Sökning: "Sławomir Nowaczyk"
Visar resultat 16 - 20 av 21 avhandlingar innehållade orden Sławomir Nowaczyk.
16. Data-Driven Methods for Reliability Evaluation of Power Cables in Smart Distribution Grids
Sammanfattning : This research aims to develop data-driven methods that automatically exploit historical data in smart distribution grids for reliability evaluation, i.e., analyzing frequency of failures, and modeling components’ lifetime. LÄS MER
17. Machine learning methods for vehicle predictive maintenance using off-board and on-board data
Sammanfattning : Vehicle uptime is getting increasingly important as the transport solutions become more complex and the transport industry seeks new ways of being competitive. Traditional Fleet Management Systems are gradually extended with new features to improve reliability, such as better maintenance planning. LÄS MER
18. Automated Traffic Time Series Prediction
Sammanfattning : Intelligent transportation systems (ITS) are becoming more and more effective. Robust and accurate short-term traffic prediction plays a key role in modern ITS and demands continuous improvement. LÄS MER
19. From Domain Adaptation to Federated Learning
Sammanfattning : Data-driven methods have been gaining increasing attention; however, along with the benefits they offer, they also present several challenges, particularly concerning data availability, accessibility, and heterogeneity, the three factors that have shaped the development of this thesis. Data availability is the primary consideration when employing data-driven methodologies. LÄS MER
20. Learning from Multiple Domains
Sammanfattning : Domain adaptation (DA) transfers knowledge between domains by adapting them. The most well-known DA scenario in the literature is adapting two domains of source and target using the available labeled source samples to construct a model generalizable to the target domain. LÄS MER