Conference Paper: Machine Learning Prediction Based UI for Aircraft Cockpit

Informatics Institute faculty member Behçet Uğur Töreyin coauthored paper titled 'Machine Learning Prediction Based UI for Aircraft Cockpit' in relation to conference '2023 14th International Conference on Electrical and Electronics Engineering (ELECO)' on 6 February 2024.

DOI: 10.1109/ELECO60389.2023.10416080

Abstract:
Pilot vehicle interfaces on aircraft, similar to the automobile digital displays found in automobiles, are used to present the current status of various systems (e.g., navigation, engine information). Aircraft interfaces exhibit deterministic behavior due to safety concerns, ensuring that user input yields predictable outputs. Consequently, integrating text-based pattern recognition or artificial neural network based solutions to aircraft systems are challenging because of their deterministic nature. In this paper, an approach complementary to the existing user interface models is proposed. This approach is based on learning recurring user interactions during flight. It utilizes text-based pattern recognition and prediction models based on user interaction logs and sensor readings. Test results on sample data suggest that the proposed approach yields faster and context-aware user interaction model that decreases the time needed to perform tasks in the aircraft cockpit, where timing is crucial.

Date 22 Mar 2024

ITU Informatics Institute provides graduate-level education and research in applied informatics, computer sciences, computational science and engineering, communication systems under the following programs.

Information and Communications Engineering Master of Science and Doctorate Program
Cybersecurity Engineering and Cryptography Master of Science and Doctorate Program
Geographical Information Technologies Master of Science and Doctorate Program
Information Technologies in Construction Management Professional Degree Master Program
Information Technologies Professional Degree Master Program
Computational Science and Engineering Master of Science and Doctorate Program
Computational Science and Engineering Master of Science and Doctorate Program
Satellite Communication and Remote Sensing Master of Science and Doctorate Program

Faculty members and students conduct research supported by national and international organızatıons in the fields of electromagnetic fields, communication systems/regulations, computational materials design, computational chemistry/biology, cryptography, signal/data processing/visualization, big data management, climate and ocean sciences,

The paper titled “Non-Invasive Complete Hemodynamic Model to Investigate the Effect of Multi-Stenosis in Patient-Specific Coronary Arteries”, jointly prepared by research assistants Hacer Duzman and E. Cenk Ersan, andProf. Dr. M. Serdar Çelebi from the Computational Science and Engineering Program, has been awarded the Best Paper Award at the ESM’25. (22-24 Oct. 2025 Belgium)
Hacer Duzman and Muhammed Enis Şen, PhD students of Computational Science and Engineering Program, received awards in the "5 Minute Thesis Competition" organized at the "Başarım 2024 8th National High Performance Computing Conference".

There is also a High Performance Computing Laboratory established with the support of the State Planning Organization within the Institute.

Programs

Candidate Students

Current Students

Web Page is Refreshing!

İTÜ Informatics Institute