Batur et al. (2024), Transportation Research Part D, doi: 10.1016/j.trd.2024.104431.
Icarus is a framework designed to assess individual's environment exposure as they undertake their daily activities including travel, indoor activities, and outdoor activities, and identify novel mitigation and adaptation solutions. The framework was developed to harness emerging and novel digital twin data and models including activity based travel models, environmental hazards (e.g., heat and air quality), and infrastructure.
Icarus has been used to describe novel framings of sub-population vulnerability to environmental hazards. The framework supports vulnerability assessment based on both external (vulnerability activities that exceed thresholds of risk) and internal (the identification of risky behavior of subpopulations relative to a large population) frames.
Harnessing high performance computing Icarus can assess entire populations and their daily activities to describe novel adaptation and mitigation strategies including built environment and travel behavior change to reduce vulnerability.
Contact Prof. Chester to use the models, or for additional information.
Documentation including publications are provided below.
mchester@asu.edu
The Icarus framework builds an urban digital twin with a synthetic population and environmental hazard layers to assess the exposure of travelers and the conditions of travel and the built environment that can be modified to reduce exposure.
With a digital twin and synthetic population daily routing of the entire metro region's population is undertaken with a focus on active mobility travelers. This routing when joined with environmental hazards provides fine-scale (space and time) estimates of exposure and new insights into the particular travel behaviors and built environment characteristics that increase exposure. Icarus can then adjust routing and built environment characteristics to reduce exposure.
The Icarus framework leverages a digital twin of a city that includes a synthetic population, land use and parcel characteristics, and transportation networks. Environmental hazards are introduced with variations across geography and time of day.
The models can ingest environmental hazards at fine spatial and time scales. Air temperature, wet bulb globe temperature, mean radiant temperature, air pollution, and other hazards have been used for hazard assessment.
County assessor databases are used to specify buildings, parcels, and land use categories. Households are assigned home residences and are matched to non-home parcels during their daily travel. Parcels are coded as having air conditioning.
Open Street Maps layers are loaded including roadways, sidewalks, and transit to form the transportation networks. These networks are exploded when joined with building layers to capture precise indvidual routes. Network links are then joined with environmental hazards to produce a time-based network exposure assignment.
Icarus has the flexibility to assess current and future routing of entire urban populations under different objectives including the minimizing of time and environmental exposure.
The framework has been used to estimate differences in travel behavior when travelers walk to i) minimize their travel time, versus ii) minimize their environmental exposure with increases in travel time.
Icarus provides personal exposure measures for entire populations revealing activity, sociodemographic, and built environment profiles that drive risk.
Vulnerability is assessed through endogenous and exogenous factors. These factors (left) are some used in Icarus research to describe profiles of risky behavior and changes in behavior needed to mitigate risk.
Occupational and safety standards that describe rest requirements after exposure.
Metabolic activity intensities as proxies to describe severity of active travel.
Past research describing risk thresholds and the identification of dangerous thresholds in model runs.
Indoor and outdoor work activity distributions.
Icarus can consider myriad of environmental, behavior, and built environment changes in a high performance computing environment to assess tradeoffs of mitigation strategies.
Changes in environmental hazards from built environment changes and new technologies can mitigate pollution.
By changing travel behavior people can reduce exposure. A longer but cooler route may reduce heat exposure for vulnerable travelers.
Icarus has been used to help cities prioritize neighborhoods for cooling strategies.
Batur et al. (2024), Transportation Research Part D, doi: 10.1016/j.trd.2024.104431.
Li et al. (2023), Frontiers in Sustainable Cities, doi: 10.3389/frsc.2023.1129388.
icarus-alpha
Li et al. (2023), Transportation Research Part D, doi: 10.1016/j.trd.2022.103548.
icarus-alpha
Batur et al. (2022), Transportation Research Part D, doi: 10.1016/j.trd.2022.103535.
Rosenthall et al. (2022), Sustainable and Resilient Infrastructure, doi: 10.1080/23789689.2022.2029324.
Hoehne et al. (2022), Sustainable and Resilient Infrastructure, doi: 10.1080/23789689.2020.1773013.
Hoehne et al. (2018), Health and Place, doi: 10.1016/j.healthplace.2018.08.014.
Fraser et al. (2017), Journal of Transportation and Health, doi: 10.1016/j.jth.2016.07.005.
Kuras et al. (2017), Environmental Health Perspectives, doi: 10.1289/EHP556.