TY - JOUR
T1 - Mapping Roof Materials in Cities for Food, Water, and Energy Production
T2 - A Mediterranean Metropolitan Area Case Study
AU - Zambrano-Prado, Perla
AU - Josa, Alejandro
AU - Rieradevall, Joan
AU - Alamús, Ramon
AU - Pérez, Fernando
AU - Marchan, Juan
AU - Gassó, Santiago
AU - Gabarrell, Xavier
N1 - Publisher Copyright:
© 2023 The Society of Urban Technology.
Publisher Copyright:
© 2023 The Society of Urban Technology.
PY - 2023
Y1 - 2023
N2 - In recent years, rooftops have been used as productive spaces for local resource (e.g. food, water, or energy) production. The main objective of this study is to demonstrate the potential of hyperspectral data to identify roof materials in cities. The case study area is located in a Mediterranean region north of Barcelona (Spain); diverse building typologies, building uses (residential, industrial, office, services and retail) and population densities constitute this study area. Two hyperspectral remote sensors (HRSs) were used to obtain hyperspectral images. Seven roof classes were identified using the k-means clustering algorithm. Most roofs were identified as metals (33 percent), followed by ceramic tiles (22 percent). The findings showed that 51 percent of roofs could be suitable for food, water, or energy production. Nevertheless, for a more reliable assessment of this potential, more criteria are needed.
AB - In recent years, rooftops have been used as productive spaces for local resource (e.g. food, water, or energy) production. The main objective of this study is to demonstrate the potential of hyperspectral data to identify roof materials in cities. The case study area is located in a Mediterranean region north of Barcelona (Spain); diverse building typologies, building uses (residential, industrial, office, services and retail) and population densities constitute this study area. Two hyperspectral remote sensors (HRSs) were used to obtain hyperspectral images. Seven roof classes were identified using the k-means clustering algorithm. Most roofs were identified as metals (33 percent), followed by ceramic tiles (22 percent). The findings showed that 51 percent of roofs could be suitable for food, water, or energy production. Nevertheless, for a more reliable assessment of this potential, more criteria are needed.
KW - Rainwater
KW - Solar energy
KW - Sustainable cities
KW - Urban agriculture
KW - remote sensing (RS)
UR - https://www.scopus.com/pages/publications/85178450470
UR - https://www.mendeley.com/catalogue/b82b1a36-8aae-31d0-99bb-89a96275aeed/
UR - https://portalrecerca.uab.cat/en/publications/f13adc41-637a-4ae8-a8d1-7d3e1ac41fa9
U2 - 10.1080/10630732.2023.2270900
DO - 10.1080/10630732.2023.2270900
M3 - Article
AN - SCOPUS:85178450470
SN - 1063-0732
VL - 30
SP - 25
EP - 51
JO - Journal of Urban Technology
JF - Journal of Urban Technology
IS - 5
ER -