{"title":"Assessing low-cost sensor for characterizing temporal variation of PM2.5 in Bandung, Indonesia","authors":"Syukria Kurniawati, Muhayatun Santoso, Feni Fernita Nurhaini, Djoko Prakoso D. Atmodjo, Diah Dwiana Lestiani, Moch Faizal Ramadhani, Indah Kusmartini, Woro Yatu N. Syahfitri, Endah Damastuti, Rasito Tursinah","doi":"10.1016/j.kjs.2024.100297","DOIUrl":null,"url":null,"abstract":"<div><p>Fine particulate matter (PM<sub>2.5</sub>) is a concern due to its health effects, necessitating critical monitoring for both quantity and variability. Utilizing low-cost sensors to track PM<sub>2.5</sub> is essential to augment other monitoring instruments, which are effective in generating temporal and spatial data. Therefore, in this study, we employed the low-cost PurpleAir (low-cost PA-II) to characterize the seasonal and diurnal variation of PM<sub>2.5</sub> in Bandung, Indonesia, representing the densely populated metropolitan area of Bandung. During the sampling period from June 2022 to May 2023, co-location sampling with the filter-based Super Speciation Air Sampling System (SuperSASS) was employed to assess the low-cost PA-II. The PM<sub>2.5</sub> data collected by the low-cost PA-II were compared to the SuperSASS data. The annual average mass concentration of PM<sub>2.5</sub> measured by SuperSASS and the low-cost sensor was 31.51 ± 15.53 μg/m<sup>3</sup> and 39.04 ± 15.16 μg/m<sup>3</sup>, respectively, surpassing the Indonesian government's regulation limit for an annual average of 15 μg/m<sup>3</sup>. The comparative results of the two methods were obtained with R<sup>2</sup> = 0.96, and low-cost PA-II data was 1.24 higher than SuperSASS. The difference may be attributed to several factors, including differences in sensor technology, calibration, location, and data processing. The seasonal variation indicated an increase in concentration during the dry season and a decrease during the wet season. The diurnal pattern indicates the morning peak between 06:00 and 08:00 during the rush hour, as well as the evening peak between 18:00 and 23:00, attributed to low temperatures and stagnant conditions. The diurnal pattern of PM<sub>2.5</sub>, which often exhibits the lowest peak at midday, is influenced by a combination of meteorological, atmospheric, and human activity factors. The findings suggested that the utilization of low-cost PA-II for a broader spatial scope is promising for real-time monitoring of PM<sub>2.5</sub>, to increase air pollution awareness in society.</p></div>","PeriodicalId":17848,"journal":{"name":"Kuwait Journal of Science","volume":"52 1","pages":"Article 100297"},"PeriodicalIF":1.2000,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2307410824001226/pdfft?md5=5e4c61e8968efbc983c1069ceeea00c5&pid=1-s2.0-S2307410824001226-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Kuwait Journal of Science","FirstCategoryId":"103","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2307410824001226","RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Fine particulate matter (PM2.5) is a concern due to its health effects, necessitating critical monitoring for both quantity and variability. Utilizing low-cost sensors to track PM2.5 is essential to augment other monitoring instruments, which are effective in generating temporal and spatial data. Therefore, in this study, we employed the low-cost PurpleAir (low-cost PA-II) to characterize the seasonal and diurnal variation of PM2.5 in Bandung, Indonesia, representing the densely populated metropolitan area of Bandung. During the sampling period from June 2022 to May 2023, co-location sampling with the filter-based Super Speciation Air Sampling System (SuperSASS) was employed to assess the low-cost PA-II. The PM2.5 data collected by the low-cost PA-II were compared to the SuperSASS data. The annual average mass concentration of PM2.5 measured by SuperSASS and the low-cost sensor was 31.51 ± 15.53 μg/m3 and 39.04 ± 15.16 μg/m3, respectively, surpassing the Indonesian government's regulation limit for an annual average of 15 μg/m3. The comparative results of the two methods were obtained with R2 = 0.96, and low-cost PA-II data was 1.24 higher than SuperSASS. The difference may be attributed to several factors, including differences in sensor technology, calibration, location, and data processing. The seasonal variation indicated an increase in concentration during the dry season and a decrease during the wet season. The diurnal pattern indicates the morning peak between 06:00 and 08:00 during the rush hour, as well as the evening peak between 18:00 and 23:00, attributed to low temperatures and stagnant conditions. The diurnal pattern of PM2.5, which often exhibits the lowest peak at midday, is influenced by a combination of meteorological, atmospheric, and human activity factors. The findings suggested that the utilization of low-cost PA-II for a broader spatial scope is promising for real-time monitoring of PM2.5, to increase air pollution awareness in society.
期刊介绍:
Kuwait Journal of Science (KJS) is indexed and abstracted by major publishing houses such as Chemical Abstract, Science Citation Index, Current contents, Mathematics Abstract, Micribiological Abstracts etc. KJS publishes peer-review articles in various fields of Science including Mathematics, Computer Science, Physics, Statistics, Biology, Chemistry and Earth & Environmental Sciences. In addition, it also aims to bring the results of scientific research carried out under a variety of intellectual traditions and organizations to the attention of specialized scholarly readership. As such, the publisher expects the submission of original manuscripts which contain analysis and solutions about important theoretical, empirical and normative issues.