High levels of significance found in the correlation of air quality data with traffic and weather data
To investigate the relationship between the number of vehicles, their respective speed, weather factors (wind, temperature and humidity) and the concentration of air pollutants (specifically, nitrogen dioxide and particulate matter PM10), traffic monitoring devices and Hawa Dawa Sentience air measuring devices were placed alongside one another at multiple locations across the town. The team then carried out sophisticated simulation and modelling on the raw data to analyse the potential effect of modifying speed limits.
The results of this in-field study demonstrate that that accuracy of statements on the various influences on air quality increases significantly the more live data points collected. Pure simulations and modelling that omit a sufficient amount of actual data are based on a high number of assumptions, are highly complex and therefore have a much higher risk of significant inaccuracies. The study also showed that a change in the speed limit from 50 km/h to 30 km/h does not necessarily lead directly to lower air pollution levels. Rather there are many site-specific variables; environmental or physical influences that should additionally be taken into account when planning air quality improvement measures.
Matthew Fullerton, Head of Software Development and co-founder of Hawa Dawa, adds: "this extensive project and our detailed analysis demonstrates how vital it is to collect actual data on site and to correlate and consider a range of potentially influential factors. This is the only way to create a valid decision-making basis for designing and implementing planned measures".
Hawa Dawa GmbH
Hawa Dawa provides the foundations of a new digital knowledge network for resistant and climate-neutral cities and future-oriented companies. The international team consists of engineers, software specialists and data analysts, experts in sensor technology, satellite and traffic modelling as well as business developers. Hawa Dawa uses the latest machine learning and sensor technologies to implement innovative new data products and services for customers. We cover the entire spectrum: from consulting to data management to analyses and forecasts; complemented by our hardware, which allows increasing coverage with relevant measuring points both in time and space as required. More information on www.hawadawa.com .
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