Research papers

Generalizing Classification of Pilot Workload: Transfer Learning versus a JEPA-Inspired Transformer Architecture

Within the context of learning, there poses difficulty when objectively measuring human performance. In this work, we investigate the evaluation of human performance via its relation to the individual's mental capacity b…

Low-Resource Automatic Speech Recognition Domain Adaptation – A Case-Study in Aviation Maintenance

With timeliness and efficiency being critical in the aviation maintenance industry, the need has been growing for smart technological solutions that optimize and streamline the different underlying tasks (Bergkvist & Sab…

Integrated Organizational Machine Learning for Aviation Flight Data

An increased availability of data and computing power has allowed organizations to apply machine learning techniques to various fleet monitoring activities.

Automatic Gaze Classification for Aviators: Using Multi-task Convolutional Networks as a Proxy for Flight Instructor Observation

In this work, we investigate how flight instructors observe aviator scan patterns and assign quality to an aviator's gaze. We first establish the reliability of instructors to assign similar quality to an aviator's scan …