Icarus Personal Environmental Exposure Framework

A framework, model, and tools to analyze personal environmental exposure in support of adaptation solutions.

Overview

HEAT EXPOSURE VIOLATIONS
Exposure violations of recommended walk/rest splits. Comparing air, web bulb globe, and mean radiant temperatures.
Source: Li et al. (2023), doi: 10.3389/frsc.2023.1129388

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

Contact Prof. Chester to use the models, or for additional information.
Documentation including publications are provided below.

Mikhail Chester

Framework

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.

Digital Twin for Exposure Mitigation

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.

Environmental Hazards

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.

Parcels without AC.
Buildings with AC.

Land Use

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.

Transportation Networks

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.

Travel Behavior at Scale

Icarus uses travel behavior output from next generation Activity Based Travel models produced by regional planning organizations. These models capture individual travel behavior over one or more days. For example, the Phoenix model captures approximately 5.5 million residents producing a combined 18 million daily trips. Of these daily trips approximately 1 million are walking, biking, or transit related. Icarus simulates personal heat exposure of these 1 million trips.

Environmental Routing Model

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.

Vulnerability Assessment

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.

Work-Rest Splits

Occupational and safety standards that describe rest requirements after exposure.

Activity Intensity

Metabolic activity intensities as proxies to describe severity of active travel.

Thresholding

Past research describing risk thresholds and the identification of dangerous thresholds in model runs.

Occupation

Indoor and outdoor work activity distributions.

Adaptation Strategies

Exposure Mitigation

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.

Documentation

Extreme Heat Impacts Human Activity-Mobility and Time Use Patterns

Batur et al. (2024), Transportation Research Part D, doi: 10.1016/j.trd.2024.104431.

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Effectiveness of Travel Behavior and Infrastructure Change to Mitigate Heat Exposure

Li et al. (2023), Frontiers in Sustainable Cities, doi: 10.3389/frsc.2023.1129388.

icarus-alpha

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Repurposing Mesoscale Traffic Models for Insights into Traveler Heat Exposure

Li et al. (2023), Transportation Research Part D, doi: 10.1016/j.trd.2022.103548.

icarus-alpha

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Street-level Heat and Air Pollution Exposure Informed by Mobile Sensing

Batur et al. (2022), Transportation Research Part D, doi: 10.1016/j.trd.2022.103535.

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Adaptive Transit Scheduling to Reduce Rider Vulnerability During Heatwaves

Rosenthall et al. (2022), Sustainable and Resilient Infrastructure, doi: 10.1080/23789689.2022.2029324.

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Urban Heat Implications from Parking, Roads, and Cars in Metro Phoenix

Hoehne et al. (2022), Sustainable and Resilient Infrastructure, doi: 10.1080/23789689.2020.1773013.

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Heat Exposure During Outdoor Activities in the US Varies Significantly

Hoehne et al. (2018), Health and Place, doi: 10.1016/j.healthplace.2018.08.014.

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Transit System Design and Vulnerability of Riders to Heat

Fraser et al. (2017), Journal of Transportation and Health, doi: 10.1016/j.jth.2016.07.005.

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Opportunities and Challenges for Personal Heat Exposure Research

Kuras et al. (2017), Environmental Health Perspectives, doi: 10.1289/EHP556.

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