Multivariate Statistical Process .APPLICATIONS • Apply multivariate statistical methods quality
Multivariate Statistical Process .APPLICATIONS • Apply multivariate statistical methods quality

Multivariate Statistical Process .APPLICATIONS • Apply multivariate statistical methods quality

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APPLICATIONS Applymultivariatestatisticalmethodsqualitycontrol,predictivemodeling,anddatareductiontocomplexmanufacturingprocesses.

Determinethemostcriticalprocess,rawmaterial,andenvironmentalfactorsandtheiroptimalsettingsfordeliveringtheproductsofthehighestquality.

Monitortheprocesscharacteristicsinteractivelyorautomaticallyduringproductionstagesratherthanwaitingforfinaltesting.

Build,evaluate,anddeploypredictivemodelsbasedontheknownoutcomesfromhistoricaldata.

Utilizetechniquesforprocessindustriesandbatch-orientedmanufacturingsuchaspharmaceutical,chemical,petrochemical,andpulpandpapermanufacturing.

MODES OF WORKSTATISTICAProvidestheCompleteSolution:

Offline Analyses

Historicalanalysis,dataexploration,datavisualization,predictivemodelbuildingandevaluation,modeldeploymenttomonitoringserver

Online Analyses

Interactivemonitoringwithdashboardsummarydisplaysandautomatic-updatingresults.

Automatedmonitoringwithrules,alarmevents,andconfigurableactions.

PROCESS ANALYTICAL TECHNOLOGIESSTATISTICAistheAnalyticsSoftwarePlatformforPATApplications Wealthofmultivariatetechniquesincludingpartialleastsquares,principalcomponents,neuralnetworks,recursivepartitioning(treemethods),supportvectormachines,independentcomponentsanalysis,clusteranalysis,andmore.

Platformprovidesuseraccesscontrolandpermissions,audittrails,dataconnectivity,centralconfigurationandmaintenance,Web-baseduserinterfaces,andPart11-relevantfeatures.

STATISTICAisoptimizedfordeploymentforvalidatedapplications.Validationspackages(IQ/OQ/PQ)andservicesareavailable.

STATISTICA MSPCTrajectory Plot for Stage 1 Pressure

Number of batches: 30

Time

Traj

ecto

ry

StatSoft offers a large selection of desktop and web enabled enterprise-wide solutions for manufacturing and other applications, supported with consulting and training services by a network of 30 offices on all continents.

STATISTICA MSPC: SPE(Q) ChartNumber of components is 14

Time

Q

Multivariate Statistical Process Control

2300 East 14th Street Tulsa, OK 74104 USA (918) 749-1119 info@statsoft.com www.statsoft.com

ANALYTIC CAPABILITIES

Partialleastsquares Principalcomponents Cross-validation Recursivepartitioningmethods(trees),includingC&RT,CHAID,Stoichiasticgradientboostedtrees,andrandomforests

Neuralnetworks Independentcomponentsanalysis Supportvectormachines Nonlinearfeatureselection Designofexperiments Clusteranalysis generallinearmodels Curve-fitting Graphicaldataanalysiswithexploratorybrushing

PLATFORM CAPABILITIES

Centralconfigurationandadministrationofdata Connectionsqueries,analyses,andreports Webbrowser-baseduserinterfaces Documentmanagement,audittrails Reporttemplatingandgeneration Widerangeofgraphicaldataanalysistechniques,offlineandonlinemethodsofusewithauto-updatinganalyses

Automated,server-basedmonitoringofparameters Datamanagement:Dataverification,cleaning,merging,etc.

DATA ACCESS AND QUERYING

Comprehensivetoolsfordefiningqueriestoyourdatarepositories

Centralconfigurationandmanagementofconnectionsandqueries

Accesscontrolandpermissionsmangeaccesstodataforspecificusersandgroups

2300 East 14th Street Tulsa, OK 74104 USA (918) 749-1119 info@statsoft.com www.statsoft.com

Copyright StatSoft, Inc. 1984-2012. StatSoft, and STATISTICA are trademarks of StatSoft, Inc.MSPC201204r01

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Multivariate Statistical Process Control