climate - air centre · 2020. 5. 7. · source: ana oliveira, antónio lopes, samuel niza e...

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Page 2: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 3: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 4: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 5: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 6: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: T.R. Oke et al. (2017)

Page 7: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: T.R. Oke et al. (2017)

Page 8: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: T.R. Oke et al. (2017)

Page 9: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: https://rcccm.dwd.de/ [accessed 01.03.2020]

Page 10: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: http://coolparramatta.com.au/about_us [accessed 01.03.2020]

Page 11: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 12: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: https://www.wired.com/story/urban-heat-islands-can-be-deadly-and-theyre-only-getting-hotter/ [accessed 01.03.2020]

Page 13: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: Ana Oliveira, António Lopes, Ezequiel Correia, João Vasconcelos (2019) Ongoing

Page 14: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: Ana Oliveira, António Lopes, Ezequiel Correia, João Vasconcelos (2019) Ongoing

Page 15: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Additional 600 deaths during heatwave

Source: Ana Oliveira, António Lopes, Ezequiel Correia, João Vasconcelos (2019) Ongoing

Page 16: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: Ana Oliveira, António Lopes, Ezequiel Correia, João Vasconcelos (2019) Ongoing

Page 17: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: Tiago Silva e Marcelo Fragoso (2019)Submitted

Source: António Lopes (2019) Ongoing

Page 18: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 19: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: António Lopes, Ana Oliveira, Ezequiel Correia e Cláudia Reis (2019)Ongoing work, CML

Page 20: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 21: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

In-situ observations

• Mesoscale Air Monitoring Network (Temperature, Humidity, Wind, Quality)

• Street Level Human Exposure

Satellite Remote Sensing

• Thermal and Multispectral images

• Free Data with Global Coverage

Aerial Remote Sensing

• UAV’s/Drones Thermal and Multispectral imagery

• Higher Spatial Resolution and Temporal Control

Page 22: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

In-situ observations

• Mesoscale Air Monitoring Network (Temperature, Humidity, Wind, Quality)

• Street Level Human Exposure

Satellite Remote Sensing

• Thermal and Multispectral images

• Free Data with Global Coverage

Aerial Remote Sensing

• UAV’s/Drones Thermal and Multispectral imagery

• Higher Spatial Resolution and Temporal Control

Page 23: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

In-situ observations

• Mesoscale Air Monitoring Network (Temperature, Humidity, Wind, Quality)

• Street Level Human Exposure

Satellite Remote Sensing

• Thermal and Multispectral images

• Free Data with Global Coverage

Aerial Remote Sensing

• UAV’s/Drones Thermal and Multispectral imagery

• Higher Spatial Resolution and Temporal Control

Page 24: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

In-situ observations

• Mesoscale Air Monitoring Network (Temperature, Humidity, Wind, Quality)

• Street Level Human Exposure

Satellite Remote Sensing

• Thermal and Multispectral images

• Free Data with Global Coverage

Aerial Remote Sensing

• UAV’s/Drones Thermal and Multispectral imagery

• Higher Spatial Resolution and Temporal Control

Page 25: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Mo

del

ling

& V

alid

atio

n

MesoclimateFactors

UrbanMorphology

Satellite-basedSurface

Energy Balance

Source: António Lopes, Ana Oliveira, Ezequiel Correia e Cláudia Reis (2019)Ongoing work, CML

Page 26: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: António Lopes, Ana Oliveira, Ezequiel Correia e Cláudia Reis (2019)Ongoing work with CML

Page 27: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

quem o quê porquê como para onde

Page 28: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 29: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 30: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 31: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Source: Ana Oliveira, António Lopes (2020) Ongoing work

Page 32: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Urban

Heatwave

Vulnerabil ity

Mapping

Page 33: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 34: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Local Climate Zones Classification from Copernicus DataSource: Ana Oliveira, António Lopes e Samuel Niza (2020) In Review

Page 35: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Built-up Occupation and Impervious SurfacesSource: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Page 36: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Built-up Occupation and Impervious SurfacesSource: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Diurnal Land Surface Temperature from Landsat 8 OLI/TIRS (2017.08.09)Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Page 37: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Built-up Occupation and Impervious SurfacesSource: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Nocturnal Land Surface Temperature from Landsat 8 OLI/TIRS (2017.08.09)Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Page 38: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Built-up Occupation and Impervious SurfacesSource: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS (2017.08.09)Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Page 39: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Tree Cover Density (%)Source: Copernicus Land Monitoring Service, High Resolution Layers

Diurnal Latent Heat Flux Density from Landsat 8 OLI/TIRS (2017.08.09)Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing

Page 40: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS
Page 41: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Observed Landsat8 LST

Page 42: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Observed Landsat8 LST

Predicted Landsat8 LST

Page 43: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Observed Landsat8 LST

Predicted LST Residuals

Page 44: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Predicted LST Residuals

Page 45: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS

Predicted Landsat8 LST

Page 46: Climate - AIR Centre · 2020. 5. 7. · Source: Ana Oliveira, António Lopes, Samuel Niza e Amílcar Soares (2020) Ongoing Diurnal Storage Heat Flux Density from Landsat 8 OLI/TIRS