Production Machine Parameter Optimization

Workflow

Production Machine Parameter Optimization

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Optimizing production machine by analyzing multiple parameters and identifying the ideal combination that maximizes efficiency while minimizing defective (NOK) parts. The application has 4 different stages.

Data Exploration
AutoML
Feature Importance
Model Simulation

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Production Machine Parameter Optimization

KNIME Base nodes

KNIME Data Generation

KNIME Deep Learning - Keras Integration

KNIME Ensemble Learning Wrappers

KNIME H2O Machine Learning Integration

KNIME Integrated Deployment

KNIME JavaScript Views

KNIME JavaScript Views (Labs)

KNIME Javasnippet

KNIME Machine Learning Interpretability Extension

KNIME Math Expression (JEP)

KNIME Optimization extension

KNIME PMML Preprocessing Applier Nodes

KNIME Quick Forms

KNIME Reporting

KNIME Views

KNIME XGBoost Integration

Legal

Production Machine Parameter Optimization

Used extensions & nodes

KNIME Base nodesTrusted extension

KNIME Data GenerationTrusted extension

KNIME Deep Learning - Keras IntegrationTrusted extension

KNIME Ensemble Learning WrappersTrusted extension

KNIME H2O Machine Learning IntegrationTrusted extension

KNIME Integrated DeploymentTrusted extension

KNIME JavaScript ViewsTrusted extension

KNIME JavaScript Views (Labs)Trusted extension

KNIME JavasnippetTrusted extension

KNIME Machine Learning Interpretability ExtensionTrusted extension

KNIME Math Expression (JEP)Trusted extension

KNIME Optimization extensionTrusted extension

KNIME PMML Preprocessing Applier NodesTrusted extension

KNIME Quick FormsTrusted extension

KNIME ReportingTrusted extension

KNIME ViewsTrusted extension

KNIME XGBoost IntegrationTrusted extension

Legal

KNIME Base nodes

KNIME Data Generation

KNIME Deep Learning - Keras Integration

KNIME Ensemble Learning Wrappers

KNIME H2O Machine Learning Integration

KNIME Integrated Deployment

KNIME JavaScript Views

KNIME JavaScript Views (Labs)

KNIME Javasnippet

KNIME Machine Learning Interpretability Extension

KNIME Math Expression (JEP)

KNIME Optimization extension

KNIME PMML Preprocessing Applier Nodes

KNIME Quick Forms

KNIME Reporting

KNIME Views

KNIME XGBoost Integration