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Title: A Distributed Network of 100 Black Carbon Sensors for 100 Days of Air Quality Monitoring in West Oakland, California

Journal Article · · Environmental Science and Technology

Ambient particulate matter (PM) pollution is a significant environmental health risk in urban areas. Dense networks of low-cost air quality sensors are emerging to characterize the spatially heterogeneous concentrations that are typical of urban settings, but are not adequately captured using traditional regulatory monitors at central sites. Here, we present the 100×100 BC Network, a 100-day deployment of low-cost black carbon (BC) sensors across 100 locations in West Oakland, California. This 15 km2 community is surrounded by freeways and affected by emissions associated with local port and industrial activities. We assess the reliability of the sensor hardware and data collection systems, and identify modes of failure to both quantify and qualify network performance. We show how dynamic, local emission sources build upon background BC concentrations. BC concentrations varied sharply over short distances (~100 m) and timespans (~1 hour), depending on surrounding land use, traffic patterns, and downwind distance from pollution sources. Strong BC concentration fluctuations were periodically observed over the diurnal and weekly cycles, reflecting the impact of localized traffic emissions and industrial facilities in the neighborhood. Overall, the results demonstrate how distributed sensor networks can reveal the complex spatiotemporal dynamics of combustion-related air pollution within urban neighborhoods.

Research Organization:
University of California, Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Environment, Health, Safety and Security (AU); National Science Foundation (NSF)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1527200
Alternate ID(s):
OSTI ID: 1530719
Journal Information:
Environmental Science and Technology, Vol. 53, Issue 13; ISSN 0013-936X
Publisher:
American Chemical Society (ACS)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 43 works
Citation information provided by
Web of Science

References (50)

Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016 journal September 2017
The contribution of outdoor air pollution sources to premature mortality on a global scale journal September 2015
The Global Burden of Disease Due to Outdoor Air Pollution journal July 2005
The air we breathe: differentials in global air quality monitoring journal August 2016
A Survey of Wireless Sensor Network Based Air Pollution Monitoring Systems journal December 2015
Spatiotemporal Land Use Regression Models of Fine, Ultrafine, and Black Carbon Particulate Matter in New Delhi, India journal October 2013
Near-Roadway Air Quality: Synthesizing the Findings from Real-World Data journal July 2010
High-Resolution Air Pollution Mapping with Google Street View Cars: Exploiting Big Data journal June 2017
Within-urban variability in ambient air pollution: Comparison of estimation methods journal February 2008
Contrast in air pollution components between major streets and background locations: Particulate matter mass, black carbon, elemental composition, nitrogen oxide and ultrafine particle number journal January 2011
Spatial gradients and source apportionment of volatile organic compounds near roadways journal November 2009
Factors influencing the spatial extent of mobile source air pollution impacts: a meta-analysis journal May 2007
A review and evaluation of intraurban air pollution exposure models journal August 2004
Improving estimates of air pollution exposure through ubiquitous sensing technologies journal May 2013
Quantifying human exposure to air pollution—Moving from static monitoring to spatio-temporally resolved personal exposure assessment journal January 2013
Response of consumer and research grade indoor air quality monitors to residential sources of fine particles journal May 2018
Can commercial low-cost sensor platforms contribute to air quality monitoring and exposure estimates? journal February 2017
Assessing the Utility of Low-Cost Particulate Matter Sensors over a 12-Week Period in the Cuyama Valley of California journal August 2017
Investigating the use of commodity dust sensors for the embedded measurement of particulate matter
  • Budde, Matthias; Busse, Mathias; Beigl, Michael
  • 2012 Ninth International Conference on Networked Sensing Systems (INSS), 2012 Ninth International Conference on Networked Sensing (INSS) https://doi.org/10.1109/INSS.2012.6240545
conference June 2012
High Density Ozone Monitoring Using Gas Sensitive Semi-Conductor Sensors in the Lower Fraser Valley, British Columbia journal March 2014
The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks journal May 2013
Mapping urban air quality in near real-time using observations from low-cost sensors and model information journal September 2017
Use of electrochemical sensors for measurement of air pollution: correcting interference response and validating measurements journal January 2017
Quantification Method for Electrolytic Sensors in Long-Term Monitoring of Ambient Air Quality journal October 2015
Evaluating the performance of low cost chemical sensors for air pollution research journal January 2016
Gas sensor network for air-pollution monitoring journal October 2005
The Changing Paradigm of Air Pollution Monitoring journal September 2013
The rise of low-cost sensing for managing air pollution in cities journal February 2015
A New Black Carbon Sensor for Dense Air Quality Monitoring Networks journal March 2018
Bounding the role of black carbon in the climate system: A scientific assessment: BLACK CARBON IN THE CLIMATE SYSTEM journal June 2013
High-resolution mapping of traffic related air pollution with Google street view cars and incidence of cardiovascular events within neighborhoods in Oakland, CA journal May 2018
Traffic-related Air Pollution near Busy Roads: The East Bay Children's Respiratory Health Study journal September 2004
The Lancet Commission on pollution and health journal February 2018
Air pollution and health journal October 2002
When smoke gets in our eyes: The multiple impacts of atmospheric black carbon on climate, air quality and health journal May 2006
Black Carbon as an Additional Indicator of the Adverse Health Effects of Airborne Particles Compared with PM 10 and PM 2.5 journal December 2011
Long-Term Exposure to Traffic-Related Air Pollution and the Risk of Coronary Heart Disease Hospitalization and Mortality journal April 2011
New considerations for PM, Black Carbon and particle number concentration for air quality monitoring across different European cities journal January 2011
Comparison between different traffic-related particle indicators: Elemental carbon (EC), PM2.5 mass, and absorbance journal February 2003
An accurate filter loading correction is essential for assessing personal exposure to black carbon using an Aethalometer journal December 2016
Controlled generation of black carbon particles from a diffusion flame and applications in evaluating black carbon measurement methods journal March 2007
Black carbon concentrations and diesel vehicle emission factors derived from coefficient of haze measurements in California: 1967–2003 journal January 2008
Mobile monitoring for mapping spatial variation in urban air quality: Development and validation of a methodology based on an extensive dataset journal March 2015
Deriving high-resolution urban air pollution maps using mobile sensor nodes journal January 2015
Methodology for setup and data processing of mobile air quality measurements to assess the spatial variability of concentrations in urban environments journal December 2013
A Review of Land-use Regression Models for Characterizing Intraurban Air Pollution Exposure journal January 2007
A Cohort Study of Traffic-Related Air Pollution Impacts on Birth Outcomes journal May 2008
Mobile Monitoring of Particle Light Absorption Coefficient in an Urban Area as a Basis for Land Use Regression journal April 2009
Land Use Regression Models of On-Road Particulate Air Pollution (Particle Number, Black Carbon, PM 2.5 , Particle Size) Using Mobile Monitoring journal July 2015
On-bicycle exposure to particulate air pollution: Particle number, black carbon, PM 2.5 , and particle size journal December 2015

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Laboratory evaluation of particle-size selectivity of optical low-cost particulate matter sensors journal May 2020

Figures / Tables (6)