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STATISTICA Multivariate Statistical Process Control

STATISTICA Multivariate Statistical Process Control

STATISTICA Multivariate Statistical Process Control

Product catalog summary
Applications
  • Utilize multivariate statistical methods for quality control, predictive modeling, and data reduction in complex manufacturing processes.
  • Identify critical process, raw material, and environmental factors to optimize product quality.
  • Monitor process characteristics interactively or automatically during production stages.
  • Develop and deploy predictive models using historical data outcomes.
  • Apply techniques in industries such as pharmaceutical, chemical, petrochemical, and pulp and paper manufacturing.
Modes of Work
  • Offline Analyses: Conduct historical analysis, data exploration, visualization, predictive model building, and deployment.
  • Online Analyses: Engage in interactive monitoring with dashboards and automated monitoring with rules and alarms.
Process Analytical Technologies
  • STATISTICA offers a comprehensive analytics platform for PAT applications, featuring multivariate techniques like partial least squares, principal components, neural networks, and more.
  • The platform includes user access control, audit trails, data connectivity, and web-based interfaces, optimized for validated applications with available validation packages.
Analytic Capabilities
  • Includes partial least squares, principal components, cross-validation, recursive partitioning, neural networks, support vector machines, and more.
  • Features design of experiments, cluster analysis, general linear models, curve-fitting, and graphical data analysis.
Platform Capabilities
  • Central configuration and administration of data, with web-based user interfaces and document management.
  • Automated server-based monitoring and comprehensive data management tools.
Data Access and Querying
  • Tools for defining queries to data repositories, with central management of connections and queries.
  • Access control and permissions management for specific users and groups.
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Catalog excerpts

STATISTICA Multivariate Statistical Process Control-1

Multivariate Statistical Process Control APPLICATIONS STATISTICA MSPC Trajectory Plot for Stage 1 Pressure Number of batches: 30 • Apply multivariate statistical methods quality control, predictive modeling, and data reduction to complex manufacturing processes. • 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. • Determine the most critical process, raw material, and environmental factors and their optimal settings for delivering the products of the highest quality. • Utilize techniques for process industries and batch-oriented manufacturing such as pharmaceutical, chemical, petrochemical, and pulp and paper manufacturing. STATISTICA Provides the Complete Solution: Offline Analyses • Historical analysis, data exploration, data visualization, predictive model building and evaluation, model deployment to monitoring server STATISTICA MSPC: SPE(Q) Chart Number of components is 14 Online Analyses • Interactive monitoring with dashboard summary displays and automaticupdating results. PROCESS ANALYTICAL TECHNOLOGIES • Automated monitoring with rules, alarm events, and configurable actions. 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. 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. 2300 East 14th Street • Tulsa, OK 74104 • USA • (918) 749-1119 • [email protected] • www.statsoft.com

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STATISTICA Multivariate Statistical Process Control-2

Multivariate Statistical Process Control ANALYTIC CAPABILITIES • Partial least squares • Principal components • Cross-validation • Recursive partitioning methods (trees), including C&RT, CHAID, Stoichiastic gradient boosted trees, and random forests • Neural networks • Independent components analysis • Support vector machines • Nonlinear feature selection • Design of experiments • Cluster analysis • general linear models • Curve-fitting • Graphical data analysis with exploratory brushing PLATFORM CAPABILITIES • Central configuration and administration of data • Connections queries, analyses,...

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