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Documents authored by Martynenko, Andrii A.


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Architecture and Design Study with Analytical Validation of a Mixed Reality Software System for Pilot Training with Real-Time Visual Scene Substitution

Authors: Serhii D. Prykhodchenko, Oksana Yu. Prykhodchenko, Andrii A. Martynenko, Dmytro Babets, Marcin Paszkuta, Dariusz Myszor, Przemysław Skurowski, and Krzysztof Cyran

Published in: OASIcs, Volume 145, 7th International Computer Programming Education Conference (ICPEC 2026)


Abstract
This paper presents the design and architectural formalization of a mixed reality (MR) system for pilot training that supports selective, region-level visual scene substitution. The proposed approach enables context-aware replacement of semantically meaningful regions within the pilot’s egocentric view - such as cockpit displays and external windows - while preserving direct physical interaction with real cockpit controls and the pilot’s hands. The core contribution is a modular real-time architecture that integrates semantic perception, structured scene representation, and GPU-accelerated mask-based compositing into a unified dataflow pipeline. The system is designed with explicit latency-aware modelling to support analytical evaluation of performance under strict real-time constraints (targeting below 20-30 ms). A functional prototype was implemented and evaluated under different hardware configurations. Experimental results demonstrate that the GPU-accelerated version running on an NVIDIA RTX 3060 achieves an average end-to-end latency of 26.3 ms (approximately 38 fps) with improved temporal stability. These results confirm the practical feasibility of the proposed architecture under controlled conditions. Adopting a design-science perspective, this work combines analytical modelling, architectural design, and preliminary prototype validation. The study addresses the need for stronger technical grounding in XR-based aviation training research prior to large-scale human-subject evaluation. The presented approach provides a reproducible foundation for the development of hybrid training systems that combine the sensorimotor fidelity of physical cockpits with the instructional flexibility of real-time visual substitution.

Cite as

Serhii D. Prykhodchenko, Oksana Yu. Prykhodchenko, Andrii A. Martynenko, Dmytro Babets, Marcin Paszkuta, Dariusz Myszor, Przemysław Skurowski, and Krzysztof Cyran. Architecture and Design Study with Analytical Validation of a Mixed Reality Software System for Pilot Training with Real-Time Visual Scene Substitution. In 7th International Computer Programming Education Conference (ICPEC 2026). Open Access Series in Informatics (OASIcs), Volume 145, pp. 15:1-15:11, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2026)


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@InProceedings{prykhodchenko_et_al:OASIcs.ICPEC.2026.15,
  author =	{Prykhodchenko, Serhii D. and Prykhodchenko, Oksana Yu. and Martynenko, Andrii A. and Babets, Dmytro and Paszkuta, Marcin and Myszor, Dariusz and Skurowski, Przemys{\l}aw and Cyran, Krzysztof},
  title =	{{Architecture and Design Study with Analytical Validation of a Mixed Reality Software System for Pilot Training with Real-Time Visual Scene Substitution}},
  booktitle =	{7th International Computer Programming Education Conference (ICPEC 2026)},
  pages =	{15:1--15:11},
  series =	{Open Access Series in Informatics (OASIcs)},
  ISBN =	{978-3-95977-443-7},
  ISSN =	{2190-6807},
  year =	{2026},
  volume =	{145},
  editor =	{Portela, Filipe and Matos, Lu{\'\i}s and Guimar\~{a}es, Tiago},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.ICPEC.2026.15},
  URN =		{urn:nbn:de:0030-drops-267529},
  doi =		{10.4230/OASIcs.ICPEC.2026.15},
  annote =	{Keywords: Mixed Reality, Pilot Training, Visual Scene Substitution, Region-level Compositing, Real-time Architecture}
}
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