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首页> 外文期刊>Engineering Applications of Artificial Intelligence >Integrated and concurrent detailed design of a mechatronic quadrotor system using a fuzzy-based particle swarm optimization
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Integrated and concurrent detailed design of a mechatronic quadrotor system using a fuzzy-based particle swarm optimization

机译:基于模糊粒子群算法的机电四旋翼系统集成与并行详细设计

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摘要

Mechatronics design is complex by nature as it involves a large number of couplings and interdependencies between subsystems and components alongside a variety of sometimes contradicting objectives and design constraints. Mechatronics design activity requires cross-disciplinary and multi-objective thinking. In this paper, a fuzzy-based approach for the modeling of a unified performance evaluation index in the detailed design phase is presented. This index acts as a multidisciplinary objective function aggregating all the design criteria and requirements from various disciplines and subsystems while taking into account the interactions and correlations among the objectives. Then this function is optimized using a particle swarm optimization algorithm alongside all the constraints facing each subsystem. As an application, the mechatronics design of a vision-guided quadrotor unmanned aerial vehicle is carried out to demonstrate the effectiveness of the proposed method. Thus, a thorough modeling of system dynamics, structure, aerodynamics, flight control and visual servoing system is carried out to provide the designer with all necessary design variables and requirements. The final results and related computer simulations show the effectiveness of the proposed method in finding solutions for an optimal mechatronic design.
机译:机电一体化设计本质上是复杂的,因为它涉及子系统和组件之间的大量耦合和相互依赖性,以及各种有时相互矛盾的目标和设计约束。机电一体化设计活动需要跨学科和多目标的思考。本文提出了一种在详细设计阶段对统一性能评估指标进行建模的基于模糊的方法。该指标是一个多学科的目标函数,汇总了各个学科和子系统的所有设计标准和要求,同时考虑了目标之间的相互作用和相关性。然后使用粒子群优化算法以及每个子系统面临的所有约束来优化此功能。作为一种应用,进行了视觉引导的四旋翼无人机的机电一体化设计,以证明该方法的有效性。因此,对系统动力学,结构,空气动力学,飞行控制和视觉伺服系统进行了全面建模,为设计人员提供了所有必要的设计变量和要求。最终结果和相关的计算机仿真表明,该方法在寻找最佳机电设计解决方案中是有效的。

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