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Modelling of a Virtual Sensor using Machine Learning

Virtual Testing at Volvo Penta is important as the demand for more efficient product development is increasing. At the heart of Virtual Testing is the HiL-rigs, which mimics the test cells, and offer upsides in time and diversified testing. However, modelling and simulation of the emissions in Real-Time is too demanding. Due to the complexity of these signals, there is a need of running it offline, parallel to the Real-Time simulations.

Qualifications & Required Documents

Master students in Data Science, Computer Science, Physics or Automation and Mechatronics.
Knowledge of: Machine Learning, modelling and simulation, Python, Keras and TensorFlow or similar
Please send your application including CV, Cover Letter, and Transcript of grades.

Practical information

Thesis Level: Master (30 ECTS points)
Language: English
Starting date: January 2022
Number of students: 2 students
Last application date: 1st of December 2021
Examiner proposal: TBD

Description of thesis work
The idea for this Thesis is to create a Virtual Sensor for the complex emission signals using Machine Learning, that can run in parallel on a server, being feed inputs from the Real-Time simulations. The results from the Machine Learning-model are later merged with the results from the Real-Time simulation providing a more realistic outcome.

The virtual testing department consists of an agile team of five engineers with cross functional knowledge on both simulations, electrical engineering, and machine learning. The team works with developing and defining the ways of working with virtual testing at Volvo Penta, providing a simulation platform for the testing engineers.

Contact

Simon Anwell, Manager Engine Testing Development, simon.anwell@volvo.com
Viktor Palmqvist Berntsson, Development Engineer, Virtual Testing, viktor.palmqvist.berntsson@volvo.com

Kindly note that due to GDPR, we will not accept applications via mail. Please use our career site.

The Volvo Group drives prosperity through transport solutions, offering trucks, buses, construction equipment, power solutions for marine and industrial applications, financing and services that increase our customers’ uptime and productivity. Founded in 1927, the Volvo Group is committed to shaping the future landscape of sustainable transport and infrastructure solutions. Countless career opportunities are offered across the group’s leading brands and entities that share a culture of Trust, Passion, High Performance, Change and Customer Success. 
www.volvogroup.com/career. 

With Volvo Penta, a world-leading supplier of engines and complete drive systems for marine and industrial applications, you will be part of a global and diverse team of highly skilled professionals who works with passion, trust each other and embraces change to stay ahead. We make our customers win.

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