构建可模块化能量感知的多旋翼建模框架,提升无人机群在复杂环境中的续航与任务效率。
A Modular Energy Aware Framework for Multicopter Modeling in Control and Planning Applications
- 分模块建模电机、电池、电调及传感器,融合动力与能耗特性
- 基于实飞数据验证模型,支持异构无人机群协同任务规划
- 适用于搜救等复杂动态场景下的节能路径规划,适合系统设计者参考
无人飞行器(UAV),尤其是多旋翼无人机,近年来广泛应用于监视、监测、巡检和搜救任务。其高机动性与在狭小空间作业的能力使其特别适用于杂乱环境。为实现先进控制与任务规划,需准确且资源高效的无人机建模。本研究提出一种模块化多旋翼建模方法,涵盖飞行器动力学、能耗及传感器集成。动力传动模型详细描述锂离子电池、电子调速器和无刷直流电机,并通过实际飞行数据验证。此外,集成激光雷达与摄像头等传感器模型,以反映典型监视与监测任务中的设备配置。各子模型整合为一个能量感知的多旋翼模型,为后续研究在杂乱动态环境中进行无人机群搜救任务路径规划提供基础。该灵活建模方式可便捷描述异构无人机群,支持节能运行与自主决策,保障任务可靠执行。
原文摘要 · Abstract (English)
Unmanned aerial vehicles (UAVs), especially multicopters, have recently gained popularity for use in surveillance, monitoring, inspection, and search and rescue missions. Their maneuverability and ability to operate in confined spaces make them particularly useful in cluttered environments. For advanced control and mission planning applications, accurate and resource-efficient modeling of UAVs and their capabilities is essential. This study presents a modular approach to multicopter modeling that considers vehicle dynamics, energy consumption, and sensor integration. The power train model includes detailed descriptions of key components such as the lithium-ion battery, electronic speed controllers, and brushless DC motors. Their models are validated with real test flight data. In addition, sensor models, including LiDAR and cameras, are integrated to describe the equipment often used in surveillance and monitoring missions. The individual models are combined into an energy-aware multicopter model, which provide the basis for a companion study on path planning for unmanned aircaft system (UAS) swarms performing search and rescue missions in cluttered and dynamic environments. The flexible modeling approach enables easy description of different UAVs in a heterogeneous UAS swarm, allowing for energy-efficient operations and autonomous decision making for a reliable mission performance.
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