主成分分析与主成分回归 principal component analysis and regression
DESCRIPTION
1. Introduction. 主成分分析与主成分回归 Principal Component Analysis and Regression. 2. PCA. 3. PCR. 1. Introduction. 1.1 Chemometrics. 1.2 Necessary Knowledge. BACK. 1.1 Chemometrics. 1971 :瑞典人 S. Wold 基金项目定名时首提 1974 : S. Wold 何 B.R. Kowalski 倡议在西雅图首开学术会议 新创学术刊物 - PowerPoint PPT PresentationTRANSCRIPT
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Principal Component Analysis and Regression1. Introduction2. PCA3. PCR
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1. Introduction1.1 Chemometrics1.2 Necessary Knowledge
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1.1 Chemometrics1.1.1. 1970S1.1.2. 1.1.3. 1.1.4. 1971S. Wold 1974S. Wold B.R. Kowalski J. Chem. Info. Comp. Sci. J. Chemometrics Chemom. Intell. Lab. Syst.Chemometrics StoichiometryBACK
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A New trend in Analytical Chemistry ---Hyphenated Instrument ()HPLC DAD (diode-array detector)GC MS (Mass-spectrometer)
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HPLC-DADGet more dataHPLC chromatogram of nuclueside of Cordyceps Sinensis () at one wavelength
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GC-MSGC chromatogram of peptic powder ()BACKTwo-way data containing both chromatography and spectra;Data matrix with more than 80 Megabytes;Data base of lots of chemical standards
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16PAH(Sulpeco)9[a]14BACKNext
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Peaks 5 and 6 in the plot
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565516382243612942211
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1998 1998ChemLab. 1999BACK
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1.2 Necessary Knowledge on Linear Algebra1.2.1 Vector1.2.2 1.2.3 Matrix1.2.3 RankBACK
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na1, a2,, ank11+ k22+ + kmm=0k1+ k2 a1, a2,, ant ,,, rank 1 =( 1 2 3 4 5 6 ) 2 =( 6 5 4 3 2 1 ) 3 =( 1 1 1 1 1 1 )1+ 23 =0
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Grade dik received by student i from professor k is: : j: factors (i,e., subjects) chem., physics, math., etc.
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Four students three professortwo subject: Chemistry and English34
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A(mn), A (s1, s2 ,s3) 6 A(206)Rank =Number of Eigenvalue=0
1
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10
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5500.104627130.132245060.172923090.20195150.170877460.233365540.322610860.014846320.00075006
10
pure
30mg/L20mg/L20mg/L
012
1902.75282242.638339042.52297783
1912.943461892.782875542.68701172
1923.000977992.848809722.72023726
1933.040133482.868571762.72027636
1943.084602832.876422882.74965382
1953.088269712.876825332.72430754
1963.045105932.824354172.70176077
1973.060160162.779733662.66163921
1982.935873512.612566472.55446243
1992.596766952.26791432.30761147
2002.24844791.891537191.97024298
2011.970181471.580560681.65089846
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10000.000854020.00088596-0.00026512
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10080.00075340.00085068-0.0002861
10090.000922680.00087214-0.00041676
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10110.000878810.00079298-0.00041676
10120.000985620.00096035-0.00014877
10130.000957010.00077438-0.00028229
10140.00092220.00069571-0.00041246
10150.00099850.00078201-0.00016546
10160.001204010.00112104-0.00044203
10170.001140590.00102854-0.00004816
10180.001039510.0011425-0.00028658
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10200.000936990.00085306-0.00042582
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10220.000830170.00105906-0.00047874
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10240.001159670.00124884-0.00031042
10250.001041890.00097942-0.00016785
10260.001080040.00121832-0.00038004
10270.001110550.00089025-0.00020838
10280.001060490.0010705-0.00035
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10310.001158240.00109529-0.00014639
10320.001083370.00100946-0.00008249
10330.001141550.000891210.0000453
10340.000864030.00106192-0.00063705
10350.0015440.001199250.00002432
10360.000967980.00128698-0.00026321
10370.00135040.001341820.00035143
10380.001230720.001318450.00005722
10390.001684190.001400950.00022316
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10410.001418110.00153971-0.00012255
10420.001073840.00095081-0.00053072
10430.001471040.00137520.00003481
10440.000952720.00136089-0.00042915
10450.001592640.0010047-0.00052023
10460.001371380.001456260.00017595
10470.001754760.001814840.00052023
10480.001442430.00119448-0.00035143
10490.001647950.00153208-0.00034904
10500.001780030.001738070.000144
10510.001335140.00133705-0.0000577
10520.001418110.001495360.00023079
10530.001552580.00141811-0.0000124
10540.001489640.00173903-0.00008535
10550.002229690.00201750.00038862
10560.001930240.001133440.00005293
10570.002105240.001943110.00064659
10580.001491070.001111510.00006819
10590.000978950.00142956-0.00040436
10600.001224990.00149107-0.00017214
10610.002408030.002216820.0001893
10620.001488690.00165415-0.00008726
10630.00223970.001736160.00025558
10640.001613620.001385690.00018692
10650.002331730.001898770.0008564
10660.001144410.00081205-0.00084305
10670.002207760.00172758-0.00006485
10680.000737670.00136042-0.00139713
10690.002129080.002614970.00140905
10700.001698020.00128126-0.00006914
10710.00173950.001942160.0000515
10720.002001290.00218296-0.00012636
10730.001854420.00186348-0.00000763
10740.001814370.001221180.00026894
10750.002048020.00152016-0.00035477
10760.002503870.001855850.00071955
1077-0.000295640-0.00206327
10780.003428940.003682140.00127077
10790.000930790.00078106-0.00101185
10800.002120020.00052691-0.00013685
10810.001595970.003259180.00030804
10820.001704220.00103712-0.00011492
10830.000877860.00191116-0.00018215
10840.003138070.002952580.00167418
10850.002402310.00103760.00029945
10860.001296040.001848220.00084972
10870.002671240.003040790.00064516
10880.001233580.002258780.00030565
10890.001286030.00090837-0.00003386
10900.001710890.002907280.00098753
10910.002306460.002941610.00071526
10920.000158310.00106335-0.000072
10930.001859660.00079489-0.00015068
10940.001707080.001667020.00093603
10950.001625540.003211980.00108051
10960.002790450.000958920.00039291
10970.001981260.002018930.00034857
10980.00144577-0.000097750.00035381
10990.001375680.00166893-0.00069904
11000.003143310.00269604-0.00002956
/nm
A
2
0.124219890.098927970.2588582
0.105141640.133034230.32987642
0.106569290.170055390.40473652
0.120348930.205535890.48299837
0.137232780.228179930.55021715
0.150177480.243629930.60367107
0.170384410.254952910.64278841
0.191163060.272077080.65825081
0.213277340.316293720.64155817
0.259633540.385596280.58400106
0.331865790.463245390.47973347
0.417945380.542980670.36464024
0.505988120.587328910.24406719
0.579957490.571891780.12177658
0.629292960.542492390.04325056
0.639344690.479516980.01318741
0.605302810.325713160.00423861
0.536075590.146186830.00172138
0.440052510.048590180.00108337
0.322610860.014846320.00075006
10
3600.254223350.230372430.210785390.221105580.284593580.248729710.124219890.098927970.2588582
3700.313990120.276813510.247674940.252788070.339213850.282461640.105141640.133034230.32987642
3800.382839680.33421040.297866820.299607280.408126350.332685470.106569290.170055390.40473652
3900.456165790.396847720.35367870.354299550.485154630.392939090.120348930.205535890.48299837
4000.516010760.448673730.398985390.401407240.55069160.445971010.137232780.228179930.55021715
4100.561341760.488008020.432864190.437384610.601589680.486908910.150177480.243629930.60367107
4200.598151680.521390440.463227270.470496650.644463540.524743560.170384410.254952910.64278841
4300.6237340.545541290.490525250.496278760.672756670.55239820.191163060.272077080.65825081
4400.647166250.567964550.527995110.520838740.690621380.573252680.213277340.316293720.64155817
4500.667809010.591765880.583151340.553624630.701561450.597867010.259633540.385596280.58400106
4600.672870640.606049060.643127920.586463930.695918080.619907380.331865790.463245390.47973347
4700.676922320.621185780.70827150.624155040.690936570.647053720.417945380.542980670.36464024
4800.65653610.616546150.747449870.646055220.668017860.6616230.505988120.587328910.24406719
4900.594887730.575476650.736562250.634936810.612896920.647404670.579957490.571891780.12177658
5000.543854240.539767740.716220860.620478630.570547580.63348150.629292960.542492390.04325056
5100.490087990.496368410.666945460.588459970.528792380.605904580.639344690.479516980.01318741
5200.380486010.400353910.537414070.501166340.442699430.530107980.605302810.325713160.00423861
5300.248692990.281230450.374006750.384970660.332773690.424742220.536075590.146186830.00172138
5400.160075190.194409850.255918030.286632540.243893620.326615330.440052510.048590180.00108337
5500.104627130.132245060.172923090.20195150.170877460.233365540.322610860.014846320.00075006
10
pure
30mg/L20mg/L20mg/L
012
1902.75282242.638339042.52297783
1912.943461892.782875542.68701172
1923.000977992.848809722.72023726
1933.040133482.868571762.72027636
1943.084602832.876422882.74965382
1953.088269712.876825332.72430754
1963.045105932.824354172.70176077
1973.060160162.779733662.66163921
1982.935873512.612566472.55446243
1992.596766952.26791432.30761147
2002.24844791.891537191.97024298
2011.970181471.580560681.65089846
2021.774101261.354688171.39695644
2031.646615511.192129141.20090151
2041.572198391.078879831.05478048
2051.536332131.002148150.94715261
2061.525492190.948929310.86474419
2071.53679180.912249570.80024004
2081.558311940.886286260.74737978
2091.587092880.86672020.69997501
2101.623558040.85121870.65660763
2111.659631730.837907310.61582804
2121.692383770.824539660.57711411
2131.722580910.810483930.53973389
2141.743140220.795020580.50397348
2151.747312070.779437540.47082376
2161.73915720.764290810.43998337
2171.711882590.749679090.41205978
2181.666390420.737127780.38763618
2191.605129240.726977830.36676645
2201.52934980.719757560.34883928
2211.445393090.71654320.33371735
2221.3592310.717615130.32130814
2231.275098320.723123070.31115341
2241.197107320.73218870.30319881
2251.1297040.743310450.29745626
2261.071309090.755526070.29361725
2271.021915910.767567630.29160357
2280.980844020.780765060.29121542
2290.945108890.795456890.29214287
2300.912821290.81373930.29445839
2310.883539680.835594650.29814816
2320.856429580.856641770.30302763
2330.83339930.872912880.30917072
2340.81445360.881382940.31686449
2350.800109390.880619530.3260355
2360.790949820.87337160.3367362
2370.785954480.863063810.34883547
2380.784144880.852069850.36258554
2390.784448150.839884280.37774611
2400.78617430.823814870.39429998
2410.789086340.801057340.41194487
2420.792681690.767507550.43099976
2430.796674730.725261690.450984
2440.800160880.678259370.47139835
2450.802932740.631440640.49195862
2460.80364990.589229110.51267052
2470.801908020.551669120.53399086
2480.796937470.519393920.55602551
2490.788583760.491935730.57773542
2500.776818750.469989780.59782028
2510.761612890.453784940.61455154
2520.743192670.443079470.62826014
2530.7212410.436570640.63919878
2540.695543290.431538110.64888859
2550.666860580.424952980.65826464
2560.636266710.416239740.6680932
2570.605682850.406734470.67688179
2580.575551990.39839840.68165588
2590.547497750.393167020.68045712
2600.521919730.391697880.67349005
2610.498859410.392544270.66284752
2620.478023530.392652030.65108633
2630.459146020.388384340.64003468
2640.442187790.378155710.62944031
2650.427014350.363800050.61883307
2660.413448810.347948070.60790062
2670.401759620.333236690.5963273
2680.391352650.320096970.58360147
2690.382358550.308532240.56994152
2700.374700070.298348430.55558157
2710.36814070.288962840.54025507
2720.362640860.280079840.52426243
2730.357962610.271306040.5074501
2740.354245190.262853150.49018288
2750.351336480.254667760.4726491
2760.348844530.246797080.45497322
2770.346577640.239158150.43701649
2780.344245430.232073310.41866779
2790.341432090.225885390.39984608
2800.338152410.220835210.37975645
2810.334509850.21686220.35923672
2820.330452920.214110850.33836603
2830.326353550.212179180.31745958
2840.32233810.210590360.29707003
2850.318693160.209466460.27764082
2860.315420630.208637240.25913906
2870.312522890.208007340.24140406
2880.309995650.207876210.22439003
2890.30726480.208134170.20784569
2900.304016110.209115980.19246674
2910.299793240.210978030.17797947
2920.294205190.213353160.16443729
2930.287141320.216527940.15193367
2940.279031280.220497610.14048576
2950.27011490.22512960.12991381
2960.26146460.230194090.12038374
2970.253767490.235701080.11174345
2980.247588630.241498950.10397911
2990.243217950.247577670.0968709
3000.240825180.253586290.09062672
3010.239981650.259367470.08509541
3020.240142820.264823910.08009338
3030.241174220.269840720.07583094
3040.24255610.274288180.0720191
3050.243547920.278171060.06871414
3060.24425650.281646250.0659647
3070.244463440.284623620.06365585
3080.244747640.287359710.06189299
3090.244748120.289691450.0602932
3100.245273110.291576390.05916643
3110.246531960.293429370.058568
3120.248880860.294416430.0581212
3130.252223970.295209880.05815077
3140.256537440.295147420.0583415
3150.26164770.294246670.05886841
3160.267448430.29232550.05971575
3170.273528580.288755420.06086826
3180.279988770.283432480.06215763
3190.286282540.276346210.06377888
3200.292498590.267178060.06554699
3210.29843950.25627470.0675559
3220.30390310.244154930.06973648
3230.309194560.230826380.07219124
3240.313917640.217106340.07480192
3250.318369390.203166960.07755613
3260.322328570.189275740.08043909
3270.326190950.176005840.08368492
3280.329372880.163591860.08687544
3290.332294460.151859280.09046221
3300.334746360.140932560.09398699
3310.336356640.130992890.09776831
3320.33696890.122185710.10163069
3330.336589810.113987920.10568953
3340.334925650.106693740.10989857
3350.331590650.100269320.11427307
3360.326850890.09457350.11880827
3370.320358280.089633940.12336206
3380.312416550.085537430.12802267
3390.302927970.081930160.132761
3400.292220120.078997610.13778448
3410.280666830.076554780.14293718
3420.26857710.074742790.14807558
3430.256044390.073372360.15338182
3440.243576050.072367190.15875149
3450.231408120.071836470.16422939
3460.219721790.071770670.16982269
3470.208650590.072062490.17560339
3480.19795990.072550770.18140554
3490.188274380.073422430.18735838
3500.17941380.074759960.19358826
3510.171131610.076195720.19970417
3520.163664340.077888970.2060008
3530.156731130.079938890.21248245
3540.150269990.082008840.21901512
3550.144402030.084336760.22545147
3560.139131070.087225440.23251581
3570.134799960.090088370.23905659
3580.130895140.093033310.24583912
3590.12747860.09603310.25247145
3600.124219890.098927970.2588582
3610.121119980.101531030.26485252
3620.117883680.104336740.27122402
3630.114853860.107514380.27837372
3640.112413410.11105680.28620243
3650.110220430.115076540.29443932
3660.108605860.118996620.30249786
3670.107405190.122744560.30976915
3680.10637760.126186850.31626225
3690.105632780.12959290.32302141
3700.105141640.133034230.32987642
3710.104529860.136447910.33656406
3720.104413510.139914990.34349823
3730.104135040.143529420.35078716
3740.104079250.147312160.35840559
3750.104249950.15123940.36603069
3760.104387760.154787540.37369347
3770.104797360.158873080.38151789
3780.105198380.162667750.38930655
3790.106022830.166530610.39724302
3800.106569290.170055390.40473652
3810.107455250.174066540.41279984
3820.108507160.178161620.42150211
3830.10973310.181989670.4294591
3840.11095810.18563080.43726349
3850.112261770.189339640.44515657
3860.113757130.192845820.45292568
3870.115364070.196252350.46055984
3880.117101670.199555870.46831226
3890.118678570.202532770.4754777
3900.120348930.205535890.48299837
3910.122227190.20850420.49041653
3920.124189850.211317540.49782038
3930.126068590.213894370.50481749
3940.127675530.216157440.51159954
3950.12941360.218434330.51824856
3960.131198410.220599650.52494383
3970.132922650.222691060.53184795
3980.13466120.224845890.53871536
3990.136097430.226416590.54464388
4000.137232780.228179930.55021715
4010.138757710.230016710.55628157
4020.139974120.23166990.56227922
4030.141170020.233446120.56800508
4040.142574790.235051630.57346249
4050.143917080.236603260.57926226
4060.144864560.237902160.58408356
4070.146131040.239268780.5889864
4080.147490020.240982530.59402609
4090.148902890.242304330.59907866
4100.150177480.243629930.60367107
4110.1517930.244860170.6083312
4120.153610230.246023650.61313725
4130.155546190.247290610.61757135
4140.157227990.248327730.62166071
4150.15930510.249416830.62539196
4160.161287780.250715730.62952089
4170.163574220.251756190.63308907
4180.165659430.252946380.63680744
4190.167996880.25394630.64000177
4200.170384410.254952910.64278841
4210.173010350.256198880.64644337
4220.175254820.257154460.64857864
4230.177041530.258260250.65049171
4240.179125310.25983810.6526022
4250.181169030.261354920.65423107
4260.182968140.262884140.65524387
4270.185053830.264867310.65617847
4280.187019820.267023090.65703821
4290.189103130.269556520.65776825
4300.191163060.272077080.65825081
4310.192665580.274819370.6578002
4320.193864350.277786730.65666628
4330.195757870.281786440.65583134
4340.197835450.285766120.655056
4350.199809070.289586540.6535821
4360.202408310.294631480.65215492
4370.204857830.299463750.65013647
4380.207352640.304622170.6475296
4390.210187440.310179230.64479828
4400.213277340.316293720.64155817
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9210.001081940.001140120.00008965
9220.001111030.001150130.00005817
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9280.001184940.00115490.0000577
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9300.00118780.00115967-0.00000906
9310.001270290.001278880.0001359
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9340.001225470.001204490.00010538
9350.001216410.001277920.00009155
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9370.001217370.00121880.00008678
9380.001212120.001241210.00006151
9390.001226430.001232150.00002909
9400.001138210.001183030.00008917
9410.001332760.00125980.00012398
9420.001200680.001215460.00005722
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9450.001145360.001219270
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9830.001053330.000956060.00005674
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10000.000854020.00088596-0.00026512
10010.000816350.00089025-0.00053883
10020.001015190.00105715-0.00016737
10030.000834470.0010581-0.00029516
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10060.000915530.00086737-0.00038481
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10090.000922680.00087214-0.00041676
10100.001039510.00115299-0.00014162
10110.000878810.00079298-0.00041676
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10130.000957010.00077438-0.00028229
10140.00092220.00069571-0.00041246
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10160.001204010.00112104-0.00044203
10170.001140590.00102854-0.00004816
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10260.001080040.00121832-0.00038004
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10280.001060490.0010705-0.00035
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10330.001141550.000891210.0000453
10340.000864030.00106192-0.00063705
10350.0015440.001199250.00002432
10360.000967980.00128698-0.00026321
10370.00135040.001341820.00035143
10380.001230720.001318450.00005722
10390.001684190.001400950.00022316
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10410.001418110.00153971-0.00012255
10420.001073840.00095081-0.00053072
10430.001471040.00137520.00003481
10440.000952720.00136089-0.00042915
10450.001592640.0010047-0.00052023
10460.001371380.001456260.00017595
10470.001754760.001814840.00052023
10480.001442430.00119448-0.00035143
10490.001647950.00153208-0.00034904
10500.001780030.001738070.000144
10510.001335140.00133705-0.0000577
10520.001418110.001495360.00023079
10530.001552580.00141811-0.0000124
10540.001489640.00173903-0.00008535
10550.002229690.00201750.00038862
10560.001930240.001133440.00005293
10570.002105240.001943110.00064659
10580.001491070.001111510.00006819
10590.000978950.00142956-0.00040436
10600.001224990.00149107-0.00017214
10610.002408030.002216820.0001893
10620.001488690.00165415-0.00008726
10630.00223970.001736160.00025558
10640.001613620.001385690.00018692
10650.002331730.001898770.0008564
10660.001144410.00081205-0.00084305
10670.002207760.00172758-0.00006485
10680.000737670.00136042-0.00139713
10690.002129080.002614970.00140905
10700.001698020.00128126-0.00006914
10710.00173950.001942160.0000515
10720.002001290.00218296-0.00012636
10730.001854420.00186348-0.00000763
10740.001814370.001221180.00026894
10750.002048020.00152016-0.00035477
10760.002503870.001855850.00071955
1077-0.000295640-0.00206327
10780.003428940.003682140.00127077
10790.000930790.00078106-0.00101185
10800.002120020.00052691-0.00013685
10810.001595970.003259180.00030804
10820.001704220.00103712-0.00011492
10830.000877860.00191116-0.00018215
10840.003138070.002952580.00167418
10850.002402310.00103760.00029945
10860.001296040.001848220.00084972
10870.002671240.003040790.00064516
10880.001233580.002258780.00030565
10890.001286030.00090837-0.00003386
10900.001710890.002907280.00098753
10910.002306460.002941610.00071526
10920.000158310.00106335-0.000072
10930.001859660.00079489-0.00015068
10940.001707080.001667020.00093603
10950.001625540.003211980.00108051
10960.002790450.000958920.00039291
10970.001981260.002018930.00034857
10980.00144577-0.000097750.00035381
10990.001375680.00166893-0.00069904
11000.003143310.00269604-0.00002956
/nm
A
-
Eigenvalue Y=USVt S: Y U: (Scores Matrix) Vt:(Loadings Matrix) Matlab BACK
-
2. PCA Principal Component Analysis2.1 12.2 22.3 3
-
2.1 (PCA)BACK()PCA-species
-
2.2 PCABACKY=USVtSRSDRE
-
BACKNIPALSY=TP S: Y U: (Scores Matrix) Vt:(Loadings Matrix) Matlab
-
-dY(mn)dRE (Real Error,)RE=RSD ()Residual Standard Deviation
-
RE d=1n-1RSD(d) YESdBACK
-
d BACK
-
2.3 PCABACK
-
Y156PCA nc=37220.0023 0.6145 64.0 0.0017
1
0.254223350.230372430.210785390.221105580.284593580.24872971
0.313990120.276813510.247674940.252788070.339213850.28246164
0.382839680.33421040.297866820.299607280.408126350.33268547
0.456165790.396847720.35367870.354299550.485154630.39293909
0.516010760.448673730.398985390.401407240.55069160.44597101
0.561341760.488008020.432864190.437384610.601589680.48690891
0.598151680.521390440.463227270.470496650.644463540.52474356
0.6237340.545541290.490525250.496278760.672756670.5523982
0.647166250.567964550.527995110.520838740.690621380.57325268
0.667809010.591765880.583151340.553624630.701561450.59786701
0.672870640.606049060.643127920.586463930.695918080.61990738
0.676922320.621185780.70827150.624155040.690936570.64705372
0.65653610.616546150.747449870.646055220.668017860.661623
0.594887730.575476650.736562250.634936810.612896920.64740467
0.543854240.539767740.716220860.620478630.570547580.6334815
0.490087990.496368410.666945460.588459970.528792380.60590458
0.380486010.400353910.537414070.501166340.442699430.53010798
0.248692990.281230450.374006750.384970660.332773690.42474222
0.160075190.194409850.255918030.286632540.243893620.32661533
0.104627130.132245060.172923090.20195150.170877460.23336554
10
3600.254223350.230372430.210785390.221105580.284593580.248729710.124219890.098927970.2588582
3700.313990120.276813510.247674940.252788070.339213850.282461640.105141640.133034230.32987642
3800.382839680.33421040.297866820.299607280.408126350.332685470.106569290.170055390.40473652
3900.456165790.396847720.35367870.354299550.485154630.392939090.120348930.205535890.48299837
4000.516010760.448673730.398985390.401407240.55069160.445971010.137232780.228179930.55021715
4100.561341760.488008020.432864190.437384610.601589680.486908910.150177480.243629930.60367107
4200.598151680.521390440.463227270.470496650.644463540.524743560.170384410.254952910.64278841
4300.6237340.545541290.490525250.496278760.672756670.55239820.191163060.272077080.65825081
4400.647166250.567964550.527995110.520838740.690621380.573252680.213277340.316293720.64155817
4500.667809010.591765880.583151340.553624630.701561450.597867010.259633540.385596280.58400106
4600.672870640.606049060.643127920.586463930.695918080.619907380.331865790.463245390.47973347
4700.676922320.621185780.70827150.624155040.690936570.647053720.417945380.542980670.36464024
4800.65653610.616546150.747449870.646055220.668017860.6616230.505988120.587328910.24406719
4900.594887730.575476650.736562250.634936810.612896920.647404670.579957490.571891780.12177658
5000.543854240.539767740.716220860.620478630.570547580.63348150.629292960.542492390.04325056
5100.490087990.496368410.666945460.588459970.528792380.605904580.639344690.479516980.01318741
5200.380486010.400353910.537414070.501166340.442699430.530107980.605302810.325713160.00423861
5300.248692990.281230450.374006750.384970660.332773690.424742220.536075590.146186830.00172138
5400.160075190.194409850.255918030.286632540.243893620.326615330.440052510.048590180.00108337
5500.104627130.132245060.172923090.20195150.170877460.233365540.322610860.014846320.00075006
10
pure
30mg/L20mg/L20mg/L
012
1902.75282242.638339042.52297783
1912.943461892.782875542.68701172
1923.000977992.848809722.72023726
1933.040133482.868571762.72027636
1943.084602832.876422882.74965382
1953.088269712.876825332.72430754
1963.045105932.824354172.70176077
1973.060160162.779733662.66163921
1982.935873512.612566472.55446243
1992.596766952.26791432.30761147
2002.24844791.891537191.97024298
2011.970181471.580560681.65089846
2021.774101261.354688171.39695644
2031.646615511.192129141.20090151
2041.572198391.078879831.05478048
2051.536332131.002148150.94715261
2061.525492190.948929310.86474419
2071.53679180.912249570.80024004
2081.558311940.886286260.74737978
2091.587092880.86672020.69997501
2101.623558040.85121870.65660763
2111.659631730.837907310.61582804
2121.692383770.824539660.57711411
2131.722580910.810483930.53973389
2141.743140220.795020580.50397348
2151.747312070.779437540.47082376
2161.73915720.764290810.43998337
2171.711882590.749679090.41205978
2181.666390420.737127780.38763618
2191.605129240.726977830.36676645
2201.52934980.719757560.34883928
2211.445393090.71654320.33371735
2221.3592310.717615130.32130814
2231.275098320.723123070.31115341
2241.197107320.73218870.30319881
2251.1297040.743310450.29745626
2261.071309090.755526070.29361725
2271.021915910.767567630.29160357
2280.980844020.780765060.29121542
2290.945108890.795456890.29214287
2300.912821290.81373930.29445839
2310.883539680.835594650.29814816
2320.856429580.856641770.30302763
2330.83339930.872912880.30917072
2340.81445360.881382940.31686449
2350.800109390.880619530.3260355
2360.790949820.87337160.3367362
2370.785954480.863063810.34883547
2380.784144880.852069850.36258554
2390.784448150.839884280.37774611
2400.78617430.823814870.39429998
2410.789086340.801057340.41194487
2420.792681690.767507550.43099976
2430.796674730.725261690.450984
2440.800160880.678259370.47139835
2450.802932740.631440640.49195862
2460.80364990.589229110.51267052
2470.801908020.551669120.53399086
2480.796937470.519393920.55602551
2490.788583760.491935730.57773542
2500.776818750.469989780.59782028
2510.761612890.453784940.61455154
2520.743192670.443079470.62826014
2530.7212410.436570640.63919878
2540.695543290.431538110.64888859
2550.666860580.424952980.65826464
2560.636266710.416239740.6680932
2570.605682850.406734470.67688179
2580.575551990.39839840.68165588
2590.547497750.393167020.68045712
2600.521919730.391697880.67349005
2610.498859410.392544270.66284752
2620.478023530.392652030.65108633
2630.459146020.388384340.64003468
2640.442187790.378155710.62944031
2650.427014350.363800050.61883307
2660.413448810.347948070.60790062
2670.401759620.333236690.5963273
2680.391352650.320096970.58360147
2690.382358550.308532240.56994152
2700.374700070.298348430.55558157
2710.36814070.288962840.54025507
2720.362640860.280079840.52426243
2730.357962610.271306040.5074501
2740.354245190.262853150.49018288
2750.351336480.254667760.4726491
2760.348844530.246797080.45497322
2770.346577640.239158150.43701649
2780.344245430.232073310.41866779
2790.341432090.225885390.39984608
2800.338152410.220835210.37975645
2810.334509850.21686220.35923672
2820.330452920.214110850.33836603
2830.326353550.212179180.31745958
2840.32233810.210590360.29707003
2850.318693160.209466460.27764082
2860.315420630.208637240.25913906
2870.312522890.208007340.24140406
2880.309995650.207876210.22439003
2890.30726480.208134170.20784569
2900.304016110.209115980.19246674
2910.299793240.210978030.17797947
2920.294205190.213353160.16443729
2930.287141320.216527940.15193367
2940.279031280.220497610.14048576
2950.27011490.22512960.12991381
2960.26146460.230194090.12038374
2970.253767490.235701080.11174345
2980.247588630.241498950.10397911
2990.243217950.2