Multi-objective Optimization of Rotorcraft Blade Structure with Multi-disciplinary Constraints

We extend the previously developed integrated VABS (iVABS) framework for rotor blade structural optimization with an enhanced cross-section template for practical manufacture considerations; these include the introduction of curved spar corners, a continuous wrap-around skin, trailing-edge tabs and a conformal non-structural mass. The added fidelity is exercised on a UH-60A-based outer mold line through three multi-objective optimization case studies, including a case where the cross-sections are optimized independent of each other, and two cases where all the cross-sections are optimized simultaneously with manufacture considerations. It was found that the latter cases produce straight spars that are relatively more practical to manufacture when compared to the first case, while achieving significant reduction of up to 80% in the mismatch of stiffness values, inertia properties, and shear center locations, when compared to the prior work. A subsequent sensitivity analysis of the Pareto set isolates five critical combinations of design variables, out of the original nearly 100 variables, such as root/mid-span skin-ply count and spar-web placement, that can be adjusted to refine the Pareto solution. The study demonstrates that manufacturability-aware parameterization and data-driven variable reduction can deliver practical composite-blade designs within a scalable optimization loop.

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Publication Details

Published
2025-05-20
DOI
https://doi.org/10.4050/f-0081-2025-338
Primary Topic
Advanced Multi-Objective Optimization Algorithms
Type
article
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article

Multi-objective Optimization of Rotorcraft Blade Structure with Multi-disciplinary Constraints

Robert B. Haehnel, Jiwoo Song, Jianhua Zhang, Daning Huang et al.
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Advanced Multi-Objective Optimization Algorithms
article

Multi-objective Optimization of Rotorcraft Blade Structure with Multi-disciplinary Constraints

Robert B. Haehnel, Jiwoo Song, Jianhua Zhang, Daning Huang, Edward Smith
article en

Abstract

We extend the previously developed integrated VABS (iVABS) framework for rotor blade structural optimization with an enhanced cross-section template for practical manufacture considerations; these include the introduction of curved spar corners, a continuous wrap-around skin, trailing-edge tabs and a conformal non-structural mass. The added fidelity is exercised on a UH-60A-based outer mold line through three multi-objective optimization case studies, including a case where the cross-sections are optimized independent of each other, and two cases where all the cross-sections are optimized simultaneously with manufacture considerations. It was found that the latter cases produce straight spars that are relatively more practical to manufacture when compared to the first case, while achieving significant reduction of up to 80% in the mismatch of stiffness values, inertia properties, and shear center locations, when compared to the prior work. A subsequent sensitivity analysis of the Pareto set isolates five critical combinations of design variables, out of the original nearly 100 variables, such as root/mid-span skin-ply count and spar-web placement, that can be adjusted to refine the Pareto solution. The study demonstrates that manufacturability-aware parameterization and data-driven variable reduction can deliver practical composite-blade designs within a scalable optimization loop.

Openalex Percentile: Top 83%
Advanced Multi-Objective Optimization Algorithms
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Multi-objective Optimization of Rotorcraft Blade Structure with Multi-disciplinary Constraints — Robert B. Haehnel, Jiwoo Song, et al. · (2025) | TGRS Research Map | TGRS