2 nd European Exposure Science Strategy Workshop 1 / 15 July 4-5, 2019 Bilthoven, The Netherlands Environmental Engineering Laboratory Dep. of Chemical Engineering School of Engineering Aristotle Univ. of Thessaloniki IMPROVED ASSESSMENT OF PERSONAL EXPOSURE TO AIR POLLUTANTS USING AGENT BASED MODELLING (ABM) COUPLED WITH MULTI- SENSORS NETWORKS D. Chapizanis 1 , D.A. Sarigiannis 1,2,3 , S. Karakitsios 1,2 1 Aristotle University of Thessaloniki, Department of Chemical Engineering, Environmental Engineering Laboratory, University Campus, Thessaloniki 54124, Greece 2 HERACLES Research Center on the Exposome and Health, Center for Interdisciplinary Research and Innovation, Balkan Center, Bldg. B, 10th km Thessaloniki-Thermi Road, 57001, Greece 3 School for Advanced Study (IUSS), Science, Technology and Society Department, Environmental Health Engineering, Piazza della Vittoria 15, Pavia 27100, Italy http://www.enve-lab.eu
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IMPROVED ASSESSMENT OF PERSONAL EXPOSURE TO AIR … · Equivalent PM10 average daily concentration (ug/m3) Outdoor Concentration Indoor Concentration Exposure Inhalation Adj. Exposure
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2nd European Exposure Science Strategy Workshop 1 / 15 July 4-5, 2019 Bilthoven, The Netherlands
Environmental
Engineering
Laboratory
Dep. of Chemical Engineering
School of Engineering
Aristotle Univ. of Thessaloniki
IMPROVED ASSESSMENT OF PERSONAL
EXPOSURE TO AIR POLLUTANTS USING AGENT
BASED MODELLING (ABM) COUPLED WITH MULTI-
SENSORS NETWORKS
D. Chapizanis1, D.A. Sarigiannis1,2,3, S. Karakitsios1,2
1Aristotle University of Thessaloniki, Department of Chemical Engineering, Environmental Engineering Laboratory,
University Campus, Thessaloniki 54124, Greece
2HERACLES Research Center on the Exposome and Health, Center for Interdisciplinary Research and Innovation,
Balkan Center, Bldg. B, 10th km Thessaloniki-Thermi Road, 57001, Greece
3School for Advanced Study (IUSS), Science, Technology and Society Department, Environmental Health
Engineering, Piazza della Vittoria 15, Pavia 27100, Italy
http://www.enve-lab.eu
2nd European Exposure Science Strategy Workshop 2 / 15 July 4-5, 2019 Bilthoven, The Netherlands
Environmental
Engineering
Laboratory
Dep. of Chemical Engineering
School of Engineering
Aristotle Univ. of Thessaloniki
• Use sensors for tracking personal location and activities in order to assess
exposure at a personal level.
• Hurdles involved in collecting real data for large populations.
• Development of an individual exposure model based on Agent Based
Modelling (ABM).
Introduction
2nd European Exposure Science Strategy Workshop 3 / 15 July 4-5, 2019 Bilthoven, The Netherlands
Environmental
Engineering
Laboratory
Dep. of Chemical Engineering
School of Engineering
Aristotle Univ. of Thessaloniki
Time
Data Analysis & Interpretation Multi-sensor Campaign
Time – Activity Diary
& Questionnaire
PM,
Location,
Temp,
Humidity
Steps,
Activities,
Heart Rate,
Organic
chemicals
Exposure
modelling
Location
Activities
Pollutants’
Concentration
Statistical
Models
CO, CO2, VOCs, PM2.5, O3, NO2,
Temp, Humidity, Air pressure.
Methodology
2019 wearable sensors campaign
Personal Exposure
9 EU cities
100 participants/city
Duration: 7 days
Summer & Winter period
Online Platform
Smart Data Collection
2nd European Exposure Science Strategy Workshop 4 / 15 July 4-5, 2019 Bilthoven, The Netherlands
Environmental
Engineering
Laboratory
Dep. of Chemical Engineering
School of Engineering
Aristotle Univ. of Thessaloniki
Methodology
PM and PAHs sampling
2nd European Exposure Science Strategy Workshop 5 / 15 July 4-5, 2019 Bilthoven, The Netherlands
Environmental
Engineering
Laboratory
Dep. of Chemical Engineering
School of Engineering
Aristotle Univ. of Thessaloniki
Methodology
PAHs analysis
Extraction of filters with organic solvents
GC-MS analysis
Determination of concentrations using
internal standards
2nd European Exposure Science Strategy Workshop 6 / 15 July 4-5, 2019 Bilthoven, The Netherlands