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 • [email protected] • 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 • [email protected] • www.statsoft.com
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Multivariate Statistical Process Control
