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Summer Heat Risk Index:
how to integrate recent
climatic changes and soil
consumption component
Alfonso Crisci (1), Luca Congedo (1), Marco
Morabito (1) and Michele Munafò (3)
(1) CNR Ibimet, Italian National Research Council, Florence, Italy
(a.crisci@ibimet.cnr.it)
(2) Italian National Institute for Environmental Protection and Research,
ISPRA
OGRS'16, October 12-14, 2016,
Perugia, Italy
Open Source Geospatial Research & Education Symposium
OGRS is a meeting dedicated to sharing knowledge, new
solutions, methods, practices, ideas and trends in the field of
geospatial information through the development and the use
of free and open source software in both research and
education.
Parma 15-07-2015
Landsat Brightness Temperature
Land consumption
Università degli Studi di Parma,
Dottorato di ricerca in Ingegneria
Civile e Architettura, XXIX Ciclo,
Patrizia Rota, L’impatto del clima
sulle scelte urbanistiche. Strategie
di adattamento climatico nella
pianificazione della città media
emiliana del II dopoguerra: il caso
Parma,
● Urban resilience is the keyword that links environmental
thermal comfort and Land Consumption in relation to the
climatic hazard on population in cities.
● Spatial risk assessment concerns the analysis of a risk
outcome within a geographically bounded region as
administrative unit.
● Do exist a methodological and operative framework where
census, thermal/climatic and land consumption data are able
to provide information to assess a summer heat-related
hazard index for vulnerable people at different spatial scale?
Backgrounds
Image Source irational.org
● Describe the main components of the summer heat risk,
such as the thermal state/trend, population exposed, building
density and land consumption.
● Verify the validity of land consumption as a proxy of urban
heat vulnerability in reason to its link with urban heat island
phenomenon (UHI).
● Perform a spatial summer heat risk assessment at different
geographic scales but using the same risk assessment
framework.
● Share an operative and reproducible methodology based on
open data and using open source tools.
Aims
CLIMATIC HAZARD Summer thermal condition become a real risk for people.
Heat-wave hazard indices: change in
percentage of heat-wave days (top) and
change in the maximum temperature felt during
a heat-wave (bottom) for a low (left), medium
(centre) and high (right) impact scenario.
http://www.ramses-cities.eu/
CLIMATIC HAZARD Worst “future”(?) scenario are NOW Italian case 2015
Image from Wiki Commons 2015 European Heat wave.
https://commons.wikimedia.org/wiki/Category:2015_european_heat_wav
e?uselang=de
http://www.neodemos.info/68-mila-morti-in-piu-nel-2015/
CLIMATIC HAZARD: most urban perception but less awareness
A
B
C
D
E
Social media monitoring during Heatwave (15 May to 15 September 2015)
The expansion of built-up area (natural surface to artificial anthropized) which can be directly measured.
Definition source: EEA., 1997, The concept of environmental space. Copenhagen http://glossary.eea.europa.eu
VULNERABILITY : Land consumption in urban areas
•2,7% to 7%•21.100 km2
(2015)
VULNERABILITY : Land consumption in Italy by regions and recent trends
•5.000 km2
in urban areas
•60% in rural areas
9
VULNERABILITY : where land consumption in Italy by ISPRA
HAZARD & VULNERABILITY : Urban Heat Island
Image source: http://actrees.org/wp-content/uploads/2015/06/Urban-heat-islands-infographic.png
HAZARD & VULNERABILITY : Roma Land consumption ~ LST and Heatwave Index Trend in Rome
Morabito et al., PLoS One. 2015 Dec 29;10(12):e0144468.
ISPRA Banca dati del consumo suolo a 10 m
http://www.sinanet.isprambiente.it/itISTAT
http://www.istat.it/en/population-and-housing-census
NASA
http://landsat.gsfc.nasa.gov/?page_id=9
Regione Emilia Romagna Geoportale
https://geoportale.regione.emilia-romagna.it/
E-OBS EU-FP6 project ENSEMBLES (http://ensembles-eu.metoffice.com)
www.ecad.eu/E-OBS/
DATA: the bunch of opendata sources environment, climate, census, remote sensing and urban elements.
QGIS http://www.qgis.org/it/site/
PYTHON rasterstats
http://pythonhosted.org/rasterstats/
Semi-Automatic Classification Plugin (SCP)
https://github.com/semiautomaticgit/SemiAutomaticClassificationPlugin
R https://cran.r-project.org/web/views/Spatial.html
TOOLS: R & Python & QGIS & GeoScience open source are used
R rLandsat8
http://terradue.github.io/rLandsat8/
https://github.com/jannes-m/RQGIS
SPATIAL RISK concerns the analysis of a risk for vulnerable people within a geographically bounded region
By using a proper
weighting scheme and
managing the
information layers
related to a specific
risk in a spatial
domain it is possible a
spatial representation
of itself in 5 or more
classes.
SPATIAL RISK ASSESSMENT Summer heat risk at ADM2 scale in Italy
HAZARD
Decadal trend of EOBS
Tair °C/10yr 1980-2015
WH 0.5
EXPOSURE
Population ISTAT (2015)
WE 0.5
VULNERABILITY
% Land consumption ISPRA (2015)
Wv 0.5
SPATIAL RISK ASSESSMENT Summer heat risk at ADM2 scale in Italy
Summer Heat Risk Index
WH norm(H) + (1-WH)*(WE*norm(E)+Wv*norm(V))
Summer heat risk class
SHRI|1-5
Geographical units are
ranked by risk and the
representation put in
evidence where summer
risk is clustered.
Urban dense areas are
vulnerable to the increase
of extreme heat summer
condition
Università degli Studi di Parma, Dottorato
di ricerca in Ingegneria Civile e
Architettura, XXIX Ciclo, dottoranda
Patrizia Rota, L’impatto del clima sulle
scelte urbanistiche. Strategie di
adattamento climatico nella pianificazione
della città media emiliana del II
dopoguerra: il caso Parma, relatore prof.
Michele Zazzi, Tutor prof. Paolo Ventura,
coordinatore del Dottorato prof. Andrea
Carpinteri
SPATIAL RISK ASSESSMENT Parma case in Italy Aged people excess of mortality >75
SPATIAL RISK ASSESSMENT Summer heat risk at urban scale Parma case in Italy
HAZARD
Landsat Brigthness
temperature 15-07-2015
NASA WH 0.5
EXPOSURE
Building Population Density
ISTAT WE 0.33
VULNERABILITY II
% Near Building >
200m
Land consumption
ISPRA Wv 0.33
VULNERABILITY I
Building density
Pop > 75 year
ISTAT Wv 0.33
SPATIAL RISK ASSESSMENT Summer heat risk class for each building
Disaggregating by
building area census data,
retrieving temperature
from landsat and calculate
land consumption around
building is possible to
compute risk and heat
class risk at small scale
by using same framework.
SPATIAL RISK ASSESSMENT Less land consumption less summer heat risk
Dark grey: soil consumption
● Large geographic open data availability and open source tools allow to perform detailed urban
spatial risk assessment for environmental issues in Italy.
● Risk evaluation by using Crichton’s framework (2004) is very reliable and invariant spatial scale.
Large scale and small scale analyses could have led in similar ways.
● Spatial representation of risk give a deep mapping for issues such as the urban summer heat risk.
● Land consumption demonstrate its importance in the italian urban context. Outdoor urban thermal
comfort in summer have deep relationship with the urbanistic city features.
● Summer heat risk accounting for recent climatic variability (since 2000) become important and its
impact have a strong spatial signature at large and local scales.
Conclusion
Contacts
Image from :https://commons.wikimedia.org/wiki/File:Thank-you-word-cloud.jpg
Biometeorology
Alfonso Crisci
a.crisci@ibimet.cnr.it
alfcrisci@gmail.com
Marco Morabito
marco.morabito@unifi.it
http://www.ibimet.cnr.it/
ISPRA Land Consumption
Michele Munafò
michele.munafo@isprambiente.it
Luca Congedo
ing.congedo.luca@gmail.com
Data & Code: https://github.com/alfcrisci/ogrs_2016_SHRI_paper
This study was carried out in the field of the CARISMAND Project:
Culture And RISk management in Man-made And Natural Disasters
http://www.carismand.eu/

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Summer Heat Risk Index: how to integrate recent climatic changes and soil consumption component

  • 1. Summer Heat Risk Index: how to integrate recent climatic changes and soil consumption component Alfonso Crisci (1), Luca Congedo (1), Marco Morabito (1) and Michele Munafò (3) (1) CNR Ibimet, Italian National Research Council, Florence, Italy (a.crisci@ibimet.cnr.it) (2) Italian National Institute for Environmental Protection and Research, ISPRA OGRS'16, October 12-14, 2016, Perugia, Italy Open Source Geospatial Research & Education Symposium OGRS is a meeting dedicated to sharing knowledge, new solutions, methods, practices, ideas and trends in the field of geospatial information through the development and the use of free and open source software in both research and education. Parma 15-07-2015 Landsat Brightness Temperature Land consumption Università degli Studi di Parma, Dottorato di ricerca in Ingegneria Civile e Architettura, XXIX Ciclo, Patrizia Rota, L’impatto del clima sulle scelte urbanistiche. Strategie di adattamento climatico nella pianificazione della città media emiliana del II dopoguerra: il caso Parma,
  • 2. ● Urban resilience is the keyword that links environmental thermal comfort and Land Consumption in relation to the climatic hazard on population in cities. ● Spatial risk assessment concerns the analysis of a risk outcome within a geographically bounded region as administrative unit. ● Do exist a methodological and operative framework where census, thermal/climatic and land consumption data are able to provide information to assess a summer heat-related hazard index for vulnerable people at different spatial scale? Backgrounds Image Source irational.org
  • 3. ● Describe the main components of the summer heat risk, such as the thermal state/trend, population exposed, building density and land consumption. ● Verify the validity of land consumption as a proxy of urban heat vulnerability in reason to its link with urban heat island phenomenon (UHI). ● Perform a spatial summer heat risk assessment at different geographic scales but using the same risk assessment framework. ● Share an operative and reproducible methodology based on open data and using open source tools. Aims
  • 4. CLIMATIC HAZARD Summer thermal condition become a real risk for people. Heat-wave hazard indices: change in percentage of heat-wave days (top) and change in the maximum temperature felt during a heat-wave (bottom) for a low (left), medium (centre) and high (right) impact scenario. http://www.ramses-cities.eu/
  • 5. CLIMATIC HAZARD Worst “future”(?) scenario are NOW Italian case 2015 Image from Wiki Commons 2015 European Heat wave. https://commons.wikimedia.org/wiki/Category:2015_european_heat_wav e?uselang=de http://www.neodemos.info/68-mila-morti-in-piu-nel-2015/
  • 6. CLIMATIC HAZARD: most urban perception but less awareness A B C D E Social media monitoring during Heatwave (15 May to 15 September 2015)
  • 7. The expansion of built-up area (natural surface to artificial anthropized) which can be directly measured. Definition source: EEA., 1997, The concept of environmental space. Copenhagen http://glossary.eea.europa.eu VULNERABILITY : Land consumption in urban areas
  • 8. •2,7% to 7%•21.100 km2 (2015) VULNERABILITY : Land consumption in Italy by regions and recent trends
  • 9. •5.000 km2 in urban areas •60% in rural areas 9 VULNERABILITY : where land consumption in Italy by ISPRA
  • 10. HAZARD & VULNERABILITY : Urban Heat Island Image source: http://actrees.org/wp-content/uploads/2015/06/Urban-heat-islands-infographic.png
  • 11. HAZARD & VULNERABILITY : Roma Land consumption ~ LST and Heatwave Index Trend in Rome Morabito et al., PLoS One. 2015 Dec 29;10(12):e0144468.
  • 12. ISPRA Banca dati del consumo suolo a 10 m http://www.sinanet.isprambiente.it/itISTAT http://www.istat.it/en/population-and-housing-census NASA http://landsat.gsfc.nasa.gov/?page_id=9 Regione Emilia Romagna Geoportale https://geoportale.regione.emilia-romagna.it/ E-OBS EU-FP6 project ENSEMBLES (http://ensembles-eu.metoffice.com) www.ecad.eu/E-OBS/ DATA: the bunch of opendata sources environment, climate, census, remote sensing and urban elements.
  • 13. QGIS http://www.qgis.org/it/site/ PYTHON rasterstats http://pythonhosted.org/rasterstats/ Semi-Automatic Classification Plugin (SCP) https://github.com/semiautomaticgit/SemiAutomaticClassificationPlugin R https://cran.r-project.org/web/views/Spatial.html TOOLS: R & Python & QGIS & GeoScience open source are used R rLandsat8 http://terradue.github.io/rLandsat8/ https://github.com/jannes-m/RQGIS
  • 14. SPATIAL RISK concerns the analysis of a risk for vulnerable people within a geographically bounded region By using a proper weighting scheme and managing the information layers related to a specific risk in a spatial domain it is possible a spatial representation of itself in 5 or more classes.
  • 15. SPATIAL RISK ASSESSMENT Summer heat risk at ADM2 scale in Italy HAZARD Decadal trend of EOBS Tair °C/10yr 1980-2015 WH 0.5 EXPOSURE Population ISTAT (2015) WE 0.5 VULNERABILITY % Land consumption ISPRA (2015) Wv 0.5
  • 16. SPATIAL RISK ASSESSMENT Summer heat risk at ADM2 scale in Italy Summer Heat Risk Index WH norm(H) + (1-WH)*(WE*norm(E)+Wv*norm(V)) Summer heat risk class SHRI|1-5 Geographical units are ranked by risk and the representation put in evidence where summer risk is clustered. Urban dense areas are vulnerable to the increase of extreme heat summer condition
  • 17. Università degli Studi di Parma, Dottorato di ricerca in Ingegneria Civile e Architettura, XXIX Ciclo, dottoranda Patrizia Rota, L’impatto del clima sulle scelte urbanistiche. Strategie di adattamento climatico nella pianificazione della città media emiliana del II dopoguerra: il caso Parma, relatore prof. Michele Zazzi, Tutor prof. Paolo Ventura, coordinatore del Dottorato prof. Andrea Carpinteri SPATIAL RISK ASSESSMENT Parma case in Italy Aged people excess of mortality >75
  • 18. SPATIAL RISK ASSESSMENT Summer heat risk at urban scale Parma case in Italy HAZARD Landsat Brigthness temperature 15-07-2015 NASA WH 0.5 EXPOSURE Building Population Density ISTAT WE 0.33 VULNERABILITY II % Near Building > 200m Land consumption ISPRA Wv 0.33 VULNERABILITY I Building density Pop > 75 year ISTAT Wv 0.33
  • 19. SPATIAL RISK ASSESSMENT Summer heat risk class for each building Disaggregating by building area census data, retrieving temperature from landsat and calculate land consumption around building is possible to compute risk and heat class risk at small scale by using same framework.
  • 20. SPATIAL RISK ASSESSMENT Less land consumption less summer heat risk Dark grey: soil consumption
  • 21. ● Large geographic open data availability and open source tools allow to perform detailed urban spatial risk assessment for environmental issues in Italy. ● Risk evaluation by using Crichton’s framework (2004) is very reliable and invariant spatial scale. Large scale and small scale analyses could have led in similar ways. ● Spatial representation of risk give a deep mapping for issues such as the urban summer heat risk. ● Land consumption demonstrate its importance in the italian urban context. Outdoor urban thermal comfort in summer have deep relationship with the urbanistic city features. ● Summer heat risk accounting for recent climatic variability (since 2000) become important and its impact have a strong spatial signature at large and local scales. Conclusion
  • 22. Contacts Image from :https://commons.wikimedia.org/wiki/File:Thank-you-word-cloud.jpg Biometeorology Alfonso Crisci a.crisci@ibimet.cnr.it alfcrisci@gmail.com Marco Morabito marco.morabito@unifi.it http://www.ibimet.cnr.it/ ISPRA Land Consumption Michele Munafò michele.munafo@isprambiente.it Luca Congedo ing.congedo.luca@gmail.com Data & Code: https://github.com/alfcrisci/ogrs_2016_SHRI_paper
  • 23. This study was carried out in the field of the CARISMAND Project: Culture And RISk management in Man-made And Natural Disasters http://www.carismand.eu/