Modeling, Simulation and Control using Python

Control System Modeling | Simulation | Applying Control | PID | PYTHON| System dynamics | Excercise problems
4.01 (48 reviews)
Udemy
platform
English
language
Engineering
category
Modeling, Simulation and Control using Python
350
students
1.5 hours
content
Aug 2023
last update
$39.99
regular price

Why take this course?

🎓 Unlock the Secrets of Control Systems with Python!


**Introduction to Modeling and Simulation

In the realm of control systems, understanding the behavior of a system under various conditions is paramount. This course, "Modeling, Simulation and Control using Python," by Muthiah Shanmugam, will equip you with the skills to model, simulate, and apply control strategies to complex systems. You'll learn how to leverage Python to transform raw data into sophisticated models that can predict system behavior under different scenarios.


Mastering Discrete Models in Time Domain:

  • Understanding Discretization: Dive into the world of discrete models, where system dynamics are analyzed at specific time intervals rather than continuously. This approach simplifies complex systems into manageable chunks, allowing for more accessible analysis and control.

  • Crafting Your Models: Learn how to collect system data and apply mathematical or physical laws to create differential equations that represent the system's behavior over time. Discover how to adjust inputs to achieve desired outputs and understand the role of control theory in refining these models.


The Art of Simulation:

  • Simulating with Python: Transform your models into working simulations within the Python environment. You'll set up the parameters necessary for accurate simulation, such as time step, end time, and the integration or solving techniques that will drive your system forward in time.

  • Real-World Scenarios: Through hands-on practice, you'll simulate models for three different examples, gaining a deep understanding of how Python can model complex systems and predict their behavior.


Implementing Control Strategies:

  • Control Theory Explained: Grasp the concepts behind control strategies by learning how to measure the output of your system in response to given inputs and compare it against the desired outcome. The difference, or error, is what you'll use to refine your control approach continuously.

  • PID Controllers and Beyond: Discover the power of PID (Proportional-Integral-Derivative) controllers and other control methodologies to steer your system towards its objective. You'll learn how to implement these controllers in Python, reducing error over time and achieving a stable system response.


Hands-On Learning with Practical Examples:

  • System Modeling: You will learn to form differential algebraic equations for three examples, capturing the essence of the systems' dynamics.

  • System Simulation: Build your models and set up simulations in Python for three distinct cases. This practical experience will solidify your understanding of system behavior under different conditions.

  • Control Strategy Application: Apply control strategies to drive system outputs towards objectives, optimizing inputs based on real-time error analysis and adjustments.


By the end of this course, you'll have a robust understanding of how to model, simulate, and control systems using Python. Whether you're an engineer, a student, or a hobbyist, this course will provide you with valuable insights into the world of control systems and the practical applications of Python in this field.

Join us on this journey to master control system modeling, simulation, and control through the powerful lens of Python programming. Sign up now and transform your approach to complex problem-solving! 🚀✨

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3223293
udemy ID
10/06/2020
course created date
19/10/2020
course indexed date
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course submited by
Modeling, Simulation and Control using Python - | Comidoc