A Coordinate Descent Method for Multidisciplinary Design Optimization of Electric-Powered Winged UAVs

Haowei Gu, Xiaoyu Cai, Jinni Zhou, Zexiang Li, S. Shen, Fu Zhang
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引用次数: 8

Abstract

In this paper, we present an optimization framework for the conceptual design of electric-powered unmanned aerial vehicles (UAVs) with wings, to meet the community’s ever increasing interest in developing novel efficient winged UAVs. In our framework, the UAV design is formulated as an optimization problem with a user-defined objective. It also accepts various constraints, such as restricted aircraft size, weight, and preliminary wing (and fuselage) shape determined by industrial design, limited availability of propulsion systems, etc. Such a framework is particularly suitable for the design of small UAVs with many practical limitations, such as portability, size, cost, etc. In evaluating a given aircraft configuration (e.g., wing, fuselage, landing gears, etc.), we adopt various empirical aerodynamic models that have been commonly used in aviation history. We also retrieve hundreds of propeller and motor data from their manufacturers and fit them to constitute a high-fidelity propulsion system database. Wind tunnel testing on existing airframe data shows that our aerodynamic models fit the measurements very well. Propeller testing is also carried out to validate the fitted propeller model. With the ability to evaluate a given aircraft and propulsion, we propose a coordinate descent method that nicely decouples the optimization for the aircraft configuration, which involves continuous variables, and the propulsion system, which involves discrete variables (e.g., motor index, propeller index). With the presented optimization framework and coordinate descent method, a quadrotor tail-sitter vertical takeoff and landing (VTOL) UAV is designed, manufactured and tested.
电动翼无人机多学科优化设计的坐标下降法
在本文中,我们提出了一个带翼电动无人机概念设计的优化框架,以满足社会对开发新型高效有翼无人机的日益增长的兴趣。在我们的框架中,无人机设计被表述为具有用户定义目标的优化问题。它也接受各种限制,例如由工业设计决定的飞机尺寸,重量和初步机翼(和机身)形状,推进系统的有限可用性等。这种框架特别适用于小型无人机的设计,但在便携性、尺寸、成本等方面存在许多实际限制。在评估给定的飞机结构(例如,机翼,机身,起落架等)时,我们采用了航空史上常用的各种经验空气动力学模型。我们还从它们的制造商那里检索了数百个螺旋桨和电机数据,并将它们适合于构成高保真推进系统数据库。对现有机身数据的风洞试验表明,我们的气动模型与测量结果非常吻合。螺旋桨试验也进行了验证装配螺旋桨模型。有了评估给定飞机和推进的能力,我们提出了一种坐标下降方法,该方法很好地解耦了飞机构型(涉及连续变量)和推进系统(涉及离散变量)的优化(例如,电机指标,螺旋桨指标)。利用所提出的优化框架和坐标下降方法,设计、制造和试验了一种四旋翼坐尾垂直起降无人机。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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