Novel Microwave Sensor for Quality Assurance of Indoor Residual Spraying

IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Patryk Kot;Magomed Muradov;Andy Shaw;Ghulam Mohi-Ud-Din;Vijayakumar Karunamoothei;Rinki Deb;Asgar Ali;Sadhana Sharma;Prabhas Kumar Mishra;Bikas Sinhad;Rudra Pratap Singh;Janet Hemingway;Michael Coleman
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Abstract

Vector-borne diseases, such as visceral leishmaniasis or malaria, are a significant global burden, particularly in low- and middle-income countries in regions with high parasite prevalence. Indoor residual spraying is one of the most effective control tools, if performed effectively. Current World Health Organization (WHO)-recommended quality assurance methods are costly, require skilled staff, and are time consuming. This letter presents the development of a novel microwave sensor for quality assurance of indoor residual spraying. The developed prototype was tested in controlled laboratory settings, and during two field studies conducted during dry and wet seasons in Bihar, India. The results demonstrated the potential of a rapid, nondestructive microwave sensor system for detecting alpha-cypermethrin residues, offering an improvement over current quality assurance methods. The sensor achieved high cross-validation accuracy in controlled laboratory settings (mean 100%, standard deviation 0%), while the performance in the field studies was reduced (mean 84.63%, standard deviation 1.98%) due to real-world complexities. Future development steps will include the miniaturization of the sensor system and the implementation of advanced signal processing techniques to reduce noise and compensate for environmental effects.
用于室内残留喷涂质量保证的新型微波传感器
病媒传播的疾病,如内脏利什曼病或疟疾,是一个重大的全球负担,特别是在寄生虫高流行区域的低收入和中等收入国家。如果实施有效,室内滞留喷洒是最有效的控制手段之一。目前世界卫生组织(世卫组织)推荐的质量保证方法成本高昂,需要熟练的工作人员,而且耗时。本文介绍了一种新型微波传感器的发展,用于保证室内残留喷涂的质量。开发的原型在受控的实验室环境中进行了测试,并在印度比哈尔邦旱季和雨季进行了两次实地研究。结果表明,一种快速、无损的微波传感器系统可用于高效氯氰菊酯残留检测,对现有的质量保证方法进行了改进。该传感器在受控实验室环境中获得了很高的交叉验证精度(平均值100%,标准差0%),而由于现实世界的复杂性,在现场研究中的性能降低(平均值84.63%,标准差1.98%)。未来的发展步骤将包括传感器系统的小型化和先进信号处理技术的实施,以减少噪音和补偿环境影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Sensors Letters
IEEE Sensors Letters Engineering-Electrical and Electronic Engineering
CiteScore
3.50
自引率
7.10%
发文量
194
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