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Article

Energy-Efficient Trochoidal Path Planning for Unmanned Aircraft Under Wind and Performance Constraints

1
Department of Mechanical and Aerospace Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong SAR, China
2
Department of Aeronautics, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
3
The Brahmal Vasudevan Institute for Sustainable Aviation, Imperial College London, South Kensington Campus, London SW7 2AZ, UK
*
Author to whom correspondence should be addressed.
Drones 2026, 10(6), 426; https://doi.org/10.3390/drones10060426
Submission received: 27 March 2026 / Revised: 27 May 2026 / Accepted: 27 May 2026 / Published: 1 June 2026

Abstract

Fixed-wing unmanned aircraft are widely used for aerial mapping because they can acquire high-resolution data at relatively low cost, but maintaining both energy efficiency and image quality in the presence of wind and flight-performance limits remains challenging. In practice, operators introduce buffer regions and extended waypoints outside the area of interest to cope with deviations during turning, which increases flight distance and energy use; yet, this approach can still degrade image overlap near the boundary. This paper presents a path-planning framework that designs turning maneuvers compatible with bank-angle, stall-margin, and roll-rate constraints while aligning mapping lanes directly with the area of interest. The framework combines analytically structured turn patterns, an energy-based metric that accounts for increased aerodynamic load in banked flight, and a two-stage path-angle selection procedure that uses a fast, simplified model to guide a more detailed optimization. Simulation studies on both idealized and real survey geometries indicate that, within the considered maneuver families and assumptions, the proposed method can reduce the integrated aerodynamic energy metric and improve coverage compliance relative to a conventional path-following approach that relies on overshoot points.
Keywords: fixed-wing UAV; trochoidal path; energy-efficient aerial mapping; wind-aware path planning; Bayesian optimization fixed-wing UAV; trochoidal path; energy-efficient aerial mapping; wind-aware path planning; Bayesian optimization

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MDPI and ACS Style

Reyner, C.; Liem, R.P. Energy-Efficient Trochoidal Path Planning for Unmanned Aircraft Under Wind and Performance Constraints. Drones 2026, 10, 426. https://doi.org/10.3390/drones10060426

AMA Style

Reyner C, Liem RP. Energy-Efficient Trochoidal Path Planning for Unmanned Aircraft Under Wind and Performance Constraints. Drones. 2026; 10(6):426. https://doi.org/10.3390/drones10060426

Chicago/Turabian Style

Reyner, Christian, and Rhea P. Liem. 2026. "Energy-Efficient Trochoidal Path Planning for Unmanned Aircraft Under Wind and Performance Constraints" Drones 10, no. 6: 426. https://doi.org/10.3390/drones10060426

APA Style

Reyner, C., & Liem, R. P. (2026). Energy-Efficient Trochoidal Path Planning for Unmanned Aircraft Under Wind and Performance Constraints. Drones, 10(6), 426. https://doi.org/10.3390/drones10060426

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