Design and Implementation of a Low-Cost Air Quality Network for the Aburra Valley Surrounding Mountains

Andrés Yarce Botero, Santiago Lopez Restrepo, Juan Sebastian Rodriguez, D. Valle, Julian Galvez-Serna, Elena Montilla, F. Botero, B. Henzing, A. Segers, A. Heemink, O. Quintero, Nicolás Pinel
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引用次数: 1

Abstract

The densest network for measuring air pollutant concentrations in Colombia is in Medellin, where most sensors are located in the heavily polluted lower parts of the valley. Measuring stations in the higher elevations on the mountains surrounding the valley are not available, which limits our understanding of the valley’s pollutant dynamics and hinders the effectiveness of data assimilation studies using chemical transport models such as LOTOS-EUROS. To address this gap in measurements, we have designed a new network of low-cost sensors to be installed at altitudes above 2000 m.a.s.l. The network consists of custom-built, solar-powered, and remotely connected sensors. Locations were strategically selected using the LOTOS-EUROS model driven by diverse meteorology-simulated fields to explore the effects of the valley wind representation on the transport of pollutants. The sensors transmit collected data to internet gateways for posterior analysis. Various tests to verify the critical characteristics of the equipment, such as long-range transmission modeling and experiments with an R score of 0.96 for the best propagation model, energy power system autonomy, and sensor calibration procedures, besides case exposure to dust and water experiments, to ensure IP certifications. An inter-calibration procedure was performed to characterize the sensors against reference sensors and describe the observation error to provide acceptable ranges for the data assimilation algorithm (<10% nominal). The design, installation, testing, and implementation of this air quality network, oriented towards data assimilation over the Aburrá Valley, constitute an initial experience for the simulation capabilities toward the system’s operative capabilities. Our solution approach adds value by removing the disadvantages of low-cost devices and offers a viable solution from a developing country’s perspective, employing hardware explicitly designed for the situation.
Aburra山谷环山低成本空气质量网络的设计与实现
哥伦比亚测量空气污染物浓度最密集的网络位于麦德林,那里的大多数传感器位于山谷污染严重的较低地区。在山谷周围的高海拔山区没有测量站,这限制了我们对山谷污染物动态的理解,并阻碍了使用lotos - euro等化学输运模型进行数据同化研究的有效性。为了解决这个测量上的差距,我们设计了一个新的低成本传感器网络,安装在海拔2000 m.a.s.l以上的高度。该网络由定制的、太阳能供电的、远程连接的传感器组成。利用lotos - euro模型,在不同的气象模拟场驱动下,战略性地选择了地点,以探索山谷风对污染物运输的影响。传感器将收集到的数据传输到互联网网关进行后验分析。验证设备关键特性的各种测试,如远程传输建模和最佳传播模型R值为0.96的实验、能源电力系统自主性、传感器校准程序,以及案例暴露于粉尘和水的实验,以确保IP认证。进行了内部校准程序,以根据参考传感器表征传感器并描述观测误差,以提供数据同化算法的可接受范围(<10%标称)。该空气质量网络的设计、安装、测试和实施面向aburr山谷的数据同化,构成了系统运行能力模拟能力的初步经验。我们的解决方案通过消除低成本设备的缺点增加了价值,并从发展中国家的角度提供了一个可行的解决方案,使用明确为这种情况设计的硬件。
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