Modeling non-linear changes in an urban setting: From pro-environmental affordances to responses in behavior,emissions and air quality |
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Authors: | Mira Hulkkonen,Roope O. Kaaronen,Harri Kokkola,Tero Mielonen,Petri Clusius,Carlton Xavier,Heidi Hellé n,Jarkko V. Niemi,Jussi Malila |
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Abstract: | Interactions in urban environment were investigated using a multidisciplinary model combination, with focus on traffic, emissions and atmospheric particles. An agent-based model was applied to simulate the evolution of unsustainable human behavior (usage of combustion-based personal vehicles) as a function of pro-environmental affordances (opportunities for sustainable choices). Scenarios regarding changes in multi-pollutant emissions were derived, and the non-linear implications to atmospheric particles were simulated with a box model. Based on the results for a Nordic city, increasing pro-environmental affordances by 10%, 50% or 100% leads to emission reductions of 15%, 30% and 40% within 2 years. To reduce ambient particle mass, emissions from traffic should decrease by > 15%, while the lung deposited surface area decreases in all scenarios (, and , correspondingly). The presented case is representative of one season, but the approach is generic and applicable to simulating a full year, given meteorological and pollution data that reflects seasonal variation. This work emphasizes the necessity to consider feedback mechanisms and non-linearities in both human behavior and atmospheric processes, when predicting the outcomes of changes in an urban system.Supplementary InformationThe online version contains supplementary material available at 10.1007/s13280-022-01827-8. |
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Keywords: | Agent-based model Atmospheric processes Emissions Human behavior Particulate pollution Urban mobility |
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