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InternationalStandard
ISO17646
Rapiddetectionofmoisturecontentinfreshmeat—Low-fieldnuclearmagneticresonance
(LF-NMR)method
Firstedition2025-05
Détectionrapidedelateneurenhumiditédanslaviandefraîche—Méthodeparrésonancemagnétiquenucléaireàchampfaible
Referencenumber
ISO17646:2025(en) ©ISO2025
ISO17646:2025(en)
COPYRIGHTPROTECTEDDOCUMENT
©ISO2025
Allrightsreserved.Unlessotherwisespecified,orrequiredinthecontextofitsimplementation,nopartofthispublicationmaybereproducedorutilizedotherwiseinanyformorbyanymeans,electronicormechanical,includingphotocopying,orpostingontheinternetoranintranet,withoutpriorwrittenpermission.PermissioncanberequestedfromeitherISOattheaddressbeloworISO’smemberbodyinthecountryoftherequester.
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PublishedinSwitzerland
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ISO17646:2025(en)
Contents Page
Foreword
iv
1Scope
1
2Normativereferences
1
3Termsanddefinitions
1
4Principle
3
5Materialsandapparatus
3
6Preparationofsample
3
6.1Preparationoftestingsample
3
6.2Preparationofstandardsample
3
7Low-fieldnuclearmagneticresonancedetermination
3
7.1Generalparameters
3
7.2Calibrationparameterssetting
4
7.3Determinationparameterssetting
4
7.4Determinationofblanksubstrate
5
7.5Determinationoftestingsample
5
7.6Determinationofstandardsampleandestablishmentofstandardcurve
5
8Dataprocessingandmoisturecontentcalculation
5
8.1Dataprocessing
5
8.2Standardcurvefitting
5
8.3Expressionofresults
6
9Testreport
6
AnnexA(informative)Preparationofstandardsampleandstandardcurve
8
AnnexB(informative)Interlaboratorytestreport
10
Bibliography
20
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ISO17646:2025(en)
Foreword
ISO(theInternationalOrganizationforStandardization)isaworldwidefederationofnationalstandardsbodies(ISOmemberbodies).TheworkofpreparingInternationalStandardsisnormallycarriedoutthroughISOtechnicalcommittees.Eachmemberbodyinterestedinasubjectforwhichatechnicalcommitteehasbeenestablishedhastherighttoberepresentedonthatcommittee.Internationalorganizations,governmentalandnon-governmental,inliaisonwithISO,alsotakepartinthework.ISOcollaboratescloselywiththeInternationalElectrotechnicalCommission(IEC)onallmattersofelectrotechnicalstandardization.
TheproceduresusedtodevelopthisdocumentandthoseintendedforitsfurthermaintenancearedescribedintheISO/IECDirectives,Part1.Inparticular,thedifferentapprovalcriterianeededforthedifferenttypesofISOdocumentshouldbenoted.ThisdocumentwasdraftedinaccordancewiththeeditorialrulesoftheISO/IECDirectives,Part2(see
/directives
).
ISOdrawsattentiontothepossibilitythattheimplementationofthisdocumentmayinvolvetheuseof(a)patent(s).ISOtakesnopositionconcerningtheevidence,validityorapplicabilityofanyclaimedpatentrightsinrespectthereof.Asofthedateofpublicationofthisdocument,ISOhadnotreceivednoticeof(a)patent(s)whichmayberequiredtoimplementthisdocument.However,implementersarecautionedthatthismaynotrepresentthelatestinformation,whichmaybeobtainedfromthepatentdatabaseavailableat
/patents
.ISOshallnotbeheldresponsibleforidentifyinganyorallsuchpatentrights.
Anytradenameusedinthisdocumentisinformationgivenfortheconvenienceofusersanddoesnotconstituteanendorsement.
Foranexplanationofthevoluntarynatureofstandards,themeaningofISOspecifictermsandexpressionsrelatedtoconformityassessment,aswellasinformationaboutISO'sadherencetotheWorldTradeOrganization(WTO)principlesintheTechnicalBarrierstoTrade(TBT),see
/iso/foreword.html
.
ThisdocumentwaspreparedbyTechnicalCommitteeISO/TC34,Foodproducts,SubcommitteeSC6,Meat,poultry,fish,eggsandtheirproducts.
Anyfeedbackorquestionsonthisdocumentshouldbedirectedtotheuser’snationalstandardsbody.Acompletelistingofthesebodiescanbefoundat
/members.html
.
©ISO2025–Allrightsreservediv
InternationalStandard ISO17646:2025(en)
Rapiddetectionofmoisturecontentinfreshmeat—Low-fieldnuclearmagneticresonance(LF-NMR)method
1Scope
Thisdocumentspecifiesrequirementsforrapiddeterminationofmoistureoffreshmeatbasedonlow-fieldnuclearmagneticresonance(LF-NMR)technology.
Thisdocumentisapplicabletotherapiddetectionofmoistureinfreshmeat.
2Normativereferences
Therearenonormativereferencesinthisdocument.
3Termsanddefinitions
Forthepurposesofthisdocument,thefollowingtermsanddefinitionsapply.
ISOandIECmaintainterminologydatabasesforuseinstandardizationatthefollowingaddresses:
—ISOOnlinebrowsingplatform:availableat
https://www.iso.org/obp
—IECElectropedia:availableat
https://www.electropedia.org/
3.1
freshmeat
meatthatretainsitsoriginalcompositionalandstructuralproperties,andhasnotbeensubjectedtoheating,canning,saltingordrying,etc.
[SOURCE:ISO23722:2021,3.22]
3.2
transverserelaxationtime
2
T
spin-spinrelaxationtime
timeconstantwhenthetransversemagnetizationvectordecreasesto37%ofthemaximumvaluethatcharacterizesthespeedofsignalattenuation
Note1toentry:Therelaxationprocessistheprocessofthespinninghydrogennucleusinthestaticmagneticfieldreturningfromtheexcitedstatetotheequilibriumstate.Thetimerequiredfortherelaxationprocessiscalledthe“relaxationtime”.
3.3
freeinductiondecayFID
nuclearmagneticresonance(NMR)signalreceived,resultingfromusingasingle90°radiofrequencypulsetoactivatethesample
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ISO17646:2025(en)
3.4
Carr-Purcell-Meiboom-GillCPMG
pulsesequencethatinvolvesapplyingmultiple180°radiofrequencypulsesafterapplyinga90°radiofrequencypulse
Note1toentry:Each180°radiofrequencypulseappliedwilldelaythesignalattenuationcausedbytheunevenmagneticfield,anddatathatarenotaffectedbymagneticfielduniformitycanbesampledattheechopeakofthesignal.
3.5
samplingbandwidthSW
frequencyrangeofthenuclearmagneticresonance(NMR)signalreceivedbythereceivercoilwhenthesignaliscollected
3.6
regulatefirstdataRFD
controlparameterforthestartingtimeofnuclearmagneticresonance(NMR)signalacquisition
3.7
pre-ampregulategainPRG
parameterusedtoshowthatthenuclearmagneticresonance(NMR)signalfromthereceivercoilispre-amplifiedtolevelsinalow-noisepre-amplifier
3.8
regulateanaloguegain1RG1
parameterusedtoshowthatthenuclearmagneticresonance(NMR)signalisfurtheramplifiedtolevelsinapre-amplifierfollowingthepre-amplification
3.9
regulatedigitalgain1DRG1
parameterusedtoshowthatthenuclearmagneticresonance(NMR)signalisamplifiedtolevelsafterconvertedtodigitalsignalsforaveragingandcomputerprocessing
3.10
inversioncurve
frequency-domainspectrumconvertedfromtheattenuationcurvecomposedofseveralpointsthroughtheinversionmethod
3.11
boundwater
2b
T
waterinmeatthatiscloselyboundtothepolargroupsofproteinbyhydrogenbonds
Note1toentry:Thetransverserelaxationtime(
3.2
)ofboundwaterisshorterthanthatofimmobilizedwater(
3.12)
andfreewater(
3.13
).
3.12
immobilizedwater
21
T
watertrappedwithinthemyofibrilsthatcannotmovefreely
Note1toentry:Thetransverserelaxationtime(
3.2
)ofimmobilizedwaterisbetweenthatofboundwater(
3.11)
andfreewater(
3.13)
.
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ISO17646:2025(en)
3.13
freewater
22
T
wateroutsidethemyofibrillarlatticeandalsooutsidethemusclecellthatcanmovefreely
Note1toentry:Thetransverserelaxationtime(
3.2
)offreewaterismorethanthatofimmobilizedwater(
3.12
)andboundwater(
3.11
).
4Principle
Themeatsystemcontainsatomicnuclei(1Hprotons)withfixedmagneticmoments,whichcanabsorbradiofrequencyenergyandgenerateNMRsignalsofthewaterhydrogenwhenstimulatedbyradiofrequencypulsesofspecificfrequenciesunderaconstantmagneticfield.Whenameatsampleisputinauniformstaticmagneticfield,aspecificnuclearmagneticpulsesequenceisusedtomotivatethe1Hprotonsofmoistureinthemeatsample.Afterthesampleabsorbstheexcitationenergy,anNMRsignalisproduced,whichisproportionaltothewatermassofthesample.Asthetransverserelaxationprocessoccurs,themoisturecontentofthemeatsampleisobtainedbyestimatingthefunctionalrelationshipbetweenthemoisturemassandthereceivedsignalamplitudeofcontrolsandsamples.
5Materialsandapparatus
5.1 Meatsamples,whichshouldbefreshmeat,withatemperatureof22°C±2°C.
5.2 Sharpknife,e.g.doublebladed(spacing1,0cm),ceramicknife.
5.3Nuclearmagnetictube(innerdiameter25mm).
5.4 Analyticalbalance,capableofweighingthesampleswithanaccuracyof0,0001g.
5.5 LF-NMRinstrument,auniversalLF-NMRanalysershallbeused.Thechambershouldaccommodatethetestsample.Thefieldstrengthshouldbeapproximately0,5Tto1,0T.Thespectrometerfrequencyshouldbeapproximately20MHzto23MHz.Theambienttemperatureinsidetheinstrumentshouldbeapproximately32°Cto35°C.
6Preparationofsample
6.1Preparationoftestingsample
Visibleskin,connectivetissueandfatshallberemoved.Themeatshallbecutinto1cmthickpiecesalongthenaturaldirectionofmusclefibrewithadouble-bladedknife.Themeatpiecesshallbefurthercutinto1cm×1cm×2cmmeatcuboidswithaceramicknife.Atleastthreemeatcuboidsshallbepreparedforeachsample.Visibleconnectivetissue,bloodvesselsandotherdefectsshallbeavoidedintheprocessofcuttingthemeatsamples.
6.2Preparationofstandardsample
See
AnnexA
.
7Low-fieldnuclearmagneticresonancedetermination
7.1Generalparameters
ThesequencesofFIDandCPMG,whichhavebeenwidelyrecognizedinthefieldofnuclearmagneticresonancetesting,shallbeselected.Theappropriateparametersforcalibrationanddeterminationshall
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ISO17646:2025(en)
beselectedfromameatmoisturenuclearmagnetictestsequencedatabase.Theparameterscanbesetaccordingtotheactualsituationofthesampletoensurecompletesignalattenuation.
7.2Calibrationparameterssetting
TheinstrumentshallbecalibratedusingthesequencesofFIDtoautomaticallyfindthecentrefrequencyandpulsewidth.
Calibrationparametersettingsasfollows:
—samplingbandwidth:SW=approximately100kHzto200kHz;
—spectrometerfrequency:SF=approximately20MHzto24MHz;
—regulatefirstdata:RFD=approximately0,002msto0,5ms(shouldbemodifiedinconjunctionwithSW,anditisrecommendedtohaveanRFDof0,08msatSW=100kHz);
—timewait:TW=approximately1000msto4000ms(longenoughtoensurecompleteecho);
—regulateanaloguegain1:RG1=10dbto20db;
—regulatedigitalgain1:DRG1=3;
—pre-ampregulategain:PRG=0,1,2,3(itisgenerallyrecommendedtobe0or1toavoidexcessivegain,whileifthesignalisweak,itcanbeincreasedappropriately);
—numbersampling:NS=2n;
—dataradius:DR=1.
7.3Determinationparameterssetting
ThesequencesofCPMGshallbeselectedfordeterminationparameterssettings.
Determinationparameterssettings:
—samplingbandwidth:SW=approximately100kHzto200kHz;
—spectrometerfrequency:SF=approximately20MHzto24MHz;
—regulatefirstdata:RFD=approximately0,002msto0,5ms(shouldbemodifiedinconjunctionwithSW,anditisrecommendedtohaveanRFDof0,08msatSW=100kHz);
—timewait:TW=approximately4000msto8000ms(longenoughtoensurecompleteecho);
—regulateanaloguegain1:RG1=approximately10dbto20db;
—timedata:TD=1024;
—regulatedigitalgain1:DRG1=3;
—pre-ampregulategain:PRG=0,1,2,3(itisgenerallyrecommendedtobe0or1toavoidexcessivegain,whileifthesignalisweak,itcanbeincreasedappropriately);
—numbersampling:NS=2n;
—dataradius:DR=1;
—echotime:TE=approximately0,2msto0,6ms(thereareslightdifferencesindifferenttypesofrawmeatanddifferentpartsofthemeat,anditisrecommendedtouse0,3msforpork,0,5msforbeefand0,2msto0,3msforchicken);
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ISO17646:2025(en)
—echonumber:NECH=approximately2000to5000(thevalueofNECH*TEishorizontalordinatevalueoftherelaxationspectrum,anditisrecommendedthatthedecayingareaoftherelaxationspectrumbeapproximately1/3to2/3ofthetotalrelaxationtime).
7.4Determinationofblanksubstrate
TheemptysampletubeshallbeputintothesamplemeasuringchamberoftheNMRinstrument,andthenthetestshallbeconductedaccordingtothedeterminationparameterssettingin
7.3
toobtainblanksubstratesignal.
7.5Determinationoftestingsample
Thetestingsamplesafterpreparation(see
6.1)
shallbeputintothemeasuringtubesandcalibratedto22°CpriortoputtingintothesamplemeasuringchamberoftheNMRinstrumenttocollectLF-NMRsignalsaccordingtothedeterminationparameterssettingin
7.3
(onerectangularspecimenisplacedpertube).ThenthepeakareasofT2b,T21,andT22areobtainedbydeductingtheblanksubstratesignal(see
7.4)
.
7.6Determinationofstandardsampleandestablishmentofstandardcurve
Thestandardfreeze-driedmeatsampleshallbeputintonuclearmagnetictube,andthenshallbeputintothesamplemeasuringchamberofthenuclearmagneticinstrumenttocollectbasicdata.Thenwatershallbeaddedby1%,5%,10%,30%,50%and70%(nolessthanfiverepeatsforeachgroup)onthebasisofthemeat'smass.After30min,themeatsampleswithdifferentwatercontentsshallbeputintothenuclearmagnetictubes,thenintothesamplemeasuringchamberfordatacollection(see
AnnexA)
andthenthestandardcurveshallbecreated.
8Dataprocessingandmoisturecontentcalculation
8.1Dataprocessing
2
ThenuclearmagneticsignalsofstandardandtestingsamplesshallbearrangedaccordingtoXassamplingtime(ms)andYassignalintensitytoobtaintheTrelaxationinversioncurvefromrelaxationattenuationcurve(CPMGcurve)ofcontinuoussampledistribution.ThemethodusedtocreatetheinversioncurveisSIRT(simultaneousiterative-reconstructiontechniques).Accordingtothetransverserelaxationtimeofthespectrumpeak,itcanbedividedinto:
—T2b=approximately1msto10msisboundwater;
—T21=approximately10msto100msisimmobilizedwater;—T22≥100msisfreewater.
2b 21 22
Accordingtothecorrespondinginversioncurveofwater,thecorrespondingnuclearmagneticsignalsarecalculatedrespectively,includingA(boundwaterpeakarea),A(immobilizedwaterpeakarea)andA(freewaterpeakarea).
8.2Standardcurvefitting
1 2
Standardsamplesshallbetestedaccordingtotheparametersetin
6.1,
andtheactualaddedwatermassshallbedenotedas(m,m,).Thesumofinversionpeakareasofthreekindsofwater(boundwater,immobilizedwaterandfreewater)inNstandardsamplesshallberecordedasS1,S2,,respectively.The
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ISO17646:2025(en)2
linearmodelbetweenmoisturemassandnuclearmagneticsignalintensity(sumofpeakareas)shallbeestablishedasshownby
Formula(1)
:
Y=K×X+B (1)
where
X isthemoisturemass(g);
K isthefittingslope;
B isthefittingintercept;
Y isthenuclearmagneticsignalintensity(sumofpeakareas)inthesampleinversioncurve.
8.3Expressionofresults
2
ThemassofthemeatsampletobemeasuredshallberecordedasM,andthetestshallbecarriedoutaccordingtothesameparametersandproceduresofthestandardsamplein
7.3
.TheTrelaxationsignalintensityofthesamples(thesumoftheareaoftheinversioncurve)shallbeobtainedandrecordedasS.Thenthecalculationofthemoisturecontent(C)inthemeatsampleshallbecalculatedasshownby
Formula(2)
:
KM
CSB100 (2)
where
K isthefittingslope;
B isthefittingintercept;
M isthemassofthemeatsampletobemeasured(g);
S isthesumoftheareaoftheT2relaxationinversioncurveofthemeatsampletobemeasured;
C isthemoisturecontentofthemeatsampletobemeasured(%).
Moisturemassofthemeatsample,X,ing,iscalculatedaccordingto
Formula(3)
:
K
XSB (3)
where
S
B′andK′
isthesumoftheareaoftheTrelaxationinversioncurveofthemeatsampletobemeasured;
arethereferencevaluesofparametercalibrationobtainedbyfittingtheresultsofstandardsamplestestedusingLF-NMRanddryingmethods.
Theresulttotwodecimalplacesshallbereported.
See
AnnexB
forresultsanalysis.
9Testreport
Thetestreportshallspecify:
—allinformationnecessaryfortheidentificationofthesample;
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ISO17646:2025(en)
—theInternationalStandardused(e.g.ISO1442:2023,ISO5725-1);
—thetestmethodused,withareferencetothisdocument,i.e.ISO17646:2025;
—theresult(s),includingareferencetotheclausewhichexplainshowtheresultswerecalculated;
—anydeviationsfromtheprocedure;
—anyunusualfeaturesobserved;
—thedateofthetest.
©ISO2025–Allrightsreserved
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ISO17646:2025(en)Moisturecontent
(%)
Standardmeatmass(g)
Wateraddition
X1(g)
Wateraddition
X2(g)
Wateraddition
X3(g)
Wateraddition
X4(g)
Wateraddition
X5(g)
Wateraddition
X6(g)
0
m1
0
1
m2
X1=m2/99
5
m3
X2=m3/19
10
m4
X3=m4/9
30
m5
X4=3m5/7
50
m6
X5=m6
70
m7
X6=7m7/3
AnnexA(informative)
Preparationofstandardsampleandstandardcurve
A.1Standardmeatsamplepreparation
A.1.1Freshmeatsamplesshallbetakenandvisibleskin,connectivetissueandfatshallberemoved.Themeatsamplesshallbecutinto1cmthickpiecesalongthenaturaldirectionofmusclefibrewithadouble-bladedknife,andthenmeatpiecesshallbecutinto1cm×1cm×2cmcuboidswithaceramicknife.Nofewerthan100cuboidsshallbepreparedforeachtest.Visibleconnectivetissue,bloodvesselsandotherdefectsshallbeavoidedintheprocessofcuttingthemeatsamples.Eachmeatcuboidshallbeweighed.
A.1.2Thepreparedmeatcuboidsshallbefrozenat−18°Cfor24h,andthenfreeze-drieduntilthesamplemassisconstant.
A.1.3Thefreeze-driedstandardsamplesshallbestoredinairtightdrycontaineratroomtemperatureandprotectedfromlightfornomorethanoneyear.
A.2Standardcurvepreparation
1 2
A.2.1Freeze-driedstandardsamples(nolessthanfivecuboids)shallbeweighed,andlabelledasm,m,m3,m4,m5,….Thenwatershallbeaddedaccordingto
TableA.1
toobtaindifferentmoisturecontents.
TableA.1
A.2.2Wateradditionmethod:Thefreeze-driedsamplesshallbeputintoanuclearmagnetictube,andthena1mlpipetteshallbeusedtotakeacertainamountofwateraslistedin
TableA.1.
Themeatsamplesshallbekeptatroomtemperatureformorethan30mintoabsorbwaterfully,andthenputintosamplemeasuringchamberoftheinstrumentfordatacollection.Watershallbeaddedtothesamesampleseveraltimesinturninordertoobtaindifferentmoisturecontents.Theamountofwateraddedshallbeinanascendingorder.
A.2.3ThesequencesofFIDandCPMGshallbeselected.Theappropriateparametersascalibrationparametersanddeterminationparametersshallbeselectedincludingsamplingbandwidth,spectrometerfrequency,regulatefirstdata,timewait,timedata,regulateanaloguegain1,regulatedigitalgain1,numbersampling,pre-ampregulategain,dataradius,echotimeandechonumber.
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ISO17646:2025(en)
2
2b 21
22 2b 21
22
A.2.4Thecontinuousdistributedrelaxationattenuationcurve(CPMGcurve)ofthesamplesshallbeobtainedbytakingthemeasuredresultswithsamplingtime(MS)asthehorizontalordinate(x-axis)andechointensityastheverticalcoordinates(y-axis).TheTrelaxationinversioncurveshallbeobtainedbyinversionfittingwithCPMGsamplingcurve.Accordingtothetimeintervalofthepeakoftheinversioncurve,T=approximately1msto10msisboundwater,T=approximately10msto100msisimmobilizedwater,andT≥100msisfreewater.A(thecorrespondinginversionpeakareaofboundwater),A(thecorrespondinginversionpeakareaofimmobilizedwater)andA(thecorrespondinginversionpeakareaoffreewater)shallbecalculated.ThepeakareasshallbesummedasS=A2b+A21+A22.
A.2.5Theregressionmodelshownin
Formula(A.1)
shallbeobtainedbytakingtheaddedmoisturemassXastheindependentvariableandthesumofpeakareasYasthedependentvariable:
Y=K×X+B (A.1)
where
X isthemoisturemass(g);
K isthefittingslope;
B isthefittingintercept;
Y isthesumofpeakareasinthesampleinversioncurve.
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ISO17646:2025(en)
Laboratoryi
Levelj
%
1
76,84
76,05
75,47
75,39
73,69
2
76,60
73,79
73,12
76,63
76,24
3
74,16
74,68
75,80
73,21
74,89
4
75,26
73,17
73,48
74,63
73,88
5
76,01
75,69
76,43
74,98
75,79
6
72,24
73,53
73,44
73,77
73,90
7
73,70
74,13
74,77
73,89
75,03
8
73,04
75,95
74,95
74,71
73,80
9
76,01
74,37
77,25
76,80
75,70
10
75,33
74,72
74,42
74,23
73,18
11
73,44
73,25
71,72
72,62
73,53
12
73,41
73,52
73,75
74,10
73,33
AnnexB(informative)
Interlaboratorytestreport
B.1General
Inthedesignandperformanceoftheprecisionexperiment,alltheprinciplesofISO5725-1wereobserved.Thebasicmethodusedthesamenumberoftestresultsineachlaboratory,witheachlaboratoryanalysingthesamenumberofthetestlevelsofthesample.Inthelayoutoftheexperiments,samplesfromonebatchofmaterialsweresentto12laboratories,whereeachobtainedexactly5replicatetestresultsunderrepeatabilityconditionsatonelevel.
B.2Statisticalanalysisofmoisturecontentinfreshpork
B.2.1Directdrymethod
B.2.1.1Originaltestresults
Intotal,12laboratoriesparticipatedinthedeterminationofmoisturecontentineachsample.Thetestresultsaregivenin
TableB.1
.
TableB.1—Originaltestresultsfordeterminationofmoisturecontentbydirectdryingmethod
B.2.1.2Cellmeans
Thecellmeansofthedeterminationofmoisturecontentaregivenin
TableB.2
.
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TableB.2—Cellmeansofthedeterminationofmoisturecontentbydirectdryingmethod
Laboratoryi
Levelj
%
1
75,49
2
75,28
3
74,55
4
74,08
5
75,78
6
73,38
7
74,30
8
74,49
9
76,03
10
74,38
11
72,91
12
73,62
B.2.1.3Cellstandarddeviation
Thecellstandarddeviationofthedeterminationofmoisturecontentaregivenin
TableB.3
.
TableB.3—Cellstandarddeviationofthedeterminationofmoisturecontentbydirectdryingmethod
Laboratoryi
Levelj
%
1
1,16
2
1,68
3
0,96
4
0,86
5
0,53
6
0,66
7
0,57
8
1,12
9
1,11
10
0,79
11
075
12
0,31
B.2.1.4Scrutinyofresultsforconsistencyandoutliers
B.GraphicalconsistencytechniquebyMandel’shandkstatistics
Calculatethebetween-laboratoryconsistencystatistich,aswellastheintra-laboratoryconsistencystatistick,foreachlevelofeachlaboratory.PlotthehandkvaluesforeachinorderoflaboratorytogettheMandel’shandkgraphs.See
FiguresB.1
and
B.2
.
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Horizontallinesrepresent1%and5%criticalvaluesofMandel’shandkstatistics,respectively.
FigureB.1—Mandel’sinterlaboratoryconsistencystatistic,h,groupedbylaboratoriesbydirectdryingmethod
Horizontallinesrepresent1%and5%criticalvaluesofMandel’shandkstatistics,respectively.
FigureB.2—Mandel’sintra-laboratoryconsistencystatistic,k,groupedbylaboratoriesbydirectdryingmethod
ItwasconfirmedthatnostragglerexistsbyMandel’shstatisticsandalsonooutlier.
Thekgraphshowsthatlaboratory2hadanoutlier.Becausefreshporksamplescannotbesentuniformly,porksamplesarepurchasedlocallybytheirrespectivelaboratoriesinaccordancewithunifiedstandards,hencetherecanbedifferencesduetovarioussaleschannelsforporksamplesindifferentregions.However,thislaboratoryisnotanoutlierlaboratory;furthermore,theaveragewatercontentofthefreshmeatmeasuredis75,28%,whichiswithinthenormalrangeforfreshporkwatercontent.Thereisnodirectevidencetosuggestthatthisresultisincorrect,sotheresultisretained.ItwasconfirmedthatnostatisticaloutlierexistsbyMandel’skstatistics.
B.Cochran’stest
ApplicationofCochran’stestledtothevaluesoftheteststatisticCgivenin
TableB.4
.
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TableB.4—StatisticalvalueofCochrantestfordirectdryingmethodC
Levelj
Freshmeat
Typeoftest
C
0,031
Cochran’steststatistics
stragglers(P=12)
0,288
Cochran’scriticalvalues
outliers(P=12)
0,343
Iftheteststatisticisgreaterthanits5%criticalvalueandlessthanorequaltoits1%criticalvalue,theitemtestedisregardedasastraggler.
Iftheteststatisticisgreaterthanits1%criticalvalue,theitemtestedisregardedasanoutlier.
ItwasconfirmedthatnostragglerexistsbyCochran’stestandalsonooutlier.
B.Grubbs’test
ApplicationofGrubbs’testtocellmeansledtothevaluesoftheteststatisticGshownin
TableB.5.
TableB.5—ApplicationofGrubbstestoncellmeanvalueofdirectdryingmethod
Levelj
Singlelow
Singlehigh
Doublelow
Doublehigh
Typeoftest
Freshmeat
1,662
1,551
0,621
0,554
Grubbs’teststatistics
stragglers(P=12)
2,412
2,412
0,2537
0,2537
Grubbs’critical
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