Surface heat assessment for developed environments: Optimizing urban temperature monitoring

Carl Malings, Matteo Pozzi, Kelly Klima, Mario Bergés, Elie R. Bou-Zeid, Prathap Ramamurthy

Research output: Contribution to journalArticlepeer-review

14 Scopus citations

Abstract

The urban heat island effect, exacerbated by rising average surface temperatures due to climate change, can lead to adverse impacts on city populations. Fine resolution modeling of the spatial and temporal distribution of extreme heat risk within a city can improve the strategies used to mitigate this risk, such as the issuance of targeted heat advisories to city residents. In this paper, we combine a recently developed method for probabilistic modeling of urban temperatures with previously developed vulnerability assessments, and then implement sensor placement optimization techniques to guide temperature monitoring in urban areas. A variety of metrics are used to optimize the placement of temperature measures to best support decision-making for monitoring and responding to extreme heat risk. This optimal sensor placement methodology is demonstrated for the city of Pittsburgh, PA, resulting in several proposed temperature monitoring schemes based on the various sensor performance metrics investigated. We quantitatively and qualitatively compare these schemes to identify the relative merits of each proposed metric.

Original languageEnglish (US)
Pages (from-to)143-154
Number of pages12
JournalBuilding and Environment
Volume141
DOIs
StatePublished - Aug 15 2018

All Science Journal Classification (ASJC) codes

  • Environmental Engineering
  • Civil and Structural Engineering
  • Geography, Planning and Development
  • Building and Construction

Keywords

  • Entropy
  • Optimization methods
  • Sensor placement
  • Temperature
  • Urban areas
  • Value of information

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