Ambient particulate matter (PM) pollution is a significant problem in many urban and rural regions and has severe human health implications. Real-time, spatially dense monitoring using a network of low-cost sensors (LCS) was previously proposed as a way to alleviate the problem of PM. In this study, the performance of an LCS (Plantower PMS7003), a candidate for use in such a network, was investigated. The sensor was calibrated in a controlled climate chamber against a standard reference aerosol monitor. Reproducibility and calibration were evaluated in laboratory tests. Long-term, in-field performance was studied via deploying an LCS assembly at an environmental monitoring station. Results indicated excellent unit-to-unit consistency; however, each sensor needed to be calibrated individually as their characteristics varied slightly. Based on the results of a 15-month field test, quantitative and indicative LCS performance appeared promising: overall indicative accuracy was approximately 73-75% with comparable precision and recall. It is advised that the LCS are cleaned after 6-8 months of operation. Overall, the LCS appeared suitable for low-cost monitoring.
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Missouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Amoah, Nana A.
Xu, Guang
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Missouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
1400 N Bishop Ave 288, Rolla, MO 65409 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Xu, Guang
Kumar, Ashish Ranjan
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Penn State Univ, Dept Energy & Mineral Engn, 201 Old Main, University Pk, PA 16802 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Kumar, Ashish Ranjan
Wang, Yang
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Univ Miami, Dept Chem Environm & Mat Engn, 1320 S Dixie Hwy, Coral Gables, FL 33124 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
机构:
Natl Res Council Italy ISAFoM CNR, Ist Sistemi Agr & Forestali Mediterraneo, Via Patacca 85, I-80056 Ercolano, ItalyNatl Res Council Italy ISAFoM CNR, Ist Sistemi Agr & Forestali Mediterraneo, Via Patacca 85, I-80056 Ercolano, Italy
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Univ Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Cavaliere, Alice
Carotenuto, Federico
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Carotenuto, Federico
Di Gennaro, Filippo
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Di Gennaro, Filippo
Gioli, Beniamino
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Gioli, Beniamino
Gualtieri, Giovanni
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Gualtieri, Giovanni
Martelli, Francesca
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Martelli, Francesca
Matese, Alessandro
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Matese, Alessandro
Toscano, Piero
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Toscano, Piero
Vagnoli, Carolina
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Vagnoli, Carolina
Zaldei, Alessandro
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
机构:
Missouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Amoah, Nana A.
Xu, Guang
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h-index: 0
机构:
Missouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
1400 N Bishop Ave 288, Rolla, MO 65409 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Xu, Guang
Kumar, Ashish Ranjan
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Energy & Mineral Engn, 201 Old Main, University Pk, PA 16802 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
Kumar, Ashish Ranjan
Wang, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Miami, Dept Chem Environm & Mat Engn, 1320 S Dixie Hwy, Coral Gables, FL 33124 USAMissouri Univ Sci & Technol, Dept Min & Explos Engn, 1870 Miner Circle, Rolla, MO 65401 USA
机构:
Natl Res Council Italy ISAFoM CNR, Ist Sistemi Agr & Forestali Mediterraneo, Via Patacca 85, I-80056 Ercolano, ItalyNatl Res Council Italy ISAFoM CNR, Ist Sistemi Agr & Forestali Mediterraneo, Via Patacca 85, I-80056 Ercolano, Italy
机构:
Univ Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Cavaliere, Alice
Carotenuto, Federico
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Carotenuto, Federico
Di Gennaro, Filippo
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Di Gennaro, Filippo
Gioli, Beniamino
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h-index: 0
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CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Gioli, Beniamino
Gualtieri, Giovanni
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Gualtieri, Giovanni
Martelli, Francesca
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Martelli, Francesca
Matese, Alessandro
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机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Matese, Alessandro
Toscano, Piero
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Toscano, Piero
Vagnoli, Carolina
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy
Vagnoli, Carolina
Zaldei, Alessandro
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h-index: 0
机构:
CNR, Inst Biometeorol CNR IBIMET, Via Caproni 8, I-50145 Florence, ItalyUniv Firenze, Dept Informat Engn DINFO, Via Santa Marta 3, I-50139 Florence, Italy