JPS63151851A - Data processor for chromatograph - Google Patents
Data processor for chromatographInfo
- Publication number
- JPS63151851A JPS63151851A JP29875686A JP29875686A JPS63151851A JP S63151851 A JPS63151851 A JP S63151851A JP 29875686 A JP29875686 A JP 29875686A JP 29875686 A JP29875686 A JP 29875686A JP S63151851 A JPS63151851 A JP S63151851A
- Authority
- JP
- Japan
- Prior art keywords
- chromatogram
- peak
- initial value
- chromatograms
- peaks
- 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
Links
- 238000000034 method Methods 0.000 claims abstract description 13
- 238000013500 data storage Methods 0.000 claims abstract description 4
- 238000001514 detection method Methods 0.000 claims abstract description 4
- 238000011208 chromatographic data Methods 0.000 claims description 3
- 238000001228 spectrum Methods 0.000 claims description 3
- 230000002093 peripheral effect Effects 0.000 claims description 2
- 238000004364 calculation method Methods 0.000 abstract description 7
- 239000007788 liquid Substances 0.000 abstract description 2
- 239000011159 matrix material Substances 0.000 abstract description 2
- 230000003595 spectral effect Effects 0.000 abstract 1
- 238000000354 decomposition reaction Methods 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 210000003323 beak Anatomy 0.000 description 1
- 238000004587 chromatography analysis Methods 0.000 description 1
Landscapes
- Treatment Of Liquids With Adsorbents In General (AREA)
Abstract
Description
【発明の詳細な説明】
〔産業上の利用分野〕
本発明はクロマトグラフ用データ処理に係り、特に重な
りピークの分解、定量法に関する。DETAILED DESCRIPTION OF THE INVENTION [Industrial Field of Application] The present invention relates to chromatographic data processing, and particularly to a method for decomposing and quantifying overlapping peaks.
従来の装置では、重なりピークの分解は、垂直分割、又
は、スキミング分割処理で行なわれている。一方、ある
関数で仮定し、最適パラメーターを非線型最小2乗法で
行なう場合でも、パラメーターの初期値設定は1重なり
ピークそのものを用いて行なわれていた。In conventional devices, overlapping peaks are resolved by vertical division or skimming division processing. On the other hand, even when a certain function is assumed and the optimal parameters are determined by the nonlinear least squares method, the initial values of the parameters are set using the single peak itself.
上記従来技術は非線型パラメーターの最適化に際し良い
初期値設定について余り配慮されておらず、最適パラメ
ーターが得られなかったり(解が取束しない)、多大の
計算4間を要すると云った問題があった。The above-mentioned conventional technology does not give much consideration to good initial value settings when optimizing nonlinear parameters, resulting in problems such as not being able to obtain optimal parameters (no solution is reached), and requiring a large amount of calculation time. there were.
本発明の目的は重なりピーク分解の為、関数パラメータ
ーの初期値を効率良く設定することにある。An object of the present invention is to efficiently set initial values of function parameters for overlapping peak decomposition.
上記目的を達成する為には、2波長以上のクロマトグラ
ムが必要となる。重なりピークの一つを打ち消すように
スケールファクターを1つのり6マトグラムに乗じ、も
う一つのクロマトグラムとの差をとる。この事により、
残ったピークからこのピークをフィツトする関数のパラ
メーターの良い初期値設定が容易に行なえる。In order to achieve the above objective, a chromatogram with two or more wavelengths is required. Multiply one chromatogram by a scale factor so as to cancel one of the overlapping peaks, and take the difference from the other chromatogram. Due to this,
From the remaining peaks, it is easy to set good initial values for the parameters of the function that fits this peak.
[作用〕
良い初期値設定ができることにより、非線型最小2乗法
による計算の発散を妨げる。[Effect] By being able to set good initial values, divergence in calculations using the nonlinear least squares method is prevented.
以下1本発明の一実施例を第1図により説明する。液体
クロマトグラフからのアナログ信号(クロマトグラム、
スペクトル)は、A/D変換器1を経て、デジタル信号
に変換され、周辺機器接続器7を経て中央処理器5に入
る。その後、制御命令格納器2の指令により、制御指令
器6が所定の行列形式のデータに変換し、信号データ格
納器3にデータを格納する。一端格納されたデータより
2つのクロマトグラムを呼び出し、重なりビーーゲ分解
器9により、差クロマトグラムから、各ピークをシュミ
レートする関数の初期値(ピーク位置。An embodiment of the present invention will be described below with reference to FIG. Analog signal from liquid chromatograph (chromatogram,
The spectrum) is converted into a digital signal via the A/D converter 1 and enters the central processor 5 via the peripheral device connector 7. Thereafter, the control command unit 6 converts the data into data in a predetermined matrix format according to a command from the control command storage unit 2, and stores the data in the signal data storage unit 3. Two chromatograms are called from the stored data, and the overlapped Bieghe decomposer 9 calculates the initial value (peak position) of the function that simulates each peak from the difference chromatogram.
ピーク巾)を得てパラメーター格納器4に収納する0重
なりピークの完全なフイツテングは、非線型最小2乗法
フイツテング器10により行なわれ、出力機器8を経て
、計算結果が出力される。Complete fitting of the zero-overlap peaks obtained (peak width) and stored in the parameter storage 4 is performed by a nonlinear least squares fitting device 10, and the calculation result is outputted via the output device 8.
第2図に重なり2ビークの分解例を示す、(a)(b)
は検出波長人馬、入れで得られたクロマトグラムである
。(C)は、第2ピークを打消すようにスケールファク
ターαを乗じ差クロマトグラムを取ったものである。こ
の差クロマトよりピーク1の位置(ti’t)とピーク
巾(6z’)を求める事ができる。(d)は逆にピーク
1を打ち消すようにして求めた差クロマトグラムで、こ
れより第2ピークのt nOsと620を得る。得られ
た(610゜6°2. tR1’、 tR2°)を
初期値とし、A五〇、Ax。Figure 2 shows an example of decomposition of two overlapping beaks, (a) and (b)
is a chromatogram obtained using the detection wavelength Jinba. (C) is a difference chromatogram obtained by multiplying by a scale factor α to cancel the second peak. From this differential chromatography, the position (ti't) and peak width (6z') of peak 1 can be determined. (d) is a difference chromatogram obtained by canceling peak 1, and from this, the second peak t nOs and 620 are obtained. The obtained values (610°6°2. tR1', tR2°) are used as initial values, and A50 and Ax.
の値を仮定し、もう一度、非線型最小2乗法で完全なピ
ーク分解を行ったものが(a)である。3つの重なりピ
ークの場合は、真中のピークを打ち消すようにスケーリ
ング係数を調整し差クロマトグラムを得る事により1両
端のピークに対する、(tz°* taO,6エ0.6
aO)を得る事ができる。Assuming the value of , complete peak decomposition is performed once again using the nonlinear least squares method to obtain (a). In the case of three overlapping peaks, by adjusting the scaling coefficient to cancel the middle peak and obtaining a difference chromatogram, the peaks at both ends of the peak are
aO) can be obtained.
(tx’、 62’)は推定値を入れ、最終的には、非
線型最小2乗法で求めれば良い。(tx', 62') should be an estimated value and finally determined by the nonlinear least squares method.
以下、計算処理を第3図の流れ図で説明する。The calculation process will be explained below using the flowchart shown in FIG.
制御指令器6の指令により11の分析開始1線に入り、
A/D垂検器lを介して、クロマトグラム及びスペクト
ル同時取込工a12を経て、データ格納器3への記憶工
程13が実行され、14で1つの分析を終了する。その
後、検出波長の違う2つのクロマトグラムを呼び出し五
線15により呼び出し、1つのクロマトグラムに、スケ
ール係数αを導入(16)L、もう1つのクロマトグラ
ムとの間で差クロマトグラムを取る(17)、18でク
ロマトピークが孤立したかどうかを判定する。11 analysis start line 1 is entered according to the command from the control command unit 6,
Through the A/D analyzer l, a chromatogram and spectrum simultaneous acquisition process a12 is performed, and a storage process 13 to the data storage unit 3 is executed, and one analysis is completed in step 14. After that, two chromatograms with different detection wavelengths are called up using the staff 15, a scale factor α is introduced into one chromatogram (16), and a difference chromatogram is taken between it and the other chromatogram (17). ), 18 to determine whether the chromatographic peak is isolated.
16〜18の五線を完全に孤立したピークが得られるま
で、α、α′に対し行なう。16-18 staves are performed for α, α' until a completely isolated peak is obtained.
19では、得られた孤立ピークより、フイツテング関数
の初期値としてのピーク位置(tR’z。19, the peak position (tR'z) as the initial value of the Fitting function is determined from the obtained isolated peak.
tR’z) 、ピーク巾(6t’、 6z’)の情報
を得る。tR'z) and peak width (6t', 6z').
20でピーク高さに対する初期値(AX’、 Ax’)
を導入と、21の非線型最小2乗法によるベストフイツ
テングにより、各パラメーター(6,tu。Initial value for peak height (AX', Ax') at 20
is introduced, and each parameter (6, tu.
A)の最適値を得た後で、22で各ピークの定量をピー
ク高さ又はピーク面積値より行なう、23では計算結果
の打出しを行なう。After obtaining the optimum value of A), in step 22, each peak is quantified based on the peak height or peak area value, and in step 23, the calculation results are displayed.
本発明によれば、非線型最小2乗法による重なりクロマ
トピークのブイテツシングにおいて、良く初期値設定が
可能となるので、計算の収束性を早め、効率良く解を求
める事が可能となる。According to the present invention, it is possible to set the initial value well when searching for overlapping chromatographic peaks using the nonlinear least squares method, so it is possible to speed up the convergence of calculations and efficiently obtain a solution.
【図面の簡単な説明】
第1図は本発明の構成図、第2図は2成分ピークの分解
例を示す図、第3図は本発明の処理の流れ図である。BRIEF DESCRIPTION OF THE DRAWINGS FIG. 1 is a block diagram of the present invention, FIG. 2 is a diagram showing an example of decomposition of a two-component peak, and FIG. 3 is a flow chart of the process of the present invention.
Claims (1)
データ格納器、制御指令器、制御命令格納器、データ処
理パラメーター格納器、周辺機器接続器、出力機器等に
より構成されるクロマトグラフ用データ処理装置におい
て、重なりピークの分解をガウス、又は指数関数的変形
されたガウス(EMG)関数で非線型最小2乗法で行う
に際し、非線型パラメーターの初期値を、検出波長の違
う2つのクロマトグラムの一方にスケーリング係数を乗
じ、もう一つのクロマトグラムとの差クロマトグラムか
ら各ピークの初期パラメーターを見積ることを特徴とす
るクロマトグラフ用データ処理装置。1. A/D converter (chromatogram and spectrum),
In a chromatographic data processing device consisting of a data storage, control command unit, control command storage, data processing parameter storage, peripheral device connector, output device, etc., overlapping peaks are decomposed using Gaussian or exponential methods. When performing the nonlinear least squares method using a modified Gaussian (EMG) function, the initial value of the nonlinear parameter is calculated by multiplying one of the two chromatograms with different detection wavelengths by a scaling coefficient, and calculating the difference from the other chromatogram. A chromatographic data processing device characterized by estimating initial parameters of each peak from a chromatogram.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP29875686A JPS63151851A (en) | 1986-12-17 | 1986-12-17 | Data processor for chromatograph |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP29875686A JPS63151851A (en) | 1986-12-17 | 1986-12-17 | Data processor for chromatograph |
Publications (1)
Publication Number | Publication Date |
---|---|
JPS63151851A true JPS63151851A (en) | 1988-06-24 |
Family
ID=17863824
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP29875686A Pending JPS63151851A (en) | 1986-12-17 | 1986-12-17 | Data processor for chromatograph |
Country Status (1)
Country | Link |
---|---|
JP (1) | JPS63151851A (en) |
Cited By (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPS63308560A (en) * | 1987-05-29 | 1988-12-15 | Yokogawa Hewlett Packard Ltd | Estimation of component spectrum |
JPH08221388A (en) * | 1995-02-09 | 1996-08-30 | Nec Corp | Fitting parameter decision method |
DE4408300C2 (en) * | 1993-03-15 | 2003-09-18 | Hitachi Ltd | Chromatography method and device |
US6748333B1 (en) | 1999-09-27 | 2004-06-08 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing, and chromatograph |
JP2006047280A (en) * | 2004-07-05 | 2006-02-16 | Shimadzu Corp | Data processor for chromatograph |
US7200494B2 (en) | 2001-10-30 | 2007-04-03 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
DE112017007538T5 (en) | 2017-06-12 | 2020-01-23 | Hitachi High-Technologies Corporation | Chromatography mass spectrometry and Chromatograph mass spectrometer |
US11262337B2 (en) | 2018-03-14 | 2022-03-01 | Hitachi High-Tech Corporation | Chromatography mass spectrometry and chromatography mass spectrometer |
-
1986
- 1986-12-17 JP JP29875686A patent/JPS63151851A/en active Pending
Cited By (15)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP3045729B2 (en) * | 1987-05-29 | 2000-05-29 | アジレント・テクノロジーズ・インク | Component spectrum estimation method |
JPS63308560A (en) * | 1987-05-29 | 1988-12-15 | Yokogawa Hewlett Packard Ltd | Estimation of component spectrum |
DE4408300C2 (en) * | 1993-03-15 | 2003-09-18 | Hitachi Ltd | Chromatography method and device |
JPH08221388A (en) * | 1995-02-09 | 1996-08-30 | Nec Corp | Fitting parameter decision method |
US8078411B2 (en) | 1999-09-27 | 2011-12-13 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
US6748333B1 (en) | 1999-09-27 | 2004-06-08 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing, and chromatograph |
US6907355B2 (en) | 1999-09-27 | 2005-06-14 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
US7403859B2 (en) | 1999-09-27 | 2008-07-22 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
US8204696B2 (en) | 1999-09-27 | 2012-06-19 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
US7200494B2 (en) | 2001-10-30 | 2007-04-03 | Hitachi, Ltd. | Method and apparatus for chromatographic data processing |
JP2006047280A (en) * | 2004-07-05 | 2006-02-16 | Shimadzu Corp | Data processor for chromatograph |
JP4682682B2 (en) * | 2004-07-05 | 2011-05-11 | 株式会社島津製作所 | Chromatographic data processor |
DE112017007538T5 (en) | 2017-06-12 | 2020-01-23 | Hitachi High-Technologies Corporation | Chromatography mass spectrometry and Chromatograph mass spectrometer |
US11644448B2 (en) | 2017-06-12 | 2023-05-09 | Hitachi High-Tech Corporation | Chromatography mass spectrometry and chromatograph mass spectrometer |
US11262337B2 (en) | 2018-03-14 | 2022-03-01 | Hitachi High-Tech Corporation | Chromatography mass spectrometry and chromatography mass spectrometer |
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