You are required to read and agree to the below before accessing a full-text version of an article in the IDE article repository.

The full-text document you are about to access is subject to national and international copyright laws. In most cases (but not necessarily all) the consequence is that personal use is allowed given that the copyright owner is duly acknowledged and respected. All other use (typically) require an explicit permission (often in writing) by the copyright owner.

For the reports in this repository we specifically note that

  • the use of articles under IEEE copyright is governed by the IEEE copyright policy (available at
  • the use of articles under ACM copyright is governed by the ACM copyright policy (available at
  • technical reports and other articles issued by M‰lardalen University is free for personal use. For other use, the explicit consent of the authors is required
  • in other cases, please contact the copyright owner for detailed information

By accepting I agree to acknowledge and respect the rights of the copyright owner of the document I am about to access.

If you are in doubt, feel free to contact

Analyzing a wind turbine system: From simulation to formal verification



Publication Type:

Journal article


Science of Computer Programming, Elsevier





Many industrial systems are hybrid by nature, most often being made of a discrete controller that senses and regulates the execution of a plant characterized by continuous dynamics. Examples of such systems include wind turbines that convert wind energy into electrical energy. Designing industrial control systems is challenging, due to the mixed nature of requirements (functional, timing, etc.) as well as due to the complexity stemming from the interaction of the controller with the plant. Model-based techniques help in tackling the design challenges, whereas methods such as simulation with tools like MATLAB/Simulink can be employed for analysis. Although practical, these methods alone cannot ensure full predictability, due to the fact that they cannot guarantee system properties for all possible executions of the system model. In order to ensure that the system will behave as expected under any operational circumstance, formal verification and validation procedures need to be added to the actual development process. In this paper, we propose an extension of the iFEST (industrial Framework for Embedded Systems Tools) process and platform for embedded systems design with model-based testing using MaTeLo, and model checking time-dependent requirements with theUppaaltool, as means of increasing the confidence in the system’s behavior. To show the feasibility of the techniques on industrially-sized systems, we analyze a wind turbine industrial prototype model against functional and timing requirements. We capture the execution semantics of the plant and controller components of the wind turbine via logical clocks and constraints expressed in the clock constraint specification language (CCSL) of UML MARTE, after which we construct real-time models amenable to model checking, by mapping the timed behavior (expressed in CCSL) of the real-time components of the wind turbine, onto timed automata. Our work is a first application on an industrial wind turbine system of complementary methods for formal analysis, that is, model-based testing, and model checking a mathematically tractable system abstraction based on data obtained by simulating the system with MATLAB/Simulink. We also discuss relevant modeling and verification challenges encountered during our experiences with the wind turbine system.


author = {Cristina Seceleanu and Morgan Johansson and Jagadish Suryadevara and Gaetana Sapienza and Tiberiu Seceleanu and Stein-Erik Ellevseth and Paul Pettersson},
title = {Analyzing a wind turbine system: From simulation to formal verification},
editor = {Cyrille Artho, Peter Csaba {\"O}lveczky},
volume = {133 (2017)},
number = {216-242},
pages = {216--242},
month = {October},
year = {2016},
journal = {Science of Computer Programming, Elsevier},
publisher = {Elsevier},
url = {}