International training course:

Networked Environmental Monitoring
– from sensor principles to novel services

in cooperation with Aarhus University, Aristotle University Thessaloniki and AMA Association for Sensors and Measurement.February 21-23, 2017, Copenhagen

 Download page - click on headers to download chapter slides.

Flyer with complete program (printer friendly version).

Complete program

Day 1 – Tuesday, Feb. 21, 2017

11:00 optional visit to Air Quality monitoring station at H.C. Andersen’s Boulevard operated by Department of Environmental Science, AU

13:00 Welcome, introduction and goal of the seminar,
O. Hertel, A. Schütze, K. Karatzas

  • Environmental monitoring today and tomorrow
  • Smart and green cities: how and why?
  • Overview and goal of the seminar

13:30 Introduction to air pollution, O. Hertel

  • Pollutants: gases and particles
  • Atmospheric chemistry
  • Health effects and external costs of Air Pollution
  • Atmospheric particles – physical and chemical properties, sources and sinks
  • Integrated monitoring and assessment

14:30 – 15:00 coffee break

15:00 Air pollution meteorology, O. Hertel

  • Turbulence
  • Atmospheric Stability
  • Mixing height
  • Impact on dispersion and transport

16:30 – 17:00 coffee break

17:00 Application example: AQ monitoring around Heathrow airport, R. Jones, U CambridgeUCAM-logo

End approx. 18:00

19:00 dinner and get-together: Restaurant Nimb (in amusement park Tivoli)

Day 2 – Wednesday, Feb. 22, 2017

9:00 Gas sensor function principles, A. Schütze

  • IR absorption
  • Electrochemical cells
  • Semiconductor gas sensors (metal oxide and conducting polymer sensors)
  • Field effect devices
  • Mass sensitive devices (bulk and surface acoustic wave)
  • Examples from nanotechnology and materials development

10:00 Gas sensor characterization and calibration, A. Schütze

  • The 3S: Sensitivity, Selectivity and Stability
  • Influence of ambient conditions
  • Sensor drift, aging and poisoning
  • Gas mixing systems and field calibration

10:30 – 11:00 coffee break

11:00 Microsensor developments for particulate matter, A. Massling, ENVS, AU

  • Physical parameters of particulate matter with health relevance (Particle number, Ultrafine Particle number, Particle Mass, Particle surface area)
  • Current knowledge on health relevance of these parameters
  • Newest developments of miniature versions of particle sensors
  • Expected future needs and importance of such developments

12:00 Sensor network deployment, A. Schütze

  • Fixed monitoring stations
  • Mobile monitoring stations (on trams, buses, cars)
  • Personal mobile monitoring systems
  • Sensors on drones

Lunch break (approx. 12.30 – 13.30)

13:30 Multi-sensor systems (aka „electronic noses“), A. Schütze

  • Motivation for multi-sensor systems
  • Basic concepts and typical solutions
  • Advantages and drawbacks of multi-sensor systems
  • „Virtual multi-sensors“: obtaining multi-dimensional data from a single sensor element
  • Multi-sensor signal processing and data fusion
  • Application examples: quantitative ozone measurement, odour assessment

15:00 – 15:30 coffee break

15:30 Application example: Outdoor odour nuisance monitoring, W. Reimringer, 3S3S-logo

  • Background and motivation
  • Sensor nodes
  • Sensor installation
  • Citizen network as odour reference
  • Results and lessons learned

16:15 Gas sensors in your smartphone: potential applications, A. Schütze, K. Karatzas

  • Gas sensor technologies for integration in smartphones
  • Breath alcohol monitoring
  • Indoor Air Quality (tVOC)
  • Personal fire alarm
  • Further application potential and service deployment

18:30 – 21:00 finger food dinner and hands-on examples for low-cost sensor platforms
Dinner speech:
Infrastructure for successful AQ networks: R&D requirements in the next 5 years, J. Saffell, AlphaSenseAlphaSense-logo

Day 3 – Thursday, Feb. 23, 2017

9:00 Air pollution modelling, O. Hertel, K. Karatzas

  • Plume models, urban scale and CFD
  • Street pollution modelling and human exposure assessment
  • Hot spots, indoor and outdoor exposure patterns
  • Examples of refined AQ level estimation based on data fusion and AQ modelling
  • Regional scale to long-range transport air pollution modelling – processes, methodologies, examples

10:15 – 10:45 coffee break

10:45 Data‐oriented analysis and modelling for air quality control, K. Karatzas

  • Introduction to data analysis (descriptive statistics, trend analysis)
  • Multivariate correlation analysis
  • Periodicity identification based on FFT
  • Computational intelligence methods (Artificial Neural Networks for modelling, Self Organizing Maps for data investigations and profiling)
  • Examples of sensor data analysis (the Aveiro experiment, mobile phone sensor data analysis)

11:30 From AQ data to personalized Quality of Life information services, K. Karatzas

  • Using low-cost monitoring networks for personalized information
  • Design principles of EI services for mobile devices
  • Examples for Quality-of-Life services: green routes through cities
  • Synergies with personal health monitoring sensors
  • The business perspective

12:30 – 13:00 coffee break

13:00 Application example: CPH sense: sensing for smart cities, V. Venkatraman, LeapcraftLeapcraft-logo

  • Air quality and its impact on both health and quality of life
  • AQ services for both governmental and private stakeholders
  • Fully managed IOT cloud service in real time
  • Focus: extract insights, provide real-time alerts, recognise patters

13:45 Wrap-up and final remarks

  • Future trends
  • Next steps

14:00 end of the seminar

Download: Additional material

  • selected publications
  • data sheets

Group-pic NetMon-Copenhagen-2017 small

Scientific instructors

Environmental monitoring:
Prof. Ole Hertel
Department of Environmental Science
Aarhus University
Roskilde - Denmark
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Smart sensor systems:
Prof. Andreas Schütze
Lab for Measurement Technology
Saarland University
Saarbrücken - Germany
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Data modelling & services:
Assoc.-Prof. Kostas Karatzas
Environmental Informatics Research Group
Aristotle University
Thessaloniki - Greece
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