Human-centered simulation of intersection lighting: a parametric study of design tradeoffs

Pedestrian safety in urban environments remains a critical public health issue, with nighttime conditions substantially increasing crash risk for vulnerable road users. Yet intersection lighting design remains constrained by roadway-centric standards and static workflows, offering limited support for evaluating tradeoffs among multidirectional pedestrian visibility, glare, and light trespass—and environmentally sensitive designs are often presumed, without evidence, to compromise safety. We introduce SALUSLux, an open-source, programmable simulation toolkit for pedestrian-centered intersection lighting analysis, and apply it to a parametric study of 2,304 configurations on a standard four-way intersection. Results reveal three findings with direct implications for practice and standards. First, spatial geometry and luminaire properties interact so strongly that they cannot be optimized independently—a luminaire that performs well in one configuration can fail in another, making joint design-space exploration essential. Second, semi-cylindrical illuminance was the most difficult metric to satisfy across all scenarios and should be elevated to a required standard for intersection crosswalks; horizontal illuminance—the dominant metric in current practice—provided little additional information once other criteria were met, and overreliance on it risks encouraging excessive lighting that increases glare without improving pedestrian safety. Third, warm-color 2,700K lighting fully satisfies all pedestrian visibility thresholds when paired with appropriate spatial configuration, directly contradicting the assumed safety-sustainability tradeoff. Together, these findings provide an evidence base for intersection-specific lighting criteria that existing tools cannot deliver.

Authors

Institutions

Publication Details

Journal
Internet of Things
Published
2026-04-01
DOI
https://doi.org/10.1016/j.iot.2026.101936
Primary Topic
Impact of Light on Environment and Health
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Human-centered simulation of intersection lighting: a parametric study of design tradeoffs

Katherine A. Flanigan, Korawich Kavee, Stephen L. Quick
Internet of Things
Impact of Light on Environment and Health
article

Human-centered simulation of intersection lighting: a parametric study of design tradeoffs

Katherine A. Flanigan, Korawich Kavee, Stephen L. Quick
article en

Abstract

Pedestrian safety in urban environments remains a critical public health issue, with nighttime conditions substantially increasing crash risk for vulnerable road users. Yet intersection lighting design remains constrained by roadway-centric standards and static workflows, offering limited support for evaluating tradeoffs among multidirectional pedestrian visibility, glare, and light trespass—and environmentally sensitive designs are often presumed, without evidence, to compromise safety. We introduce SALUSLux, an open-source, programmable simulation toolkit for pedestrian-centered intersection lighting analysis, and apply it to a parametric study of 2,304 configurations on a standard four-way intersection. Results reveal three findings with direct implications for practice and standards. First, spatial geometry and luminaire properties interact so strongly that they cannot be optimized independently—a luminaire that performs well in one configuration can fail in another, making joint design-space exploration essential. Second, semi-cylindrical illuminance was the most difficult metric to satisfy across all scenarios and should be elevated to a required standard for intersection crosswalks; horizontal illuminance—the dominant metric in current practice—provided little additional information once other criteria were met, and overreliance on it risks encouraging excessive lighting that increases glare without improving pedestrian safety. Third, warm-color 2,700K lighting fully satisfies all pedestrian visibility thresholds when paired with appropriate spatial configuration, directly contradicting the assumed safety-sustainability tradeoff. Together, these findings provide an evidence base for intersection-specific lighting criteria that existing tools cannot deliver.

Internet of ThingsVol. 37
Carnegie Mellon University (US)
University Transportation Centers, Office of the Higher Education Commission
Openalex Percentile: Top 20%
Impact of Light on Environment and Health
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.