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基于聚类的无人机施药中施用人员暴露风险评估OA

Exposure Risk Assessment of Applicators of Plant Protection UVA Spraying Based on Clustering Analysis

中文摘要英文摘要

[目的]植保无人机因具有快捷、高效和低暴露量等优势,应用已经越来越广泛,但施用人员(无人机飞手和配药人员)的暴露量评估问题鲜有研究.给施用人员在无人机飞防过程中的个人操作习惯和操作方法提供合理化建议,达到减少暴露量的目的.[方法]在植保无人机飞防作业结束后,采集4名无人机飞手和8名配药人员共12名施用人员防护服的头部、躯干、四肢等11个部位的单位暴露量.采用基于熵权的灰聚类方法,对施用人员11个部位的单位暴露量计算白化权系数,并计算综合权系数进行综合评估,把12名施用人员的综合暴露量分成高、中、低3类,并对每个类别的施用人员进行暴露分析.[结果]编号为RI-DP3的无人机飞手和CO-FP3的配药人员属于高类暴露量;编号为CO-DP2、RI-DP4的飞手,编号为RI-FP5、RI-FP7、RI-FP8和CO-FP1的配药人员属于中类暴露量,其他施用人员都属于低类暴露量.[结论]评价模型为植保无人机施用人员提供合理化的防护建议,并且由于模型是对施用人员身体多部位的单位暴露量进行综合评估,使得模型的应用不受农药种类的限制,进而使模型具有通用性.

[Objective]The use of plant protection drones has seen rapid expansion,due to their remarkable advantages of quick application,high efficiency,and minimal exposure risks.However,there is a lack of comprehensive research on the exposure levels of applicators(drone pilots and ground crew).Thus,the exposure data of 12 applicators after UAV spraying operation was collected,and a grey clustering model was constructed to provide rational recommendations on spraying methods and habits to reduce their exposure to harmful substances.[Methods]After the spraying operation,the unit exposure data from 11 body parts,the head,torso,and limbs,on protective clothing of 4 UAV pilots and 8 ground crew were measured.The whitening weight coefficients of these body parts were calculated using grey clustering method of Shannon weights.Furthermore,the comprehensive weight coefficients for each applicator were computed.Based on this evaluation,the 12 applicators were categorized into three groups:high,medium,and low exposure levels,and a further exposure analysis was conducted for them.[Results]The drone pilot identified as RI-DP3 and the ground crew identified as CO-FP3 are of high exposure category.The pilots identified as CO-DP2 and RI-DP4,the ground crew identified as CO-FP1,RI-FP5,RI-FP7 and RI-FP8 are of medium exposure category.The other applicators are of low exposure category.[Conclusions]The evaluation model provides reasonable protective suggestions to all the applicators of plant protection UVA.Moreover,since the model comprehensively assesses the unit exposure level of multiple body parts of applicators,its application is not restricted by chemical types,which endows the model with universality.

冯大光;王铁良

沈阳农业大学理学院,沈阳 110161沈阳农业大学水利学院,沈阳 110161

农业科技

植保无人机熵权灰聚类单位暴露量无人机飞手无人机配药人员

plant protection unmanned aerial vehicleShannon weightgrey clusteringunit exposuredrone pilotdrone ground crew

《沈阳农业大学学报》 2026 (4)

148-156,9

辽宁省教育厅基本科研项目(JYTMS20231302)

10.3969/j.issn.1000-1700.2026.04.014

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