Introduction to Aspen Hybrid Models for Engineering

Course Overview
  • Review advantages of using Aspen Hybrid Models and when they should be used
  • Understand and determine different types of Aspen Hybrid models and which one to use
  • Become proficient in using Aspen Hybrid Models

Audience:

Who Should Attend
  • Process Engineers who are interested in using Machine learning/AI to build complex models* today that are accurate and run quickly
  • Engineers and Managers involved in digitalization strategies for their companies
  • Anyone interested in Aspen Hybrid Models

*Complex models – Simulations models for equipment that cannot be modeled today through first principles, Building digital twins for online deployment
 

Training Details

  • Course Id:

    EHM101

  • Duration:

    1 day(s)

  • CEUs Awarded:

    0.7

  • Level:

    Introductory

Benefits

Course Benefits
  • Gain the practical skills and knowledge to begin using Aspen Hybrid Models
  • Learn differences between various workflows and information needed to create Aspen Hybrid models
  • Review and work through examples of different types of Aspen Hybrid Models to get hands-on experience

Approach

Approach
  • Instruction on introductory topics
  • Discussion about the general workflow and the key elements for building Aspen Hybrid Models
  • Instructor-guided demonstrations of features
  • Detailed course notes
  • Workshops and Answer keys

Pre-requisites

Prerequisites
  • EAP101 Introduction to Process Modeling using Aspen Plus OR
  • EHY101 Introduction to Process Modeling using Aspen HYSYS

Agenda

EHM101 – Introduction to Aspen Hybrid Models Course Agenda
Introduction to Aspen Hybrid Models
  • Understand what Aspen Hybrid Models are
  • Review different types of modeling approaches and their advantages and disadvantages
  • Recognize the importance of using hybrid modeling and how it can help solve complex problems
Different Workflows for Aspen Hybrid Models
  • Review the different types of workflows in Aspen Hybrid Models
  • Explore differences between different workflows
  • Understand how to decide when to use which workflow
Creating Aspen Hybrid Models
  • Review overall approach to building Aspen Hybrid Models
  • Identify tools needed to create Aspen Hybrid Models
  • Discuss how to login to Aspen AI Model Builder
  • Understand how to deploy Aspen Hybrid Models in Aspen Plus/Aspen HYSYS
  • Demonstration: Create a simple column model using the Reduced Order Sensor Workflow to illustrate the overall approach in building and deploying Aspen Hybrid Models
Workflow for AI Driven Hybrid Models for Engineering
  • Review data format required for using the AI Driven workflow
  • Discuss different options available for data cleaning
  • Analyze results for the model built using parity and coefficient plots as well as accuracy and predictability values
  • Workshop: Create an AI Driven Hybrid model for a membrane using plant data for deployment in Aspen Plus or Aspen HYSYS
Introduction to Aspen Multi-Case
  • Review what is Aspen Multi-Case
  • Discuss the advantages of using Aspen Multi-Case for building Reduced Order Models
  • Demonstrate steps involved in using Aspen Multi-Case
  • Discuss the alternative of using Aspen Simulation Workbook to obtain simulation data (steps provided in appendix)
  • Workshop: Create simulation data for an a Cumene Production Process using Aspen Plus or Natural Gas Dehydration with TEG using Aspen HYSYS
Workflow for Reduced Order Sensor Models for Engineering
  • Review importing files from Aspen Multi-Case
  • Understand the advantages of using the sensor workflow
  • Discuss options for model improvement by using higher order and changing the test/train ratio
  • Workshop: Create an Aspen Hybrid Model for a Cumene Production Process using Aspen Plus or Natural Gas Dehydration with TEG using Aspen HYSYS

Workflow for Reduced Order Equipment Models for Engineering
  • Understand key advantages of using the Equipment workflow
  • Review process to deploy models in Aspen Plus/Aspen HYSYS and how to make stream connections
  • Workshop: Create an Aspen Hybrid Model for a Methyl-Cyclohexane Distillation Column in Aspen Plus or Propane-Propene Distillation Column in Aspen HYSYS
Conclusions
  • Review key highlights and takeaways from the course

Register for a Class

Date Class Type Location Price Language
Date(s): 10/22/2021 - 10/22/2021 Type: Public Virtual Location: Virtual-APAC Price: (USD) 270.00 Language: English Register
Date(s): 10/5/2021 - 10/5/2021 Type: Public Virtual Location: Virtual-Latin America Price: (USD) 400.00 Language: Spanish Register
Date(s): 11/3/2021 - 11/3/2021 Type: Public Virtual Location: Virtual-Latin America Price: (USD) 400.00 Language: Spanish Register
Date(s): 12/28/2021 - 12/28/2021 Type: Public Virtual Location: Virtual-Latin America Price: (USD) 400.00 Language: Spanish Register
Date(s): 10/29/2021 - 10/29/2021 Type: Public Virtual Location: Virtual-Japan Price: (JPY) 40000.00 Language: Japanese Register

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.