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A multi-criteria evaluation approach in navigation technique for micro-jet for damage & need assessment in disaster response scenarios

机译:微型喷气机导航技术的多准则评估方法,用于灾害响应场景中的损害和需求评估

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In a disaster response situation, Unmanned Aerial Vehicle (UAV) can be an effective medium for the assessment of damageseeds of affected regions through the collection of situational information in the form of texts, audio-visuals, images etc. Through field deployment in disaster response situations, it is challenging to determine the navigation route for a UAV to cover the appropriate shelter points within its allocated flight time due to the energy constraints. Besides, it is a very arduous task to predict the favorable weather conditions and data-rate through the actual deployment of UAVs in post-disaster situations. In this paper, a novel navigation technique for micro-jet has been designed based on the spatial data. The navigation technique has been thought of as a spatial decision problem which has further been solved systematically by means ofMulti-Criteria Decision Making(MCDM) technique. AMulti-Criteria Evaluation Techniquehas been adopted for effective transformation of spatial and calibration parameters into meaningful decisions. The navigation path has been obtained dynamically based on the solution of the spatial decision problem. This decision problem utilizes the parameters likes wind speed, wind direction, remaining flight time, the distance between the neighboring Shelter Points, the volume of data to be transferred etc. From the simulations, it has been analyzed that the newly proposed navigation technique can significantly improve the flight time of micro-jet by consuming less energy. The proposed approach has a prolonged flight duration and consumes less energy compared to the previously proposed techniques i.e. MIN_ROUTE and ROUTE_PRIORITY for different variations of wind speed and wind direction. Two field trials at different venues have been conducted using a customized micro-jet (equipped with a Single Board Computer with 2.4 GHz Wi-Fi connectivity) to analyze, (a) optimal altitude for navigation route at which data transfer rate would be maximum, (b) performance in terms of flight path calibration parameters of micro-jet, data transfer rate and the volume of data transfer while implementing the navigation route generated during simulation at the optimal altitude for a particular wind speed and wind direction. It has been observed that (1) in the initial deployment, at an altitude of 55 meters, for the wind speed 3 m/s and wind direction towards south the highest data rate of 154.51 KBps has been achieved, (2) in the subsequent field trial, during navigation the highest data rate of 942.08 KBps, at 50–55 meters altitude at wind speed of 1.66 m/s and with the wind direction towards north-east, has been achieved.
机译:在灾害情况下,无人机可以通过收集文本,视听,图像等形式的态势信息,成为评估受灾地区损害/需求的有效媒介。在灾难响应的情况下,由于能量的限制,确定无人机在其分配的飞行时间内覆盖适当避难所的导航路线具有挑战性。此外,在灾后情况下通过实际部署无人机来预测有利的天气条件和数据速率是一项艰巨的任务。在本文中,基于空间数据设计了一种新颖的微喷射导航技术。导航技术被认为是一种空间决策问题,借助多准则决策(MCDM)技术可以进一步解决该问题。为了将空间和校准参数有效转换为有意义的决策,已采用了多标准评估技术。导航路径已基于空间决策问题的解决方案动态获得。该决策问题利用了风速,风向,剩余飞行时间,相邻避难所之间的距离,要传输的数据量等参数。通过仿真分析,新提出的导航技术可以有效通过消耗更少的能量来改善微喷的飞行时间。与先前提出的技术(即针对风速和风向的不同变化的MIN_ROUTE和ROUTE_PRIORITY)相比,提出的方法具有更长的飞行持续时间并消耗更少的能量。已使用定制的微型喷气机(配备了具有2.4 GHz Wi-Fi连接的单板计算机)在不同的场地进行了两次野外试验,以分析:(a)导航路径的最佳高度,在该高度下数据传输速率最大, (b)在针对特定风速和风向在最佳高度执行仿真过程中生成的导航路径的同时,根据微型喷气机的飞行路径校准参数,数据传输速率和数据传输量表现。已经观察到(1)在初始部署中,在55米的高度上,对于3 m / s的风速和向南的风向,已经实现了154.51 KBps的最高数据速率,(2)现场试验,在导航过程中,在50-55米的高度,风速为1.66 m / s且风向为东北的情况下,已达到942.08 KBps的最高数据速率。

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