な研磨条件を作成するので、過去の研磨履歴のデータと装置固有の研磨モデルのデータの双方を反映した研磨条件が作成される。この研磨モデルは、研磨圧力や研磨時間などの研磨パラメータと研磨量の関係を定量して数値式化したものである。   According to this configuration, since the optimum polishing condition is created based on the approximate expression created from the past polishing history and the data of the polishing model that the apparatus itself has in advance, the past polishing history data and device Polishing conditions reflecting both specific polishing model data are created. This polishing model is a numerical formula obtained by quantifying the relationship between polishing parameters such as polishing pressure and polishing time and the polishing amount.

請求項4記載の発明は、残膜厚予測手段は、過去の研磨履歴から作成した近似式に基づいてウェハの残膜厚を予測する請求項1記載のCMP装置の研磨条件管理装置を提供する。   According to a fourth aspect of the present invention, there is provided the polishing condition management apparatus for a CMP apparatus according to the first aspect, wherein the remaining film thickness predicting means predicts the remaining film thickness of the wafer based on an approximate expression created from a past polishing history. .

この構成によれば、過去の研磨履歴から作成した近似式に基づいてウェハの残膜厚を予測するので、ウェハの残膜厚の予測値に研磨履歴のデータが反映される。   According to this configuration, since the remaining film thickness of the wafer is predicted based on the approximate expression created from the past polishing history, the polishing history data is reflected in the predicted value of the remaining film thickness of the wafer.

請求項5記載の発明は、上記コンピュータは、上記研磨時間の測定値と予測値との差、並びに、上記ウェハの研磨状況などを表示するモニター部を有する請求項1記載のCMP装置の研磨条件管理装置を提供する。   According to a fifth aspect of the present invention, the computer has a monitor unit for displaying a difference between the measured value and the predicted value of the polishing time, a polishing state of the wafer, and the like. Provide a management device.

この構成によれば、上記研磨時間の測定値と前記予測値との差、並びに、ウェハの研磨状況などがモニター部にて監視されるので、変化する結果データと研磨状態がリアルタイ
ムで把握される。
According to this configuration, the difference between the measured value of the polishing time and the predicted value, the polishing state of the wafer, and the like are monitored by the monitor unit, so that the changing result data and the polishing state can be grasped in real time. .

請求項6記載の発明は、上記コンピュータは、上記算出した差が所定値以上の場合に注意信号、警告信号及び/又は研磨停止信号を出力する研磨状況判断部を有する請求項1又は5記載のCMP装置の研磨条件管理装置を提供する。   According to a sixth aspect of the present invention, in the computer according to the first or fifth aspect, the computer includes a polishing state determination unit that outputs a caution signal, a warning signal, and / or a polishing stop signal when the calculated difference is equal to or greater than a predetermined value. A polishing condition management apparatus for a CMP apparatus is provided.

この構成によれば、上記算出した差が所定値以上の時は、注意信号、警告信号及び/又は研磨停止信号が出力される。従って、研磨状態に異変が生じた際はその旨が通報され、又、非常時には研磨加工が即時に停止される。   According to this configuration, when the calculated difference is equal to or greater than a predetermined value, a caution signal, a warning signal, and / or a polishing stop signal are output. Accordingly, when a change occurs in the polishing state, a notification to that effect is given, and in an emergency, the polishing process is immediately stopped.

請求項7記載の発明は、上記研磨条件補正・変更部は、上記ウェハの研磨ステップごと、或いは、上記CMP装置の研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに研磨条件を補正・変更する請求項1記載のCMP装置の研磨条件管理装置を提供する。   According to a seventh aspect of the present invention, the polishing condition correcting / changing unit is configured so that the polishing condition is changed for each polishing step of the wafer, for each polishing axis of the CMP apparatus, for each platen, or for each combination of the polishing axis and the platen. A polishing condition management apparatus for a CMP apparatus according to claim 1, wherein the polishing condition management apparatus corrects or changes the above.

この構成によれば、前記研磨条件の補正・変更は、研磨ステップごと、研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに行われる。従って、各研磨ステップに応じた最適な研磨条件に補正・変更されると共に、研磨軸ごと、プラテンごと、又は、研磨軸とプラテンとの組み合わせごとに最適な研磨条件に補正・変更される。   According to this configuration, the polishing condition is corrected and changed for each polishing step, for each polishing shaft, for each platen, or for each combination of the polishing shaft and the platen. Accordingly, the polishing conditions are corrected and changed to the optimum polishing conditions according to each polishing step, and the polishing conditions are corrected and changed to the optimum polishing conditions for each polishing axis, each platen, or each combination of the polishing axis and the platen.

請求項8記載の発明は、ウェハ表面に形成された被研磨膜を研磨するCMP装置であって、該ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成する研磨レシピ作成工程と、該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する残膜厚予測工程と、研磨後のウェハの残膜厚を測定する残膜厚測定工程と、前記残膜厚の測定値と予測値との差を算出する演算工程と、該算出した差が最小になるように前記研磨条件を補正・変更する研磨条件補正・変更工程とを備え、該研磨条件の補正・変更をリアルタイムで行うCMP装置の研磨条件管理方法を提供する。   The invention according to claim 8 is a CMP apparatus for polishing a film to be polished formed on the wafer surface, and the polishing conditions are set so that the polishing conditions such as the polishing speed, polishing pressure, and polishing agent of the wafer are optimized. Polishing recipe creation step to be created, residual film thickness prediction step to predict the residual film thickness after polishing of the wafer polished under the polishing conditions, and residual film thickness measurement step to measure the residual film thickness of the polished wafer And a calculation step of calculating a difference between the measured value and the predicted value of the remaining film thickness, and a polishing condition correction / change step of correcting / changing the polishing condition so that the calculated difference is minimized, Provided is a polishing condition management method for a CMP apparatus that corrects and changes the polishing conditions in real time.

この方法によれば、ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成し、又、該最適な研磨条件で研磨されるウェハの研磨後の残膜厚を予測する。そして、前記最適な研磨条件下でウェハを研磨した後に、該ウェハ表面の残膜厚を測定する。次回以降に、前記残膜厚の測定値と予測値との差を算出し、該算出した差が最小になるように前記研磨条件をリアルタイムで補正・変更する。斯くして、ウェハは常に最適な研磨条件で研磨されて、該ウェハの残膜厚が目標値に円滑に加工される。   According to this method, the polishing conditions are created so that the polishing conditions such as the polishing speed, polishing pressure, and abrasive of the wafer are optimized, and the remaining film after polishing of the wafer polished under the optimal polishing conditions Predict thickness. Then, after polishing the wafer under the optimum polishing conditions, the remaining film thickness on the wafer surface is measured. After the next time, the difference between the measured value and the predicted value of the remaining film thickness is calculated, and the polishing conditions are corrected and changed in real time so that the calculated difference is minimized. Thus, the wafer is always polished under optimum polishing conditions, and the remaining film thickness of the wafer is smoothly processed to the target value.

請求項1記載の発明は、研磨速度(研磨時間)や研磨剤の流量などの研磨条件を常に最適に維持することにより、過剰研磨や研磨不足を解消して、ウェハの残膜厚のバラツキをなくすことができると共に、研磨効率の向上及びランニングコスト(研磨剤の浪費等)の節減が可能になる。又、従来に比べて不良品が少なくなるので、歩留りを向上させることができる。   According to the first aspect of the present invention, the polishing conditions such as the polishing rate (polishing time) and the flow rate of the polishing agent are always maintained optimally, thereby eliminating excessive polishing and insufficient polishing, and causing variations in the remaining film thickness of the wafer. It can be eliminated, and the polishing efficiency can be improved and the running cost (such as waste of abrasives) can be reduced. In addition, since the number of defective products is reduced as compared with the prior art, the yield can be improved.

請求項2記載の発明は、個々の研磨ステップ、研磨軸又はプラテンに応じた最適な研磨条件でウェハを研磨できるので、請求項1記載の発明の効果に加えて、ウェハの残膜厚を目標値に一層効率良く研磨することができる。   According to the second aspect of the present invention, the wafer can be polished under the optimum polishing conditions according to each polishing step, polishing axis, or platen. Therefore, in addition to the effect of the first aspect, the remaining film thickness of the wafer is targeted. The value can be polished more efficiently.

請求項3記載の発明は、過去の研磨履歴と装置固有の研磨モデルのデータを反映した研磨条件が得られるので、請求項1又は2記載の発明の効果に加えて、ウェハの残膜厚を目標値に一層正確に研磨することができる。   In the invention described in claim 3, since the polishing conditions reflecting the past polishing history and the data of the polishing model unique to the apparatus can be obtained, in addition to the effect of the invention described in claim 1 or 2, the remaining film thickness of the wafer is reduced. It is possible to polish more accurately to the target value.

請求項4記載の発明は、研磨履歴のデータをベースとしてウェハの残膜厚を予測するので、請求項1記載の発明の効果に加えて、該残膜厚の予測値の信頼性が高くなるメリットを有する。   Since the invention according to claim 4 predicts the remaining film thickness of the wafer based on the polishing history data, in addition to the effect of the invention according to claim 1, the reliability of the predicted value of the remaining film thickness increases. Has merit.

請求項5記載の発明は、変化する結果データと研磨状態をリアルタイムで把握できるので、請求項1記載の発明の効果に加えて、ウェハの研磨が適切に進行しているか否かを容易に確認することができる。   According to the fifth aspect of the invention, since the changing result data and the polishing state can be grasped in real time, in addition to the effect of the first aspect of the invention, it is easily confirmed whether or not the polishing of the wafer is proceeding appropriately. can do.

請求項6記載の発明は、上記ウェハの研磨状況に異変が生じた際は即時に通報でき、特に、非常時には研磨加工を即時停止できるので、請求項1又は5記載の発明の効果に加えて、異常状態でウェハが研磨加工されることを未然に防止することができる。   The invention according to claim 6 can immediately notify when an abnormality occurs in the polishing state of the wafer, and in particular, since the polishing process can be stopped immediately in an emergency, in addition to the effect of the invention according to claim 1 or 5 It is possible to prevent the wafer from being polished in an abnormal state.

請求項7記載の発明は、個々の研磨ステップごと、研磨軸ごと、プラテンごと、又は、研磨軸とプラテンとの組み合わせごとに最適な研磨条件に補正・変更できるので、請求項1記載の発明の効果に加えて、複数の研磨ステップ同士間、研磨軸同士間及び/又はプラテン同士間におけるウェハの残膜厚のバラツキを一層効果的に抑制することができる。   The invention according to claim 7 can be corrected and changed to the optimum polishing condition for each polishing step, for each polishing shaft, for each platen, or for each combination of the polishing shaft and the platen. In addition to the effect, it is possible to more effectively suppress the variation in the residual film thickness of the wafer between a plurality of polishing steps, between polishing axes, and / or between platens.

請求項8記載の発明は、研磨速度(研磨時間)や研磨剤の流量などの研磨条件を常に最適に維持することにより、ウェハの残膜厚の研磨精度が向上し、ウェハの残膜厚のバラツキを抑制できると共に、高い研磨効率及びランニングコスト(研磨剤の浪費等)の節減が可能になる。又、従来に比べて不良品が少なくなるので、ウェハの歩留りも向上させることができる。   In the invention according to claim 8, the polishing accuracy of the remaining film thickness of the wafer is improved by always maintaining the polishing conditions such as the polishing rate (polishing time) and the flow rate of the polishing agent optimally. Variations can be suppressed, and high polishing efficiency and running costs (such as waste of abrasives) can be saved. In addition, since the number of defective products is reduced as compared with the prior art, the yield of the wafer can be improved.

本発明は、ウェハの残膜厚のバラツキを無くし、研磨効率のアップ、ランニングコストの節減及び歩留り向上を図るという目的を達成するため、ウェハ表面に形成された被研磨膜を研磨するCMP装置において、該ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成する研磨レシピ作成手段と、該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する残膜厚予測手段と、研磨後のウェハの残膜厚を測定する残膜厚測定機と、該残膜厚の測定結果や前記研磨条件を管理するコンピュータとから構成され、更に、該コンピュータは前記残膜厚の測定値と予測値との差を算出する算出部と、該算出した差が最小になるように前記研磨条件を補正・変更する研磨条件補正・変更部とを備え、該研磨条件の補正・変更をリアルタイムで行うことにより達成した。   The present invention provides a CMP apparatus for polishing a film to be polished formed on a wafer surface in order to achieve the objects of eliminating variations in the remaining film thickness of the wafer, increasing polishing efficiency, reducing running costs, and improving yield. A polishing recipe preparation means for preparing the polishing conditions so as to optimize the polishing conditions such as the polishing speed, polishing pressure, and abrasive of the wafer, and the remaining film thickness after polishing of the wafer polished under the polishing conditions. A remaining film thickness predicting means for predicting, a remaining film thickness measuring device for measuring the remaining film thickness of the polished wafer, and a computer for managing the measurement result of the remaining film thickness and the polishing conditions, The computer includes a calculation unit that calculates a difference between the measured value and the predicted value of the remaining film thickness, and a polishing condition correction / change unit that corrects and changes the polishing condition so that the calculated difference is minimized, Correction of the polishing conditions It was achieved by carrying out the change in real time.

以下、本発明の好適な一実施例を図1乃至図5に従って説明する。本実施例は、最適な研磨条件を作成すると共に研磨後のウェハの残膜厚を予測し、ウェハをCMP処理した後に、該研磨後のウェハの残膜厚をモジュールごとに測定し、該残膜厚の測定値を予測値と比較して両者の差を求め、この差が最小になるように可能な限りリアルタイムで研磨条件を補正・変更するように構成したものである。   A preferred embodiment of the present invention will be described below with reference to FIGS. In this example, the optimum polishing conditions are created and the remaining film thickness of the polished wafer is predicted. After the wafer is subjected to CMP processing, the remaining film thickness of the polished wafer is measured for each module, and the remaining film thickness is measured. The measured value of the film thickness is compared with the predicted value to determine the difference between the two, and the polishing conditions are corrected and changed in real time as much as possible so that this difference is minimized.

ウェハの研磨処理で取得された研磨時間や研磨量等の研磨履歴のデータは、研磨軸及び/又はプラテンごとに管理し、研磨条件の作成時に該データを利用する。残膜厚の予測値の計算は、過去の研磨履歴データから作成した近似式に基づいて算出できる。複数の研磨条件、検出結果および研磨状況などの全部又は一部は任意に選択してモニター部にて常時モニターリングすることもできる。   Polishing history data such as a polishing time and a polishing amount acquired in the polishing process of the wafer is managed for each polishing axis and / or platen, and is used when creating polishing conditions. The predicted value of the remaining film thickness can be calculated based on an approximate expression created from past polishing history data. All or some of a plurality of polishing conditions, detection results, polishing conditions, and the like may be arbitrarily selected and constantly monitored by the monitor unit.

図1に示すように、CMP装置1は残膜厚測定機2、研磨レシピ作成手段3、残膜厚予測手段4、研磨部5及びコンピュータ6等とから成る。残膜厚測定機2は研磨後のウェハの残膜厚を測定する。また、研磨レシピ作成手段3はウェハの研磨速度、研磨圧力、研磨
剤等の研磨条件が最適になるように研磨条件を作成する。
As shown in FIG. 1, the CMP apparatus 1 includes a remaining film thickness measuring device 2, a polishing recipe creating means 3, a remaining film thickness predicting means 4, a polishing unit 5, a computer 6, and the like. The remaining film thickness measuring device 2 measures the remaining film thickness of the polished wafer. Further, the polishing recipe creation means 3 creates the polishing conditions so that the polishing conditions such as the polishing rate of the wafer, the polishing pressure, and the polishing agent are optimized.

前記研磨レシピ作成手段3は、個々の研磨ステップごと、或いは、研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに過去の研磨履歴を参照して最適な研磨条件を作成する。   The polishing recipe creating means 3 creates an optimum polishing condition with reference to the past polishing history for each polishing step, for each polishing shaft, for each platen, or for each combination of the polishing shaft and the platen.

更に、研磨レシピ作成手段3は、過去の研磨履歴から作成した近似式に基づくデータと、上記CMP装置1自体が予め有している研磨モデルのデータとの双方又は一方に基づいて最適な研磨条件を作成できる。   Further, the polishing recipe creating means 3 is configured to obtain optimum polishing conditions based on both or one of the data based on the approximate expression created from the past polishing history and the data of the polishing model that the CMP apparatus 1 itself has in advance. Can be created.

例えば、図5(a)は、研磨圧力ごとに示した研磨時間と研磨量の関係を定量し数値化した研磨モデルのグラフである。図5(b)は、図5(a)を基にし、研磨前の膜厚を280nmの時に得られた、研磨圧力ごとに示した研磨時間と残膜量の関係を定量し数値化した研磨モデルのグラフである。これらの研磨モデルにより、予定する研磨量の算出を行う。   For example, FIG. 5A is a graph of a polishing model in which the relationship between the polishing time and the polishing amount shown for each polishing pressure is quantified and digitized. FIG. 5 (b) is a polishing based on FIG. 5 (a) in which the relationship between the polishing time and the remaining film amount shown for each polishing pressure, obtained when the film thickness before polishing is 280 nm, is quantified and digitized. It is a graph of a model. Based on these polishing models, the planned polishing amount is calculated.

この場合、研磨履歴のデータのうちの直近のデータについては、これに重み付けして使用することもできる。   In this case, the latest data of the polishing history data can be weighted and used.

残膜厚予測手段4は、該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する。過去の研磨履歴から作成した近似式に基づいてウェハの残膜厚を予測できる。なお、残膜厚予測手段4の機能は前記研磨レシピ作成手段3に兼用させることもできる。   The remaining film thickness predicting means 4 predicts the remaining film thickness after polishing of the wafer polished under the polishing conditions. The residual film thickness of the wafer can be predicted based on the approximate expression created from the past polishing history. The function of the remaining film thickness predicting means 4 can be shared by the polishing recipe creating means 3.

また、研磨部5は、ウェハを研磨するCMP装置本体部であって、図2に示すように、モータ7によりプラテン8の回転軸8Aを回転させると共に、該プラテン8に貼着した研磨パッド9上に研磨剤(図示せず)を供給しつつ、研磨ヘッド10の研磨軸10Aを回転駆動して該研磨ヘッド10に保持されたウェハを回転しながら、研磨パッド9にウェハを押し付けて、ウェハ表面の被研磨膜を研磨するように構成されている。   The polishing unit 5 is a CMP apparatus main body for polishing a wafer. As shown in FIG. 2, the rotating shaft 8A of the platen 8 is rotated by a motor 7 and the polishing pad 9 adhered to the platen 8 is used. While supplying a polishing agent (not shown) to the top, the polishing shaft 10A of the polishing head 10 is rotationally driven to rotate the wafer held by the polishing head 10, and the wafer is pressed against the polishing pad 9 to obtain the wafer. The polishing film on the surface is configured to be polished.

コンピュータ6は前記残膜厚の測定結果に基づき前記研磨条件の管理などを行う。このコンピュータ6は算出部11、記憶部12、研磨条件補正・変更部13、モニター部14、研磨状況判断部15及び装置制御部16等を備える。前記算出部11は、前記残膜厚の測定値と予測値との差を算出する。又、記憶部12は、残膜厚の測定結果に基づき前記研磨条件の管理状況その他のデータを記憶する。   The computer 6 manages the polishing conditions based on the measurement result of the remaining film thickness. The computer 6 includes a calculation unit 11, a storage unit 12, a polishing condition correction / change unit 13, a monitor unit 14, a polishing status determination unit 15, and an apparatus control unit 16. The calculation unit 11 calculates a difference between the measured value and the predicted value of the remaining film thickness. The storage unit 12 stores the management condition of the polishing conditions and other data based on the measurement result of the remaining film thickness.

更に、研磨条件補正・変更部13は、算出した差が所定値以上の場合には該差が最小になるように前記研磨条件を補正・変更する。更に又、モニター部14は、上記残膜厚の測定値と予測値との差、並びに、上記ウェハの研磨状況を表示する。又、研磨状況判断部15は、上記算出した差が許容値以上の場合には、注意信号、警告信号及び/又は研磨停止信号を出力する。更に、装置制御部16は、主に各種の指令信号などに基づいて、CMP装置1各部の動作を制御する等の機能を有する。   Further, when the calculated difference is equal to or greater than a predetermined value, the polishing condition correction / change unit 13 corrects / changes the polishing condition so that the difference is minimized. Furthermore, the monitor unit 14 displays the difference between the measured value and the predicted value of the remaining film thickness and the polishing state of the wafer. In addition, when the calculated difference is equal to or greater than an allowable value, the polishing state determination unit 15 outputs a caution signal, a warning signal, and / or a polishing stop signal. Furthermore, the apparatus control unit 16 has a function of controlling the operation of each part of the CMP apparatus 1 mainly based on various command signals.

本実施例に係る研磨条件管理方法は、ウェハの残膜厚の測定結果と研磨前の予想結果に基づいて管理する。予想結果は、ウェハの適正な研磨時間を求めて設定した値である。   The polishing condition management method according to this embodiment is managed based on the measurement result of the remaining film thickness of the wafer and the expected result before polishing. The expected result is a value set by obtaining an appropriate polishing time for the wafer.

また、研磨終点検出(図示せず)を用いた場合は、上記の測定結果と研磨前の予想結果に加えて、終点検出結果の管理も行う。尚、研磨終点検出手段の検出原理は特に限定されず、例えば、研磨ヘッド10又はプラテン8の駆動モータのトルク変動を検出する方式、或いは、光学的に残膜厚を検出する方式、渦電流を利用する方式などいずれでもよい。   When polishing end point detection (not shown) is used, the end point detection result is managed in addition to the measurement result and the expected result before polishing. The detection principle of the polishing end point detection means is not particularly limited. For example, a method of detecting torque fluctuations of the driving motor of the polishing head 10 or the platen 8, or a method of optically detecting the remaining film thickness, an eddy current Any method may be used.

上記研磨条件管理装置11は、研磨後のウェハに形成された金属膜又は酸化膜等の被研
磨膜の厚さをモジュールごと、即ち、研磨軸10Aごと、プラテン8ごと、又は、研磨軸10Aとプラテン8の組み合わせごとに測定し、該測定値を予測値と比較し、その差が最小になるように可能な限りリアルタイムで研磨条件を補正・変更する。
The polishing condition management apparatus 11 determines the thickness of a film to be polished such as a metal film or an oxide film formed on a polished wafer for each module, that is, for each polishing shaft 10A, for each platen 8, or for each polishing shaft 10A. Measurement is performed for each combination of the platens 8, the measured values are compared with predicted values, and polishing conditions are corrected and changed in real time as much as possible so that the difference is minimized.

この研磨条件としては、例えば、研磨時間、研磨圧力(リテーナ圧力、ゾーン圧力)、研磨速度(プラテン8又は研磨軸10Aの回転数)、ウェハの研磨温度(研磨ヘッドの温度、プラテン8の温度)、研磨ヘッド10内のエアフロート流量、研磨剤の種類、成分及び流量などが挙げられる。   The polishing conditions include, for example, polishing time, polishing pressure (retainer pressure, zone pressure), polishing speed (rotation speed of platen 8 or polishing shaft 10A), wafer polishing temperature (temperature of polishing head, temperature of platen 8). The air float flow rate in the polishing head 10, the type, composition and flow rate of the abrasive are mentioned.

測定された残膜厚の結果の評価は、測定値と予測値との絶対値の差又は偏差(平均残膜厚に対する残膜厚の偏差)を採用し、研磨ステップごと、或いは、研磨軸10Aごと、プラテン8ごと、又は、研磨軸10Aとプラテン8との組み合わせごとに評価する。   Evaluation of the result of the measured remaining film thickness employs a difference or deviation between the absolute value of the measured value and the predicted value (deviation of the remaining film thickness with respect to the average remaining film thickness) for each polishing step or the polishing shaft 10A. Each platen 8 or each combination of the polishing shaft 10A and the platen 8 is evaluated.

次回以降に、本実施例に係る研磨条件管理の手順の一例を図3のフローチャートにより詳述する。先ず、最適な研磨条件を研磨条件作成部により作成する(ステップS1)。この場合、ウェハの加工工場やバーコードリーダーから得られる研磨条件に関する有用情報を考慮しつつ、研磨ステップごとに研磨条件を作成する。   An example of the polishing condition management procedure according to this embodiment will be described in detail with reference to the flowchart of FIG. First, an optimum polishing condition is created by the polishing condition creating unit (step S1). In this case, the polishing conditions are created for each polishing step in consideration of useful information regarding the polishing conditions obtained from a wafer processing factory or a barcode reader.

前記最適な研磨条件の作成では、計算式に基づいて研磨条件を決定する。この場合、多数の研磨履歴情報により、研磨時間などの研磨条件と研磨量の関係の近似式を作成し、この近似式に具体的なデータを挿入して算出された結果に基づき、次回以降のウェハ(被研磨物)Wに対する最適な研磨条件を決定して採択する。図4(a)は、研磨済み枚数と残膜量との関係を示すグラフである。同図において、直近のi(1以上の整数n)枚目のウェハに対する残膜量の増減率に基づいて、グラフの傾き、即ち、研磨済み枚数に対する残膜量の変化の度合いを求める。次回以降に、この残膜量の変化の度合いに基づいて、(i+1)枚目のウェハの残膜量を求め、該残膜量を近似式に代入して最適な研磨条件を決定して採択できる。   In creating the optimum polishing condition, the polishing condition is determined based on a calculation formula. In this case, an approximate expression of the relationship between polishing conditions such as polishing time and polishing amount is created from a large amount of polishing history information, and based on the result calculated by inserting specific data into this approximate expression, The optimum polishing conditions for the wafer (object to be polished) W are determined and adopted. FIG. 4A is a graph showing the relationship between the number of polished sheets and the amount of remaining film. In the figure, the slope of the graph, that is, the degree of change in the remaining film amount with respect to the number of polished wafers, is obtained based on the rate of increase / decrease in the remaining film amount for the latest i (an integer n equal to or greater than 1) wafer. From the next time onward, based on the degree of change in the remaining film amount, the remaining film amount of the (i + 1) th wafer is obtained, and the optimum polishing condition is determined by substituting the remaining film amount into an approximate expression. it can.

図4(b)は研磨済み枚数と残膜量との関係を示すグラフである。この残膜量の変化の度合いに基づいて、多項式近似曲線を用いた近似式を作成し、次の(i+1)枚目にウェハの残膜量を求めて、該EPD時間を前記近似式に代入して、外挿により予測値を算出する。予想値に基づいて、(i+1)枚目のウェハの残膜量を求め、該残膜量を近似式に代入して最適な研磨条件を決定して採択できる。   FIG. 4B is a graph showing the relationship between the number of polished sheets and the amount of remaining film. Based on the degree of change in the remaining film amount, an approximate expression using a polynomial approximation curve is created, the remaining film amount of the wafer is obtained for the next (i + 1) th sheet, and the EPD time is substituted into the approximate expression. Then, the predicted value is calculated by extrapolation. Based on the expected value, the remaining film amount of the (i + 1) th wafer can be obtained, and the remaining film amount can be substituted into an approximate expression to determine and adopt the optimum polishing condition.

次回以降に、上記研磨条件で研磨されるウェハの研磨後の残膜厚を残膜厚予測手段4で予測する(ステップS2)。この残膜厚の予測は、ステップS4でウェハの残膜厚を残膜厚測定機で測定するまでに完了しておく。この後、ステップS3でCMP処理を開始する。このときCMP処理で取得された研磨データは、研磨軸10Aごと及び/又はプラテン8ごと、或いは、研磨ステップごとに管理する。   After the next time, the remaining film thickness after polishing of the wafer polished under the above polishing conditions is predicted by the remaining film thickness predicting means 4 (step S2). The prediction of the remaining film thickness is completed until the remaining film thickness of the wafer is measured by the remaining film thickness measuring device in step S4. Thereafter, CMP processing is started in step S3. At this time, the polishing data acquired by the CMP process is managed for each polishing shaft 10A and / or for each platen 8, or for each polishing step.

前記研磨データとしては、研磨時間、研磨加工タイプ別の残膜量、EPD時間、研磨パッド9や研磨ヘッド10等の消耗品の使用時間及び使用枚数、並びに、研磨パッド9の温度、研磨ヘッド10の温度などのデータが含まれる。これら研磨データは過去の研磨履歴として記憶部12に記憶して管理し、最適な研磨レシピを作成する際の有用データとして利用される(ステップS4)。   The polishing data includes polishing time, amount of remaining film by polishing processing type, EPD time, usage time and number of used consumables such as polishing pad 9 and polishing head 10, temperature of polishing pad 9, polishing head 10 Data such as temperature is included. These polishing data are stored and managed in the storage unit 12 as past polishing history, and are used as useful data when creating an optimum polishing recipe (step S4).

例えば、上記研磨データのうち研磨時間、研磨加工タイプ別の残膜量、EPD時間は、研磨ステップごと(研磨加工タイプ別)、且つ、プラテン8ごとに管理する。又、研磨剤などの消耗品の使用時間及び/又は使用研磨枚数は、研磨軸10Aごと及び/又はプラテン8ごとに管理する。又、研磨パッド9、ドレッサーの使用時間又は使用研磨枚数はプラ
テン8ごとに管理し、ウェハ用リテーナ、研磨ヘッド10の使用時間又は使用研磨枚数は研磨軸10Aごとに管理する。本実施例では、ウェハの研磨温度も研磨軸10Aごと及び/又はプラテン8ごとに管理する。例えば、研磨パッド9の温度はプラテン8ごとに管理し、研磨ヘッド10の温度は研磨軸10Aごとに管理する。
For example, the polishing time, the remaining film amount for each polishing processing type, and the EPD time in the polishing data are managed for each polishing step (for each polishing processing type) and for each platen 8. Further, the use time and / or the number of used polishes of consumables such as abrasives are managed for each polishing shaft 10A and / or for each platen 8. Further, the usage time or the number of used polishings of the polishing pad 9 and dresser is managed for each platen 8, and the usage time or the number of used polishings of the wafer retainer and polishing head 10 is managed for each polishing shaft 10A. In this embodiment, the polishing temperature of the wafer is also managed for each polishing shaft 10A and / or for each platen 8. For example, the temperature of the polishing pad 9 is managed for each platen 8, and the temperature of the polishing head 10 is managed for each polishing shaft 10A.

然る後、ステップS5でウェハの残膜厚を残膜厚測定機により測定する。この場合、被研磨膜の種類に応じて金属膜用残膜厚測定機又は酸化膜用残膜厚測定機などを使用し、残膜厚測定機の測定原理は光学式、電気容量式、X線方式、渦電流方式などのいずれでもよい。   Thereafter, the remaining film thickness of the wafer is measured by a remaining film thickness measuring machine in step S5. In this case, a metal film residual film thickness measuring machine or an oxide film residual film thickness measuring machine or the like is used depending on the type of film to be polished. Either a wire method or an eddy current method may be used.

次回以降に、ステップS6でCMP処理の進行状況、即ち、ウェハ研磨面の変化状況や研磨温度などをモニター部6にてリアルタイムで画面表示しながら確認する。本実施例では確認画面を3通りに分けて確認している。確認画面1では、前記残膜厚の予測値と測定値との差を算出部11で算出した結果を確認する。   After the next time, in step S6, the progress of the CMP process, that is, the change state of the wafer polishing surface, the polishing temperature, and the like are confirmed on the monitor unit 6 while being displayed in real time. In this embodiment, the confirmation screen is divided into three ways for confirmation. On the confirmation screen 1, the result of calculating the difference between the predicted value of the remaining film thickness and the measured value by the calculation unit 11 is confirmed.

又、確認画面2では、研磨剤、研磨パッドなどの消耗品の使用時間又は使用研磨枚数を装置(研磨軸10A若しくはプラテン8)ごとに監視し、該装置ごとに予め設定した所定値から、該使用時間又は使用研磨枚数がずれていないか否かを確認する。   Further, on the confirmation screen 2, the use time or the number of used polishes of consumables such as an abrasive and a polishing pad is monitored for each apparatus (polishing shaft 10A or platen 8), and the predetermined value preset for each apparatus is Check whether the usage time or the number of used polishing sheets is not shifted.

更に、確認画面3では、温度センサにより測定されるウェハの研磨温度、即ち、研磨パッドの温度又は研磨ヘッドの温度を監視しながら、該測定温度が前記装置ごとに予め設定した所定値からずれているか否かを確認する。   Furthermore, on the confirmation screen 3, while monitoring the polishing temperature of the wafer measured by the temperature sensor, that is, the temperature of the polishing pad or the temperature of the polishing head, the measured temperature deviates from a predetermined value set in advance for each apparatus. Check if it exists.

次回以降に、上記結果値と予測値とのずれ値、並びに、結果値のバラツキに基づいて研磨の正常又は異常を評価して判断する(ステップS7)。この評価は研磨ステップごと、且つ、研磨軸10Aごと及び/又はプラテン8ごとに研磨状況判断部15で判断する。本実施例では、「異常無し」、「注意状態」及び「警告状態」の3つに分けて評価される。   From the next time onward, the normality or abnormality of the polishing is evaluated and determined based on the deviation value between the result value and the predicted value and the variation in the result value (step S7). This evaluation is determined by the polishing state determination unit 15 for each polishing step and for each polishing shaft 10A and / or for each platen 8. In this embodiment, the evaluation is divided into three, “no abnormality”, “attention state”, and “warning state”.

即ち、上記結果値と予測値とのずれ値、又は、結果値のバラツキの値が、予め定めた許容値又は警告値よりも大きいか否かに応じて3段階で評価し、且つ、評価に応じた信号を外部又は装置各部に出力する。例えば、許容値未満の場合は「異常無し」であると判断して、そのまま次回以降のウェハの研磨を続行する。   That is, evaluation is performed in three stages depending on whether a deviation value between the result value and the predicted value or a variation value of the result value is larger than a predetermined allowable value or a warning value. A corresponding signal is output to the outside or each part of the apparatus. For example, if it is less than the allowable value, it is determined that there is “no abnormality”, and polishing of the wafer from the next time is continued as it is.

又、許容値以上かつ警告値未満の場合は「注意状態」にあると判断し、注意信号(アラーム)を発生してオペレータに通報する。更に、警告値以上の場合は「警告状態」にあると判断し、警告信号(アラーム)を発生してオペレータに通報する同時に、研磨停止信号を出力して研磨加工を即時に自動停止する。尚、上記結果値と予測値とのずれ値が所定範囲を越える場合は、上記近似式などを変更する。また、前記「注意状態」の評価方法と「警告状態」の評価方法とを組み合わせて評価することもできる。   Also, if it is above the allowable value and below the warning value, it is determined that it is in “attention state”, and an attention signal (alarm) is generated to notify the operator. Further, if the value is greater than or equal to the warning value, it is determined that the state is “warning state”, and a warning signal (alarm) is generated and notified to the operator. When the deviation value between the result value and the predicted value exceeds a predetermined range, the approximate expression is changed. Further, the evaluation method of the “attention state” and the evaluation method of the “warning state” can be combined and evaluated.

以上説明したように本実施例によれば、研磨レシピ作成手段3でウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成し、研磨後のウェハの残膜厚の測定値と予測値との差が最小になるように、研磨条件補正・変更部13で前記研磨条件をリアルタイムで補正・変更する。   As described above, according to the present embodiment, the polishing conditions are prepared by the polishing recipe preparation means 3 so that the polishing conditions such as the polishing rate, polishing pressure, and polishing agent of the wafer are optimized, and the remaining wafer after polishing is left. The polishing condition correction / change unit 13 corrects / changes the polishing condition in real time so that the difference between the measured value of the film thickness and the predicted value is minimized.

例えば、図5(c)に示すように、30%研磨速度が低い場合、ステップ10で目的の残膜量を算出する。また、30%研磨速度が低い場合に上記近似式を求めた後に、ステップ11、12において、30%研磨速度が低いままで目的の研磨速度が得られるまで、研磨時間を延長する。   For example, as shown in FIG. 5C, when the 30% polishing rate is low, the target remaining film amount is calculated in Step 10. Further, after obtaining the above approximate expression when the 30% polishing rate is low, in steps 11 and 12, the polishing time is extended until the target polishing rate is obtained while the 30% polishing rate remains low.

なお、尚、ウェハWの膜厚測定はウェハWを洗浄した後に行うため、測定したウェハWの1枚目後に研磨されるウェハWに補正・変更後の研磨条件が反映されるとは限らず、2枚目以上後に研磨されるウェハWに反映されることがある。   In addition, since the film thickness measurement of the wafer W is performed after cleaning the wafer W, the corrected and changed polishing conditions are not always reflected in the wafer W polished after the first wafer W measured. This may be reflected in the wafer W polished after the second or more wafers.

したがって、研磨速度、研磨時間、研磨剤の流量などの研磨条件を常に最適に維持できるので、ウェハの残膜厚が目標値に正確に研磨され、ウェハの残膜厚のバラツキをなくすことができ、又、研磨効率が向上する。また、研磨パッド9、研磨ヘッド10、研磨剤等の消耗品の使用時間が必要最小に短縮されるので、消耗品の浪費を無くしてランニングコストが節減される。更に、過剰研磨や研磨不足などに起因するウェハの不良品の発生が少なくなるので、ウェハの歩留りを大幅に向上させることができる。   Therefore, polishing conditions such as polishing speed, polishing time, and abrasive flow rate can always be maintained optimally, so that the remaining film thickness of the wafer can be accurately polished to the target value and variations in the remaining film thickness of the wafer can be eliminated. Also, the polishing efficiency is improved. Further, since the use time of consumables such as the polishing pad 9, the polishing head 10, and the abrasive is shortened to the minimum necessary, the waste of consumables is eliminated and the running cost is reduced. Furthermore, since the generation of defective wafers due to excessive polishing or insufficient polishing is reduced, the yield of wafers can be greatly improved.

又、ウェハの研磨ステップごと、或いは、研磨軸10Aごと、プラテン8ごと、又は該研磨軸10Aとプラテン8との組み合わせごとに過去の研磨履歴を参照して、最適な研磨条件が作成される。斯くして、個々の研磨ステップ、研磨軸10A又はプラテン8に応じた最適な研磨条件でウェハを研磨できるので、ウェハの残膜厚を目標値に一層効率良く研磨することができる。   In addition, optimum polishing conditions are created by referring to the past polishing history for each wafer polishing step, for each polishing shaft 10A, for each platen 8, or for each combination of the polishing shaft 10A and the platen 8. Thus, the wafer can be polished under optimum polishing conditions according to the individual polishing steps, the polishing shaft 10A or the platen 8, so that the remaining film thickness of the wafer can be more efficiently polished to the target value.

更に、情報価値の高い直近の研磨履歴のデータに重み付けをした場合は、最新の生データを重視した研磨条件でウェハを研磨できるので、ウェハの研磨効率が更に向上する。   Furthermore, when weighting the latest polishing history data with high information value, the wafer can be polished under the polishing conditions that place importance on the latest raw data, so that the polishing efficiency of the wafer is further improved.

更に又、研磨条件の作成において、過去の研磨履歴から作成した近似式、並びに、装置自体が予め有している研磨モデルのデータを使用することにより、過去の研磨履歴と装置固有の研磨モデルのデータを反映した研磨条件下でウェハを研磨できるので、ウェハの残膜厚を効率良く正確に研磨できる。   Furthermore, in creating polishing conditions, by using the approximate expression created from the past polishing history and the data of the polishing model that the apparatus itself has in advance, the past polishing history and the polishing model unique to the apparatus can be obtained. Since the wafer can be polished under the polishing conditions reflecting the data, the remaining film thickness of the wafer can be polished efficiently and accurately.

又、過去の研磨履歴から作成した近似式に基づいてウェハの残膜厚を予測するので、客観的で信頼性の高い予測値が得られる。   Further, since the remaining film thickness of the wafer is predicted based on the approximate expression created from the past polishing history, an objective and highly reliable predicted value can be obtained.

更に、上記研磨時間の測定値と予測値との差、並びに、ウェハの研磨状況がモニター部14の画面上にてリアルタイムで監視して把握できるので、ウェハの研磨状況の良否を研磨中に容易に確認でき、ウェハの仕様及び研磨環境に見合った研磨条件を常に維持することができる。   Further, since the difference between the measured value and the predicted value of the polishing time and the polishing state of the wafer can be monitored and grasped in real time on the screen of the monitor unit 14, it is easy to determine whether the polishing state of the wafer is good or bad during polishing. Therefore, the polishing conditions suitable for the specifications of the wafer and the polishing environment can always be maintained.

更に又、上記算出した差の値が許容値以上の時は、研磨状況判断部15より注意信号が自動的に出力され、又、警告値以上の時は、警告信号と研磨停止信号が自動的に出力されるので、仮に異常な研磨状態になった時でも即時かつ適切に対応することができる。   Further, when the calculated difference value is equal to or larger than the allowable value, a caution signal is automatically output from the polishing state determination unit 15, and when it is equal to or higher than the warning value, the warning signal and the polishing stop signal are automatically output. Therefore, even if an abnormal polishing state occurs, it can be dealt with immediately and appropriately.

本実施例では、前記研磨条件の補正・変更は、ウェハの研磨ステップごと、研磨軸10Aごと、プラテン8ごと、又は該研磨軸10Aとプラテン8との組み合わせごとに独立に行われる。従って、各研磨ステップに応じた最適な研磨条件が得られ、且つ、研磨軸10Aごと、プラテン8ごと、又は、研磨軸10Aとプラテン8との組み合わせごとにおいて最適な研磨条件が得られる。斯くして、複数の研磨ステップ間、研磨軸10A同士間及び/又はプラテン8同士間にてウェハの残膜厚のバラツキを無くすことができる。   In this embodiment, the polishing conditions are corrected and changed independently for each wafer polishing step, for each polishing shaft 10A, for each platen 8, or for each combination of the polishing shaft 10A and the platen 8. Therefore, optimum polishing conditions according to each polishing step can be obtained, and optimum polishing conditions can be obtained for each polishing shaft 10A, for each platen 8, or for each combination of the polishing shaft 10A and the platen 8. Thus, variations in the residual film thickness of the wafer can be eliminated between the polishing steps, between the polishing shafts 10A and / or between the platens 8.

本発明は、本発明の精神を逸脱しない限り種々の改変を為すことができ、そして、本発明が該改変されたものに及ぶことは当然である。   The present invention can be variously modified without departing from the spirit of the present invention, and the present invention naturally extends to the modified one.

本発明の一実施例を示し、CMP装置の研磨条件管理装置を示すブロック図。The block diagram which shows one Example of this invention and shows the grinding | polishing condition management apparatus of CMP apparatus. 一実施例に係る研磨部を示す斜視図。The perspective view which shows the grinding | polishing part which concerns on one Example. 一実施例に係る研磨条件管理の手順を説明するフローチャート。The flowchart explaining the procedure of the grinding | polishing condition management which concerns on one Example. 一実施例に係る研磨済み枚数と残膜量との関係を示すグラフであり、(a)は残膜量の許容範囲を説明するグラフ、(b)は実研磨時間と予想時間を説明するグラフ。It is a graph which shows the relationship between the number of polish which concerns on one Example, and the amount of remaining films, (a) is a graph explaining the tolerance | permissible_range of remaining film amount, (b) is a graph explaining actual polishing time and estimated time. . 一実施例に係る研磨モデルの特性を説明するグラフであり、(a)は研磨圧力をパラメータとして残膜量が経時的に増加する場合を説明するグラフ、(b)は研磨圧力をパラメータとして残膜量が経時的に減少する場合を説明するグラフ、(c)は研磨速度が変化したときの残膜量と研磨時間との関係を示すグラフ。FIG. 4 is a graph illustrating characteristics of a polishing model according to an embodiment; (a) is a graph illustrating a case where the amount of remaining film increases with time using the polishing pressure as a parameter; The graph explaining the case where a film | membrane amount reduces with time, (c) is a graph which shows the relationship between the residual film | membrane amount and polishing time when a grinding | polishing speed | rate changes.

符号の説明Explanation of symbols

1 CMP装置
2 残膜厚測定機
3 研磨レシピ作成手段
4 残膜厚予測手段
5 研磨部
6 コンピュータ(制御手段)
8 プラテン
10 研磨ヘッド
11 算出部
12 記憶部
13 研磨条件補正・変更部
14 モニター部
15 研磨状況判断部
DESCRIPTION OF SYMBOLS 1 CMP apparatus 2 Remaining film thickness measuring machine 3 Polishing recipe preparation means 4 Remaining film thickness prediction means 5 Polishing part 6 Computer (control means)
8 Platen 10 Polishing Head 11 Calculation Unit 12 Storage Unit 13 Polishing Condition Correction / Change Unit 14 Monitor Unit 15 Polishing Status Judgment Unit

Claims (8)

ウェハ表面に形成された被研磨膜を研磨するCMP装置において、
該ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成する研磨レシピ作成手段と、
該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する残膜厚予測手段と、
研磨後のウェハの残膜厚を測定する残膜厚測定機と、
該残膜厚の測定結果や前記研磨条件など管理するコンピュータとから構成され、
更に、該コンピュータは前記残膜厚の測定値と予測値との差を算出する算出部と、該算出した差が最小になるように前記研磨条件を補正・変更する研磨条件補正・変更部とを備え、
該研磨条件の補正・変更をリアルタイムで行うように構成したことを特徴とするCMP装置の研磨条件管理装置。
In a CMP apparatus for polishing a film to be polished formed on a wafer surface,
Polishing recipe creating means for creating polishing conditions so that polishing conditions such as polishing speed, polishing pressure, and abrasive of the wafer are optimized,
A residual film thickness predicting means for predicting a residual film thickness after polishing of a wafer polished under the polishing conditions;
A residual film thickness measuring machine for measuring the residual film thickness of the polished wafer;
It is composed of a computer that manages the measurement results of the residual film thickness and the polishing conditions,
Further, the computer calculates a difference between the measured value and the predicted value of the remaining film thickness, and a polishing condition correction / change unit that corrects / changes the polishing condition so that the calculated difference is minimized. With
A polishing condition management apparatus for a CMP apparatus, wherein the polishing condition is corrected and changed in real time.
上記研磨レシピ作成手段は、上記ウェハの研磨ステップごと、或いは、上記CMP装置の研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに最適な研磨条件を作成することを特徴とする請求項1記載のCMP装置の研磨条件管理装置。   The polishing recipe creating means creates optimum polishing conditions for each polishing step of the wafer, for each polishing axis of the CMP apparatus, for each platen, or for each combination of the polishing axis and the platen. The polishing condition management apparatus for a CMP apparatus according to claim 1. 上記研磨レシピ作成手段は、過去の研磨履歴から作成した近似式、並びに、上記CMP装置自体が予め有している研磨モデルのデータに基づいて最適な研磨条件を作成することを特徴とする請求項1又は2記載のCMP装置の研磨条件管理装置。   The polishing recipe creation means creates an optimum polishing condition based on an approximate expression created from a past polishing history and data of a polishing model that the CMP apparatus itself has in advance. 3. A polishing condition management apparatus for a CMP apparatus according to 1 or 2. 上記残膜厚予測手段は、過去の研磨履歴から作成した近似式に基づいてウェハの残膜厚を予測することを特徴とする請求項1記載のCMP装置の研磨条件管理装置。   2. The polishing condition management apparatus for a CMP apparatus according to claim 1, wherein the remaining film thickness predicting means predicts the remaining film thickness of the wafer based on an approximate expression created from a past polishing history. 上記コンピュータは、上記残膜厚の測定値と予測値との差、並びに、ウェハの研磨状況などを表示するモニター部を有することを特徴とする請求項1記載のCMP装置の研磨条件管理装置。   2. The polishing condition management apparatus for a CMP apparatus according to claim 1, wherein the computer has a monitor unit for displaying a difference between the measured value and the predicted value of the remaining film thickness and a polishing state of the wafer. 上記コンピュータは、上記算出した差が所定値以上の場合に注意信号、警告信号及び/又は研磨停止信号を出力する研磨状況判断部を有することを特徴とする請求項1又は5記載のCMP装置の研磨条件管理装置。   The CMP apparatus according to claim 1, wherein the computer includes a polishing state determination unit that outputs a caution signal, a warning signal, and / or a polishing stop signal when the calculated difference is equal to or greater than a predetermined value. Polishing condition management device. 上記研磨条件補正・変更部は、上記ウェハの研磨ステップごと、或いは、上記CMP装置の研磨軸ごと、プラテンごと、又は該研磨軸とプラテンとの組み合わせごとに研磨条件を補正・変更することを特徴とする請求項1記載のCMP装置の研磨条件管理装置。   The polishing condition correction / change unit corrects / changes the polishing condition for each polishing step of the wafer, for each polishing axis of the CMP apparatus, for each platen, or for each combination of the polishing axis and the platen. The polishing condition management apparatus for a CMP apparatus according to claim 1. ウェハ表面に形成された被研磨膜を研磨するCMP装置であって、
該ウェハの研磨速度、研磨圧力、研磨剤等の研磨条件が最適になるように研磨条件を作成する研磨レシピ作成工程と、
該研磨条件下で研磨されるウェハの研磨後の残膜厚を予測する残膜厚予測工程と、
研磨後のウェハの残膜厚を測定する残膜厚測定工程と、
前記残膜厚の測定値と予測値との差を算出する演算工程と、
該算出した差が最小になるように前記研磨条件を補正・変更する研磨条件補正・変更工程とを備え、
該研磨条件の補正・変更をリアルタイムで実行することを特徴とするCMP装置の研磨条件管理方法。
A CMP apparatus for polishing a film to be polished formed on a wafer surface,
A polishing recipe creating step for creating polishing conditions so that polishing conditions such as polishing speed, polishing pressure, and abrasive of the wafer are optimized,
A remaining film thickness predicting step for predicting the remaining film thickness after polishing of the wafer polished under the polishing conditions;
A residual film thickness measurement step for measuring the residual film thickness of the wafer after polishing;
A calculation step of calculating a difference between the measured value and the predicted value of the remaining film thickness;
A polishing condition correction / change step for correcting / changing the polishing condition so that the calculated difference is minimized, and
A polishing condition management method for a CMP apparatus, wherein the correction and change of the polishing conditions are executed in real time.
JP2007117544A 2007-04-26 2007-04-26 Device and method for controlling polishing condition of cmp apparatus Pending JP2008277450A (en)

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Family Cites Families (4)

* Cited by examiner, † Cited by third party
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JP3788533B2 (en) * 1996-09-30 2006-06-21 東京エレクトロン株式会社 Polishing apparatus and polishing method
US6402589B1 (en) * 1998-10-16 2002-06-11 Tokyo Seimitsu Co., Ltd. Wafer grinder and method of detecting grinding amount
US7189318B2 (en) * 1999-04-13 2007-03-13 Semitool, Inc. Tuning electrodes used in a reactor for electrochemically processing a microelectronic workpiece
US20020192966A1 (en) * 2001-06-19 2002-12-19 Shanmugasundram Arulkumar P. In situ sensor based control of semiconductor processing procedure

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