A Two-Tier Genetic Algorithm for Real-Time Virtual–Physical Fusion in Unmanned Carrier Aircraft Scheduling
Year: 2025
Type: article
Abstract: To address the key challenges of poor real-time interaction, insufficient integration of operating rules, and limited virtual–physical synergy in current carrier-based aircraft scheduling simulations, this study proposes an immersive digital twin platform that integrates a two-layer genetic algorithm (GA) with hardware-in-the-loop (HIL) semi-physical validation. The platform architecture combines high-fidelity 3D visualization-based modeling (of aircraft, carrier deck, and auxiliary equipment) with real-time data exchange via TCP/IP, establishing a collaborative virtual–physical simulation environment. Three key innovations are presented: (1) a two-tier genetic algorithm (GA)-based scheduling model is proposed to coordinate global planning and dynamic execution optimization for carrier-based aircraft operations; (2) a systematic constraint integration framework incorporating aircraft taxiing dynamics, deck spatial constraints, and safety clearance requirements into the scheduling system, significantly enhancing tactical feasibility compared to conventional approaches that oversimplify multidimensional operational rules; (3) an integrated virtual–physical simulation architecture merging virtual reality interaction with HIL verification, establishing a collaborative digital twin–physical device platform for immersive visualization of full-process operations and dynamic spatiotemporal evolution characterization. Experimental results indicate that this work bridges the gap between theoretical scheduling algorithms and practical naval aviation requirements, offering a standardized testing platform for intelligent carrier-based aircraft operations.
DOI: 10.3390/jmse13050856
Authors: Jian Yin, Bo Sun, Yunsheng Fan, Liran Shen, Zhan Shi
Institution: Dalian Maritime University
Language: English
Subfield: Control and Systems Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: gold
Estimated APC paid: $3,137
Awards: G1050203371, G1268592871, G1282381678, G1942170465, G2009930230, G2327611264, G2375529753, G2844840480, G3273140051, G3474290991, G3751423595, G3982785516, G4014668954, G4098820196, G4145592208, G421847104, G4478367891, G4567128121, G4599283214, G4946927922, G51773477, G538066894, G5669201955, G6257371030, G6938225664, G6993163035, G699496882, G7292996569, G7492803846, G7518349422, G7815541583, G7941787539, G7944149272, G8172262157, G8370536394, G8833820106, G8879788735, G8918092883, G8957589703, G935853612
OpenAlex ID: W4409805994