Master thesis: Predictive Maintenance
1 week ago
Join our Team
About this opportunity:
Mobile network maintenance costs are a major part of operating costs of Communication Service Providers (CSPs). Site visits can impact maintenance costs negatively if visits are unplanned or frequent.
Accordingly, ability to predict hardware failures before they happen will allow CSPs to move from unplanned site visits to planned ones where they can aggregate actions to minimize site visits. Predictive maintenance will use historical data to predict when equipment is likely to fail, allowing CSPs to schedule site visits more effectively to prevent hardware failure and minimize downtime
What you will do:
This thesis is divided into several steps with the end goal of showing a prototype of how hardware failures can be predicted. The following steps are envisioned as part of the thesis work:
- Decide on hardware failures in scope and data that will be used in the analysis to derive patterns.
- Leveraging collected historical data, use machine learning algorithms to predict when and why a specific HW is likely to fail.
- Analyze results of predicted failures and evaluate performance of different machine learning models.
- Optionally, design AI agent to automate the complete workflow and summarize results.
The thesis will be concluded with a result presentation for the Ericsson research team.
The skills you bring:
- This project aims at students in data science, computer science, computer engineering or similar.
- 1 Student, 30 hp
- Ericsson AB, Kista
- Preferred start: Jan 2026
-
Master Thesis
1 week ago
Linköping, Östergötland, Sweden Runway Safe Full timeAbout UsRunway Safe leads the industry in commercial aircraft arresting systems, dedicated to enhancing runway safety. Our mission is to improve runway operations and safety by providing knowledge and value-adding solutions to the aviation industry.We enable airports around the world to do more with less: more safety with less space, more types of aircraft...
-
Linköping, Östergötland, Sweden NIRA Dynamics AB Full timeReady to turn your ideas into impact? Join us for your Master's Thesis at NIRA Dynamics in spring 2026ObjectiveEstimate suspension parameters online and incorporate them into the road roughness algorithm to improve accuracy across vehicle variants.Keywords: suspension parameter estimation, online identification, road roughness, obstacle/bump excitation,...
-
Master Thesis in Computer Vision
1 week ago
Linköping, Östergötland, Sweden Vantor Full timeVantor is forging the new frontier of spatial intelligence, helping decision makers and operators navigate what's happening now and shape what's coming next. Vantor is a place for problem solvers, changemakers, and go-getters—where people are working together to help our customers see the world differently, and in doing so, be seen differently. Come be...
-
Manufacturing / Maintenance Engineer
4 days ago
Linköping, Östergötland, Sweden Intelium Engineering Full timeMaintenance EngineerLocation: On-site, LinköpingWho are you?We are looking for aMaintenance Engineerto join our team in Linköping.You are a technically skilled and structured professional with a strong interest in maintenance engineering and continuous improvement. You enjoy working close to production and play a key role in ensuringhigh equipment...
-
Linköping, Östergötland, Sweden NIRA Dynamics AB Full timeReady to turn your ideas into impact? Join us for your Master's Thesis at NIRA Dynamics in spring 2026ObjectiveDevelop algorithms that leverage Tire-Mounted Sensor data to advance NIRA's indirect tire pressure monitoring (TPI) and wheel/road understanding.Keywords: tire oscillation modes, signal processing, sensor fusion, MATLAB, machine learning,...
-
Linköping, Östergötland, Sweden Cambio Group Full timeAre you a student with an interest in AI and software quality, and want to contribute to the development of Sweden's leading Electronic Health Record (EHR) systems?We at Cambio are now looking for one or two students who wants to write their master thesis with us in the spring of 2026Here you will receive guidance from experienced engineers and the...
-
Linköping, Östergötland, Sweden Combitech Sverige Full timeThis thesis aims to explore and implement interoperability between Epiroc Deep Control (Fleet Management System) and Scania AHS (Autonomous Haulage System) and explore how to make Epiroc Deep Control and Scania AHS interoperability a "one click" solution for easy integration.BackgroundEpiroc delivers autonomous material handling solutions to the mining...
-
Linköping, Östergötland, Sweden ACTIA Nordic AB Full timeApplication Deadline: Dec. 31, 2026 LinköpingOn-siteJob DescriptionBackground: Actia Sweden is committed to integrating Design for Environment (DfE) and circular principles into product development and manufacturing. The company has set an ambitious sustainable goal to: "Integrate Design for Environment (DfE) and circular principles into all aspects of...
-
Summer Internship 2026
1 week ago
Linköping, Östergötland, Sweden Sectra Full timeApplication Deadline: Jan. 30, 2026 LinköpingOn-siteJob DescriptionAt Sectra, you get to work with technology that truly matters. Whether it's strengthening cyber security or supporting healthcare professionals, your work helps create a safer and healthier society. Join us this summer and take on real challenges together with engineers who love to share...
-
Linköping, Östergötland, Sweden RISE Research Institutes of Sweden Full timeA better world needs more perspectives — new knowledge, new technologies, and a unifying force to bring them together. RISE, Sweden's independent research institute and innovation partner, is that force. With broad expertise, we deliver sustainable solutions and drive transformation across traditional sectors. Working closely with all industries, we know...
