302.733 Energy Systems Modeling Canceled
This course is in all assigned curricula part of the STEOP.
This course is in at least 1 assigned curriculum part of the STEOP.

2023S, VO, 2.0h, 3.0EC

Properties

  • Semester hours: 2.0
  • Credits: 3.0
  • Type: VO Lecture
  • Format: Presence

Learning outcomes

After successful completion of the course, students are able to...

  • classify modeling concepts for industrial energy systems, name their advantages and limitations, and select them according to the application.
  • understand the most important analytical, data-driven and NN modeling methods.
  • validate models and quantitatively evaluate their accuracy and sensitivities using appropriate methods.
  • apply simple numerical solution methods for ordinary and partial differential equations.
  • evaluate space-time discretization dependent effects and their influence on the quality of the solution in FD/FV/FE.
  • apply parameter estimation techniques such as linear and non-linear regression and data-driven modeling concepts to given data sets and apply them to specific modeling problems of industrial power systems.

Subject of course

The basis for almost all calculations on industrial energy systems are models that represent the behavior or certain properties of the components. In this course, a wide range of modeling methods is presented - from simple regression models to various data-driven approaches and machine learning methods. Aspects of data preparation and model validation/evaluation will be discussed.

Attendance of the UE offered accompanying to this VO is strongly recommended.

Teaching methods

Contents are presented in lectures.

Mode of examination

Written

Lecturers

Institute

Examination modalities

Written examination with theoretical questions and short calculation exercises.

Course registration

Begin End Deregistration end
01.02.2023 12:00 01.06.2023 12:00 01.06.2023 12:00

Curricula

Study CodeSemesterPrecon.Info
033 245 Mechanical Engineering STEOP
Course requires the completion of the introductory and orientation phase
033 282 Mechanical Engineering - Management STEOP
Course requires the completion of the introductory and orientation phase
066 445 Mechanical Engineering STEOP
Course requires the completion of the introductory and orientation phase
066 473 Chemical and Process Engineering
066 482 Mechanical Engineering - Management STEOP
Course requires the completion of the introductory and orientation phase

Literature

No lecture notes are available.

Language

German