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Multivariate Statistical Process Control · APPLICATIONS • Apply multivariate statistical methods...

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APPLICATIONS Apply multivariate statistical methods quality control, predictive modeling, and data reduction to complex manufacturing processes. Determine the most critical process, raw material, and environmental factors and their optimal settings for delivering the products of the highest quality. Monitor the process characteristics interactively or automatically during production stages rather than waiting for final testing. Build, evaluate, and deploy predictive models based on the known outcomes from historical data. Utilize techniques for process industries and batch-oriented manufacturing such as pharmaceutical, chemical, petrochemical, and pulp and paper manufacturing. MODES OF WORK STATISTICA Provides the Complete Solution: Offline Analyses Historical analysis, data exploration, data visualization, predictive model building and evaluation, model deployment to monitoring server Online Analyses Interactive monitoring with dashboard summary displays and automatic- updating results. Automated monitoring with rules, alarm events, and configurable actions. PROCESS ANALYTICAL TECHNOLOGIES STATISTICA is the Analytics Software Platform for PAT Applications Wealth of multivariate techniques including partial least squares, principal components, neural networks, recursive partitioning (tree methods), support vector machines, independent components analysis, cluster analysis, and more. Platform provides user access control and permissions, audit trails, data connectivity, central configuration and maintenance, Web-based user interfaces, and Part 11-relevant features. STATISTICA is optimized for deployment for validated applications. Validations packages (IQ/OQ/PQ) and services are available. STATISTICA MSPC Trajectory Plot for Stage 1 Pressure Number of batches: 30 Time Trajectory 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) Chart Number 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
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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 • [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

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

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Multivariate Statistical Process Control


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