This course is being exclusively offered as part of AspenTech's OPTIMIZE conference. You may register for this training at a discounted rate bundled with the conference atĀ https://www.optimize2024.com Learn the basics of performing multivariate analysis with the Aspen Unscrambler interface. Uncover multivariate relationships from process data, raw material properties, and initial conditions to final product quality and productivity. Monitor your process in real-time with Aspen Process Pulse. Integrate custom python libraries into your offline and online models. |
Data analysts Process Engineers with programming background |
MVA024
1 day(s)
0.7
Introductory
Understand the basics of multivariate analysis Learn how to apply multiple algorithms to analyze spectroscopic data Optimize process quality and output by identifying key controllable variables Develop custom models with Python integration |
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Understanding of Multivariate Analysis is helpful but not mandatory |
Introduction to Multivariate Analysis (MVA) Principal Component Analysis (PCA) -Describe the benefits of Multivariate Analysis -Explain how Principal Component Analysis is performed -Create a simple model in Aspen Unscrambler -Understand results from a PCA analysis Workshop #1: Interpret PCA results in Aspen Unscrambler Validate a Multivariate Model -Detect and remove outliers -Perform a multivariate regression -Make predictions based off model results Workshop #2: Create Predictions PLSR Monitor an Aspen Unscrambler Model with Aspen Process Pulse -Prepare a model for online monitoring -Deploy a model to Aspen Process Pulse -Navigate Aspen Process Pulse to monitor current events Workshop #3: Deploy a Model for Monitoring with Aspen Process Pulse Integrate Python with Aspen Unscrambler and Process PulseĀ -Create a simple Python script -Add Python as a data source for Process Pulse -Modify an Unscrambler model to include inputs from Python to create an advanced model -Monitor an advanced model in Process Pulse Workshop #4: Integrate Python into Aspen Unscrambler and Process Pulse |
Aspen Technology, Inc. awards Continuing Education Units (CEUs) for training classes conducted by our organization. One CEU is granted for every 10 hours of class participation.