Randomized trial demonstrates improved efficiency in FWMAVs, indicating a new design methodology.
The hovering performance of membrane flapping-wing micro air vehicles (FWMAVs) is governed by numerous coupled parameters, making rapid forward optimization difficult via traditional empirical trials or localized fluid-structure interaction (FSI) analysis. This paper proposes a systematic design framework based on a decoupled parametric configuration and an explicit twist formula. First, a novel wing configuration capable of decoupling vein layouts from torsional deformation was identified and verified through baseline experiments, significantly simplifying the design space. Leveraging this parametric modeling, the study successfully derived an explicit analytical formula reflecting the quantitative relationship between spanwise twist and veins by performing high-fidelity FSI simulations on only a minimal set of key parameter points. This facilitates a transition from costly physical simulations to efficient mathematical expressions. Subsequently, this formula was integrated into the quasi-steady blade element method (BEM) alongside electromechanical constraints, such as motor torque saturation, to construct a fully coupled system optimization model. The optimized wing, identified via global search, achieved an 11% efficiency improvement and a lift-to-weight ratio exceeding 1.3, as validated by bench and guide-rail flight tests. This research transforms complex empirical design into deterministic analytical optimization, providing an efficient design tool for high-payload, high-efficiency FWMAVs.
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Chen et al. (2026) studied this question.
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