面向高原森林火灾的灭火无人机路径规划

宋睿 ,  朱培 ,  张剑高 ,  邵荃

科学技术与工程 ›› 2024, Vol. 24 ›› Issue (34) :14863-14870

PDF (5259KB)
科学技术与工程 ›› 2024, Vol. 24 ›› Issue (34) :14863-14870 DOI: 10.12404/j.issn.1671-1815.2400697
交通运输

面向高原森林火灾的灭火无人机路径规划

作者信息 +

Path Planning of Fire Fighting UAV for Plateau Forest Fires

Author information +
文章历史 +

摘要

针对高原森林灭火无人机路径规划问题,基于数字高程模型(digital elevation model, DEM)数据,采用栅格法构建三维地理空间模型;分析海拔高度、环境风、火场上空温度等对无人机性能的影响,以最短路径、最小能耗为目标函数,建立多约束条件下无人机路径规划模型;设计基于欧几里得距离和切比雪夫距离的加权距离改进的A*算法进行模型求解。结果表明:与传统A*算法相比,典型工况下,改进算法求解路径规划时间减少36.73%,获得更优的规划路径;海拔对路径总长度和总用时影响较小,主要影响无人机能耗,相对平原环境(630 m),高海拔环境(3 500 m)下无人机能耗增加48.00%;风速风向主要影响无人机能耗和路径总用时,海拔3 500 m和风速8 m/s时,相对于逆风,顺风下无人机能耗可节约64.74%,路程总用时减少41.01%;火场附近大气温度增加到40 ℃,对无人机路径和能耗影响较小。研究结果可为无人机应用于高原森林灭火路径规划提供理论依据。

Abstract

In addressing the issue of path planning for UAVs (unmanned aerial vehicles) in plateau forest fire extinguishment, a three-dimensional geographic spatial model is constructed using a grid-based approach based on DEM (digital elevation model) data. The impacts of altitude, ambient wind, and fire temperature on UAV performance were analyzed. A UAV path planning model was established under multiple constraints, with the objective of finding the shortest path while minimizing energy consumption. An improved A* algorithm, combining weighted Euclidean and Chebyshev distances, was developed for solving the model. Results indicate that, compared to the traditional A* algorithm, the improved version reduces solution time by 36.73%, providing more optimal paths. Altitude has a minor impact on total path length and duration but significantly affects UAV energy consumption. In high-altitude environments (3 500 m) compared to plain environments (630 m), UAV energy consumption increases by 48.00%. Wind speed and direction primarily influence energy consumption and total duration. At 3 500 m altitude and 8 m/s wind speed, flying with the wind reduces energy consumption by 64.74% and shortens duration by 41.01% compared to flying against the wind. A rise in atmospheric temperature near the fire to 40 ℃ has minimal effect on UAV path planning and energy consumption. These findings provide a theoretical basis for applying UAVs in path planning for plateau forest fire extinguishment.

关键词

路径规划 / 森林火灾 / 无人机 / 高原 / 改进A*算法

Key words

path planning / forest fire / UAV / plateau / improved A* algorithm

引用本文

引用格式 ▾
宋睿, 朱培, 张剑高, 邵荃. 面向高原森林火灾的灭火无人机路径规划[J]. 科学技术与工程, 2024, 24(34): 14863-14870 DOI:10.12404/j.issn.1671-1815.2400697
SONG Rui, ZHU Pei, ZHANG Jian-gao, SHAO Quan. Path Planning of Fire Fighting UAV for Plateau Forest Fires[J]. Science Technology and Engineering, 2024, 24(34): 14863-14870 DOI:10.12404/j.issn.1671-1815.2400697

登录浏览全文

4963

注册一个新账户 忘记密码

参考文献

基金资助

国家自然科学基金(52202416)

民航应急科学与技术重点实验室开放基金(NJ2022022)

PDF (5259KB)

34

访问

0

被引

详细

导航
相关文章

/

〈 〉