20 Beste vacatures voor de functie van inter partner (nieuwe medewerkers gezocht)

INTERNSHIP/ THESIS - Fleet-Level Robust Modeling for Embedded Accelerometer Self-Diagnostics in Railway Systems
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INTERNSHIP/ THESIS - Fleet-Level Robust Modeling for Embedded Accelerometer Self-Diagnostics in Railway Systems

Televic Rail
Izegem

Snel solliciteren

Vacaturegegevens

Stage

Kwalificaties

Master
Machine learning
Embedded software
Productie

Volledige vacaturetekst

About Televic Rail:

With over 30 years of experience in designing, manufacturing and maintaining on-board communication and control systems, Televic Rail is a leading, trusted partner for railway operators and train builders worldwide. Its Passenger Information Systems and Control Systems are high quality, tailor-made solutions that offer the flexibility, user-friendliness and stability that our clients ask for. Our various types of on board control systems such as our bogie monitoring systems are innovative, yet reliable products designed specifically for the railway business. Trains and trams all around the world are equipped with Televic Rail solutions, from New Zealand to Canada, from China to the United States, from India to Belgium, England and France.

Your role:

This thesis addresses fleet-level consolidation of embedded machine learning models for accelerometer self-diagnostics in railway systems deployed on the COSAMIRA Edge platform. Each device currently learns the expected accelerometer behavior using speed and acceleration data and detects sensor faults through deviation from the learned model.

Such a system is used in large railway fleets where multiple trains of the same type operate under varying mechanical, environmental, and seasonal conditions. While per-device learning works, it does not generalize well across the fleet and may be sensitive to train-specific dynamics or temperature effects.

The objective of this thesis/internship is to design a method to collect learned models from selected devices, normalize and aggregate them into a single robust fleet-level model that remains stable despite inter-train disparities and seasonal variations.

Main challenges include:

Robust model aggregation under heterogeneous operating conditions
Outlier detection and rejection
Ensuring insensitivity to mechanical and environmental variability
Defining objective criteria to validate that local learning converged successfully
Extending both the learning and inference phases to improve robustness and early fault detection
The outcome will be a scalable fleet-intelligent framework for reliable embedded sensor health monitoring.

Extra info:

Level: Master
Domains: AI / Machine Learning, Embedded Software, Software
Type of work: Research: 20% - Implementation: 30% - Experimentation: 50%
Location: Televic
Number of students: 1

Snel solliciteren

Verfijn je zoekopdracht

inter partner vacatures

INTERNSHIP/ THESIS - Fleet-Level Robust Modeling for Embedded Accelerometer Self-Diagnostics in Railway Systems

Recruiting Manager (8 month FTC)

Senior Associate Corporate and M&A (fluent in Dutch)

Junior Project Engineer Soil Investigation and Remediation

Junior expert fiscale fraudebestrijding (m/v/x)

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Opmeter (NL/FR) - (M/V/X)

Junior Project Engineer Soil Investigation and Remediation

Project Controls Manager (Construction)

Onderzoeksprofessor in Modellering en simulatie van plasma stromingen voor nucleaire fusie (BOFZAP)

Research and teaching assistant in economics - (applied) micro-/international economics (F/M)

CSU Assistant

Manager, Deal Management

Research and teaching assistant in economics - (applied) macroeconomics (F/M)

Senior Communications Director

Content & Community Coordinator (h/f/x)

HR Project Recruiter West-Vlaanderen

Assistant d'enseignement et de recherche : economics - (applied) micro-/international economics (F/M)

Assistant d'enseignement et de recherche : economics - (applied) macroeconomics (F/M)

Research and teaching assistant in economics - applied econometrics (F/M)

Ik wil de nieuwste vacature-alerts ontvangen voor de functie van inter partner

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