JP2000235009A - Particle analyzing device by means of electron probe microanalyzer - Google Patents

Particle analyzing device by means of electron probe microanalyzer

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Publication number
JP2000235009A
JP2000235009A JP11036612A JP3661299A JP2000235009A JP 2000235009 A JP2000235009 A JP 2000235009A JP 11036612 A JP11036612 A JP 11036612A JP 3661299 A JP3661299 A JP 3661299A JP 2000235009 A JP2000235009 A JP 2000235009A
Authority
JP
Japan
Prior art keywords
electron
specimen
particles
sample
electron beam
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP11036612A
Other languages
Japanese (ja)
Inventor
Hideyuki Takahashi
秀之 高橋
Yuji Kondo
裕而 近藤
Masaru Takakura
優 高倉
Hidemi Ohashi
秀実 大橋
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Jeol Ltd
Original Assignee
Jeol Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Jeol Ltd filed Critical Jeol Ltd
Priority to JP11036612A priority Critical patent/JP2000235009A/en
Publication of JP2000235009A publication Critical patent/JP2000235009A/en
Pending legal-status Critical Current

Links

Abstract

PROBLEM TO BE SOLVED: To provide a particle analyzing device by means of an electron probe microanalyzer capable of correctly determining the compounds to be analyzed even if particles are small enough to fall under an electron diffusion domain of an electron beam irradiated to a specimen. SOLUTION: In this particle analyzing device, an electron probe microanalyzer, irradiating an electron beam to a specimen and analyzing elements in a specimen surface based on characteristic X-rays emitted from the specimen, is made up of a reflected electron detector 8 or a secondary electron detector 9 for obtaining an electron image of the specimen surface, a means 27 for computing the gravity center of particles in the surface of the specimen, a scanning coil 5 or a specimen-stage motor control circuit 23 for moving the electron beam to the position of the gravity center and fixing it thereto, a WDS 16 or an EDS 17 for quantatively analyzing the elements of the particles, a means 28 for computing atomic ratios from the weight concentrations of the elements based on a result of the quantitative analysis, and a means 29 for determining the compounds based on the atomic ratio, and grouping and totalizing them.

Description

【発明の詳細な説明】DETAILED DESCRIPTION OF THE INVENTION

【0001】[0001]

【発明の属する技術分野】この発明は、試料に照射され
た電子線の電子拡散領域以下の小さい粒子の場合でも、
正しく粒子化合物の判定を行うことの可能な電子プロー
ブマイクロアナライザ(以下EPMAと略称する)によ
る粒子解析装置に関する。
BACKGROUND OF THE INVENTION The present invention relates to a method for producing a sample having a small particle size smaller than the electron diffusion region of an electron beam irradiated on a sample.
The present invention relates to a particle analyzer using an electron probe microanalyzer (hereinafter abbreviated as EPMA) capable of correctly determining a particle compound.

【0002】[0002]

【従来の技術】従来、波長分散形X線分光器(WDS)
又はエネルギー分散形X線分光器(EDS)を用いたE
PMAにおいては、試料の特性X線を検出し標準試料に
よるX線強度との比較により定量分析を行うようになっ
ている。またコンピュータ制御による試料ステージ又は
電子ビームの自動制御により、連続的な分析が可能にな
っている。また最近では、自動的に介在物などの粒子を
反射電子像や2次電子像で検出して、その重心を算出し
電子ビームをその重心点に自動的に移動固定して、定量
分析できるシステムが構築されている。
2. Description of the Related Art Conventionally, wavelength dispersion type X-ray spectrometer (WDS)
Or E using an energy dispersive X-ray spectrometer (EDS)
In PMA, characteristic X-rays of a sample are detected, and quantitative analysis is performed by comparison with the X-ray intensity of a standard sample. In addition, continuous analysis is possible by automatic control of the sample stage or the electron beam under computer control. Also, recently, a system that automatically detects particles such as inclusions with a reflected electron image or a secondary electron image, calculates the center of gravity, automatically moves and fixes the electron beam to the center of gravity, and can perform quantitative analysis. Has been built.

【0003】更に、この定量分析にあたり、定量された
各元素の値(重量濃度%)から、その統計的変動や測定
誤差を考慮しながら、得られた粒子の化合物の種類を自
動的に判定してグループ分けしてゆく学習機能システム
が開発されている。
Further, in this quantitative analysis, the type of the compound of the obtained particles is automatically determined from the quantified value of each element (weight concentration%) in consideration of its statistical fluctuation and measurement error. A learning function system has been developed in which groups are divided into groups.

【0004】[0004]

【発明が解決しようとする課題】ところで、現在走査電
子顕微鏡(SEM)又はEPMAにおいては、電子線は
通常50〜60Å程度まで細く絞ることができ、高分解能の
観察が可能である。しかし加速された電子は分析試料内
部深くまで侵入しX線を発生するので、X線発生領域は
約1μm前後まで拡散してしまう。
By the way, in a scanning electron microscope (SEM) or EPMA at present, an electron beam can usually be narrowed down to about 50 to 60 °, and high-resolution observation is possible. However, since the accelerated electrons penetrate deep into the analysis sample and generate X-rays, the X-ray generation region is diffused to about 1 μm.

【0005】例えば、鉄鋼中のMnSやMgOなどの微小介
在物を分析する場合、図2の(A)に示すように数μm
以上の大きな粒子のみであれば、殆ど正しく粒子そのも
のを定量分析することは可能である。すなわち、加速さ
れた電子は介在物の中だけで散乱し、周りの鉄の領域へ
は拡散せず、したがって定量分析では鉄の影響を受けな
い。しかし図2の(B)に示すように、1μm以下の小
さい粒子が混在している場合は、1μm以下の小さい粒
子に対しては、その周囲の鉄の領域まで電子が拡散して
しまうため、例えばMnSの粒子のときMn ,SのX線の
他に周囲の鉄のX線を発生させ、その定量結果はFeMnS
の化合物として誤認識されてしまう。開発されているオ
ンライン自動粒子分析は、電子像で認識した介在物(粒
子)は全て定量分析して化合物を分類してゆく機能であ
るが、このとき上記のように鉄鋼中に小さなMnS粒子が
含まれている場合には、MnSとは別の化合物FeMnSとし
てグループ分けされてしまい、実際よりも多くの化合物
が存在すると判定される問題点がある。これは化合物グ
ループ分けを重量濃度主体に構築されているためでもあ
る。
[0005] For example, when analyzing minute inclusions such as MnS and MgO in iron and steel, as shown in FIG.
With only the above large particles, it is possible to quantitatively analyze the particles themselves almost completely. That is, the accelerated electrons are scattered only in the inclusions and do not diffuse into the surrounding iron region, and thus are not affected by iron in the quantitative analysis. However, as shown in FIG. 2B, when small particles of 1 μm or less are mixed, electrons diffuse to the iron region around the small particles of 1 μm or less. For example, in the case of MnS particles, X-rays of surrounding iron are generated in addition to X-rays of Mn and S, and the quantification result is FeMnS
Is misrecognized as a compound of The online automatic particle analysis that is being developed is a function that classifies compounds by quantitatively analyzing all inclusions (particles) recognized in the electronic image. At this time, small MnS particles are present in steel as described above. If it is included, it is grouped as a compound FeMnS different from MnS, and there is a problem that it is determined that more compounds exist than actually. This is also because the compound grouping is constructed mainly by weight concentration.

【0006】本発明は、従来の粒子解析装置における上
記問題点を解消するためになされたもので、試料照射電
子線の電子拡散領域以下の小さい粒子の場合でも正しく
分析目的の化合物を割り出すことが可能なEPMAによ
る粒子解析装置を提供することを目的とする。
SUMMARY OF THE INVENTION The present invention has been made to solve the above-mentioned problems in the conventional particle analyzer, and it is possible to correctly determine a compound to be analyzed even in the case of particles having a size smaller than the electron diffusion region of a sample irradiation electron beam. It is an object of the present invention to provide a particle analyzer using EPMA.

【0007】[0007]

【課題を解決するための手段】上記問題点を解決するた
め、本発明は、試料に電子線を照射して該試料から放出
される特性X線に基づいて試料表面の元素分析を行う電
子プローブマイクロアナライザにおいて、試料表面を電
子像として観察する手段と、観察された試料表面におけ
る粒子の重心位置を算出する手段と、試料ステージ又は
電子ビームを移動して前記粒子の重心位置に電子ビーム
を固定制御する手段と、前記粒子の元素を定量分析する
手段と、定量分析結果に基づく元素重量濃度から原子比
を算出する手段と、算出された原子比に基づいて化合物
の判定を行いグループ分けして集計する手段とで粒子解
析装置を構成するものである。
In order to solve the above problems, the present invention provides an electron probe which irradiates a sample with an electron beam and performs elemental analysis of the sample surface based on characteristic X-rays emitted from the sample. In the microanalyzer, means for observing the sample surface as an electron image, means for calculating the position of the center of gravity of the particles on the observed sample surface, and moving the sample stage or the electron beam to fix the electron beam at the position of the center of gravity of the particles Means for controlling, means for quantitatively analyzing the elements of the particles, means for calculating the atomic ratio from the element weight concentration based on the quantitative analysis result, and grouping by performing compound determination based on the calculated atomic ratio The counting means constitutes a particle analysis device.

【0008】このように、定量した結果得られた元素重
量濃度に基づいて算出された原子比によって化合物の判
定を行うようにしているので、粒子の周囲の物質を多少
含んでも、またX線強度が小さくなったり濃度が小さく
なっても同じグループの化合物として判定することが可
能となり、誤認識がなくなり正確な粒子解析を行うこと
ができる。
As described above, the compound is determined based on the atomic ratio calculated based on the weight concentration of the element obtained as a result of the quantification. It becomes possible to determine the compounds of the same group even if the particle size becomes small or the concentration becomes small, and accurate particle analysis can be performed without erroneous recognition.

【0009】[0009]

【発明の実施の形態】次に実施の形態について説明す
る。図1は、本発明に係るEPMAによる粒子解析装置
の実施の形態を示す概略構成図である。図1において、
1は電子銃、2はコンデンサレンズコイル、3は対物絞
り、4はファラデーカップ、5は走査(偏向)コイル、
6は非点補正コイル、7は対物レンズ、8は反射電子検
出器、9は2次電子検出器、10は試料、11は試料ステー
ジ、12はステージ駆動モータである。13はX線分光素
子、14はX線検出器、15はX線分光素子駆動用モータ
で、これらでWDS(波長分散形X線分光器)16を構成
している。17はEDS(エネルギー分散形X線分光
器)、18は光学顕微鏡、19はEDSX線信号データ取込
み装置、20は電子走査回路、21は2次電子信号データ取
込み装置、22は反射電子信号データ取込み装置、23はス
テージモータ制御回路、24はWDSX線信号データ取込
み装置、25は中央演算装置、26は大容量記憶装置で、中
央演算装置25内には2次電子信号データ又は反射電子信
号データによる試料電子像に基づいて試料中の粒子の重
心を算出する手段27,EDSX線信号データ又はWDS
X線信号データに基づいて実行された定量分析の結果か
ら、粒子構成物質の原子比を算出する手段28,原子比に
基づいて化合物の判定を行いグループ分けを行って集計
する手段29を備えている。
Next, an embodiment will be described. FIG. 1 is a schematic configuration diagram showing an embodiment of a particle analysis device using EPMA according to the present invention. In FIG.
1 is an electron gun, 2 is a condenser lens coil, 3 is an objective aperture, 4 is a Faraday cup, 5 is a scanning (deflection) coil,
6 is an astigmatism correction coil, 7 is an objective lens, 8 is a backscattered electron detector, 9 is a secondary electron detector, 10 is a sample, 11 is a sample stage, and 12 is a stage drive motor. Reference numeral 13 denotes an X-ray spectroscopy element, 14 denotes an X-ray detector, 15 denotes an X-ray spectroscopy element driving motor, and these constitute a WDS (Wavelength Dispersion X-ray Spectrometer) 16. 17 is an EDS (energy dispersive X-ray spectrometer), 18 is an optical microscope, 19 is an EDSX signal data acquisition device, 20 is an electronic scanning circuit, 21 is a secondary electron signal data acquisition device, 22 is a reflected electron signal data acquisition. Device, 23 is a stage motor control circuit, 24 is a WDS X-ray signal data acquisition device, 25 is a central processing unit, 26 is a mass storage device, and in the central processing unit 25, secondary electron signal data or reflected electron signal data is used. Means 27 for calculating the center of gravity of the particles in the sample based on the sample electron image, EDSX-ray signal data or WDS
A means for calculating the atomic ratio of the particle constituents from the result of the quantitative analysis performed based on the X-ray signal data; and a means for determining the compounds based on the atomic ratio, grouping the groups, and totalizing the results. I have.

【0010】次に、このように構成されている粒子解析
装置の動作について説明する。まず、電子走査回路20及
び走査コイル5を介しての電子ビーム走査、又はステー
ジモータ制御回路23及びステージモータ12を介しての試
料ステージ11の走査を行い、試料表面からの反射電子又
は2次電子を反射電子検出器8又は2次電子検出器9で
検出し、反射電子信号データ取込み装置22又は2次電子
信号データ取込み装置21を介して、試料表面の反射電子
像又は2次電子像を得る。
Next, the operation of the particle analyzer thus constructed will be described. First, electron beam scanning through the electronic scanning circuit 20 and the scanning coil 5 or scanning of the sample stage 11 through the stage motor control circuit 23 and the stage motor 12 is performed, and reflected electrons or secondary electrons from the sample surface are scanned. Is detected by the reflected electron detector 8 or the secondary electron detector 9, and a reflected electron image or a secondary electron image of the sample surface is obtained via the reflected electron signal data acquisition device 22 or the secondary electron signal data acquisition device 21. .

【0011】次いで、試料表面の反射電子像又は2次電
子像に基づいて、試料中の各粒子の重心を重心算出手段
27により求め、各粒子の重心位置に試料ステージ11又は
電子ビームを順次移動させて電子ビームを固定し、WD
S16又はEDS17により定量分析を行う。そしてWDS
X線信号データ取込み装置24又はEDSX線信号データ
取込み装置19を介して分析結果を大容量記憶装置26へ収
納する。この定量分析は、全検出元素を定量分析する
か、あるいは検出元素中の着目する元素のみを選択して
定量分析を行う。次いで、原子比算出手段28において定
量分析結果から得られた元素重量濃度%に基づいて原子
量を用いて粒子構成物質の原子比を算出し、これをもと
に化合物グループ分け集計手段29において化合物の判定
を行い、グループ分けや集計を行って試料の粒子解析を
完了する。
Then, the center of gravity of each particle in the sample is calculated based on the reflected electron image or the secondary electron image of the sample surface.
27, the electron beam is fixed by sequentially moving the sample stage 11 or the electron beam to the position of the center of gravity of each particle, and
Perform quantitative analysis by S16 or EDS17. And WDS
The analysis result is stored in the mass storage device 26 via the X-ray signal data acquisition device 24 or the EDSX-ray signal data acquisition device 19. In this quantitative analysis, all the detected elements are quantitatively analyzed, or only the element of interest in the detected elements is selected and quantitative analysis is performed. Next, the atomic ratio of the particle constituting material is calculated using the atomic weight based on the element weight concentration% obtained from the quantitative analysis result in the atomic ratio calculating means 28, and the compound Judgment is performed, grouping and aggregation are performed, and the particle analysis of the sample is completed.

【0012】このように原子比を算出して、これをもと
に化合物の判定を行うことにより、電子ビームの電子拡
散領域以下の小さい粒子の場合でも、正しく目的とする
化合物を判定することができる。例えば、鉄鋼中のMnS
やMgO粒子を分析する場合、従来の重量濃度での化合物
の判定を行った場合には、例えば、MnS:57個、FeX( M
nS)1-X:23個、MgO:35個、FeX ( MgO)1-X:17個と
判定されてしまう場合でも、本発明によれば、MnS:80
個、MgO:52個と正しく判定することができる。また、
試料表面が多少汚れていて定量元素濃度が低下しても、
原子比により化合物を判定しているので、正しい粒子解
析が可能であり、また試料表面に多少凹凸があってX線
強度が低下し定量元素濃度が低下しても、原子比で化合
物を判定しているので、X線強度の低下が相殺されて分
析が可能であり、更に粒子形状が多少複雑で重心位置が
粒子外にずれていても、粒子が電子拡散領域に含まれて
いれば目的化合物の分析が可能である。
As described above, by calculating the atomic ratio and determining the compound based on the calculated atomic ratio, the target compound can be correctly determined even in the case of small particles smaller than the electron diffusion region of the electron beam. it can. For example, MnS in steel
In the case of analyzing MgO particles and MgO particles, when a compound is determined at the conventional weight concentration, for example, 57 MnS, Fe X (M
nS) 1-X: 23 pieces, MgO: 35 pieces, Fe X (MgO) 1- X: Even when 17 and will be determined, according to the present invention, MnS: 80
And MgO: 52 can be correctly determined. Also,
Even if the sample surface is slightly contaminated and the quantitative element concentration decreases,
Since the compound is determined by the atomic ratio, correct particle analysis is possible.Also, even if the sample surface has some irregularities and the X-ray intensity decreases and the quantitative element concentration decreases, the compound is determined by the atomic ratio. Therefore, the analysis can be performed by offsetting the decrease in X-ray intensity, and even if the particle shape is somewhat complicated and the center of gravity is shifted outside the particle, the target compound can be analyzed if the particle is included in the electron diffusion region. Analysis is possible.

【0013】[0013]

【発明の効果】以上実施の形態に基づいて説明したよう
に、本発明によれば、定量分析結果から得られる原子比
に基づいて化合物の判定を行うようにしているので、試
料に照射される電子線の電子拡散領域以下の小さい粒子
の場合でも正しく目的とする化合物を割り出すことが可
能となり、小さい粒子が分析対象となり制限の少ないE
PMAによる粒子解析装置を実現することができる。
As described above with reference to the embodiments, according to the present invention, a compound is determined based on an atomic ratio obtained from a quantitative analysis result, so that a sample is irradiated. Even in the case of small particles smaller than the electron diffusion region of the electron beam, it is possible to correctly determine the target compound, and the small particles are analyzed and E
A particle analysis device using PMA can be realized.

【図面の簡単な説明】[Brief description of the drawings]

【図1】本発明に係るEPMAによる粒子解析装置の実
施の形態を示す概略構成図である。
FIG. 1 is a schematic configuration diagram showing an embodiment of a particle analysis device based on EPMA according to the present invention.

【図2】鉄鋼中にMnSやMgO粒子が存在する試料表面を
示す図である。
FIG. 2 is a diagram showing a sample surface in which MnS and MgO particles are present in steel.

【符号の説明】[Explanation of symbols]

1 電子銃 2 コンデンサレンズコイル 3 対物絞り 4 ファラデーカップ 5 走査(偏向)コイル 6 非点補正コイル 7 対物レンズ 8 反射電子検出器 9 2次電子検出器 10 試料 11 試料ステージ 12 ステージ駆動モータ 13 X線分光素子 14 X線検出器 15 X線分光素子駆動用モータ 16 WDS 17 EDS 18 光学顕微鏡 19 EDSX線信号データ取込み装置 20 電子走査回路 21 2次電子信号データ取込み装置 22 反射電子信号データ取込み装置 23 ステージモータ制御回路 24 WDSX線信号データ取込み装置 25 中央演算装置 26 大容量記憶装置 27 重心算出手段 28 原子比算出手段 29 化合物グループ分け集計手段 Reference Signs List 1 electron gun 2 condenser lens coil 3 objective aperture 4 Faraday cup 5 scanning (deflection) coil 6 astigmatism correction coil 7 objective lens 8 backscattered electron detector 9 secondary electron detector 10 sample 11 sample stage 12 stage drive motor 13 X-ray Spectroscopic element 14 X-ray detector 15 Motor for driving X-ray spectroscopic element 16 WDS 17 EDS 18 Optical microscope 19 EDSX X-ray signal data acquisition device 20 Electronic scanning circuit 21 Secondary electron signal data acquisition device 22 Reflected electron signal data acquisition device 23 Stage Motor control circuit 24 WDS X-ray signal data acquisition unit 25 Central processing unit 26 Mass storage unit 27 Center of gravity calculation unit 28 Atomic ratio calculation unit 29 Compound grouping and aggregation unit

───────────────────────────────────────────────────── フロントページの続き (72)発明者 高倉 優 東京都昭島市武蔵野三丁目1番2号 日本 電子株式会社内 (72)発明者 大橋 秀実 東京都昭島市武蔵野三丁目1番2号 日本 電子株式会社内 Fターム(参考) 2G001 AA03 BA05 BA07 BA15 BA30 CA01 CA03 CA10 EA01 EA03 EA08 FA06 FA18 HA09 JA11 KA01 KA20 MA04 NA03 NA08 NA10 NA17 NA20 PA11 5C033 PP01 PP02 PP05 PP06  ──────────────────────────────────────────────────続 き Continuing on the front page (72) Inventor Yu Takakura 3-1-2 Musashino, Akishima-shi, Tokyo Japan Electronic Co., Ltd. (72) Hidemi Ohashi 3-1-2 Musashino, Akishima-shi, Tokyo Japan Electronics F term in the company (reference) 2G001 AA03 BA05 BA07 BA15 BA30 CA01 CA03 CA10 EA01 EA03 EA08 FA06 FA18 HA09 JA11 KA01 KA20 MA04 NA03 NA08 NA10 NA17 NA20 PA11 5C033 PP01 PP02 PP05 PP06

Claims (1)

【特許請求の範囲】[Claims] 【請求項1】 試料に電子線を照射して該試料から放出
される特性X線に基づいて試料表面の元素分析を行う電
子プローブマイクロアナライザにおいて、試料表面を電
子像として観察する手段と、観察された試料表面におけ
る粒子の重心位置を算出する手段と、試料ステージ又は
電子ビームを移動して前記粒子の重心位置に電子ビーム
を固定制御する手段と、前記粒子の元素を定量分析する
手段と、定量分析結果に基づく元素重量濃度から原子比
を算出する手段と、算出された原子比に基づいて化合物
の判定を行いグループ分けして集計する手段とを備えて
いることを特徴とする粒子解析装置。
An electron probe microanalyzer for irradiating a sample with an electron beam and performing elemental analysis of the sample surface based on characteristic X-rays emitted from the sample, means for observing the sample surface as an electronic image, Means for calculating the position of the center of gravity of the particles on the surface of the sample, means for moving the sample stage or the electron beam to fix and control the electron beam at the position of the center of gravity of the particles, and means for quantitatively analyzing the elements of the particles, A particle analysis device comprising: means for calculating an atomic ratio from the elemental weight concentration based on the result of quantitative analysis; and means for determining a compound based on the calculated atomic ratio and grouping and totaling. .
JP11036612A 1999-02-16 1999-02-16 Particle analyzing device by means of electron probe microanalyzer Pending JP2000235009A (en)

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Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2005201640A (en) * 2004-01-13 2005-07-28 Jeol Ltd Sample evaluation method and sample evaluating device
JP2010060389A (en) * 2008-09-02 2010-03-18 Horiba Ltd Particle analyzer, data analyzer, x-ray analyzer, particle analysis method and computer program
JP2015148499A (en) * 2014-02-06 2015-08-20 日本電子株式会社 Particle analysis device and program
JP2019120622A (en) * 2018-01-09 2019-07-22 日本製鉄株式会社 Particulate classification device, quality evaluation device, electron beam device, particulate classification method, quality evaluation method, and program
JP2021071446A (en) * 2019-11-01 2021-05-06 国立大学法人大阪大学 Particle analysis method, machine learning device, particle analysis device, and particle analysis system

Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2005201640A (en) * 2004-01-13 2005-07-28 Jeol Ltd Sample evaluation method and sample evaluating device
JP4498751B2 (en) * 2004-01-13 2010-07-07 日本電子株式会社 Sample evaluation method and sample evaluation apparatus
JP2010060389A (en) * 2008-09-02 2010-03-18 Horiba Ltd Particle analyzer, data analyzer, x-ray analyzer, particle analysis method and computer program
JP2015148499A (en) * 2014-02-06 2015-08-20 日本電子株式会社 Particle analysis device and program
JP2019120622A (en) * 2018-01-09 2019-07-22 日本製鉄株式会社 Particulate classification device, quality evaluation device, electron beam device, particulate classification method, quality evaluation method, and program
JP7020120B2 (en) 2018-01-09 2022-02-16 日本製鉄株式会社 Particle separator, quality evaluation device, electron beam device and program
JP2021071446A (en) * 2019-11-01 2021-05-06 国立大学法人大阪大学 Particle analysis method, machine learning device, particle analysis device, and particle analysis system
JP7306631B2 (en) 2019-11-01 2023-07-11 国立大学法人大阪大学 Particle analysis method, machine learning device, particle analysis device, and particle analysis system

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