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Mitigating urban heat during heatwaves in Melbourne Stephanie Jacobs PhD supervisors: Ailie Gallant and Nigel Tapper [email protected]

Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · [email protected] . PhD research motivation

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Page 1: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Mitigating urban heat during heatwaves in Melbourne

Stephanie Jacobs

PhD supervisors: Ailie Gallant and Nigel Tapper

[email protected]

Page 2: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

PhD research motivation and aims

PhD – Model urban heat mitigation in Melbourne during heatwaves – See how the mitigation affects human thermal comfort This talk – One heatwave event – White roofs – Increased soil moisture (proxy for irrigation)

– Heatwaves can have a deadly impact upon people – More than 50% of global population live in urban areas – Cities are hotter at night than surrounding rural areas

Page 3: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Case study to climatology Jan 28-30 2009 heatwave over Melbourne

374 excess deaths, 714 hospital admissions for heat stress

3 days above 43˚C, record at the time

1 night above 30˚C

Soon to be a climatology of heatwaves in Melbourne

Page 4: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Model set up Weather Research Forecasting Model V3.6

Noah land surface scheme

Yonsei University boundary layer scheme

Dudhia shortwave radiation scheme

Kain-Fritsch cumulus physics scheme

Rapid Radiative Transfer Model longwave radiation scheme

WRF Single Moment 5-class microphysics scheme

Monin-Obukhov surface similarity scheme

The Princeton Urban Canopy

Model

coupled to

One of the best combinations of physics schemes for southeastern Australia on seasonal (Evans et al. 2011) and sub-daily timescales (Evans and Westra 2012)

Page 5: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

The Princeton Urban Canopy Model (PUCM) Attribute SLUCM

(default) Princeton UCM

Fraction of urban landscape

✔ ✔

Fraction of white roof ✖ ✔ Fraction of asphalt ground ✖ ✔ Fraction of green ground ✖ ✔ Differentiation between green ground, asphalt and road

✖ ✔

Surface albedo of roof ✔ ✔ Surface albedo of white roof

✖ ✔

Separate low, medium and high density urban

✔ ✔

(Li et al. 2014)

(Chen et al. 2011)

Default single layer urban canopy model (SLUCM)

Page 6: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Model domains + AWAP soil moisture

10km grid 2km grid

– Multiple three day simulations with the first day discarded as model spin up.

– 8 member ensembles

– ERA Interim reanalysis meteorological data

Units: kgm3/kgm3

– Replace top layer (7cm) of ERA Interim soil moisture with AWAP

– Order of magnitude dryer

– Reduces the need for a long spin up

Old New

Page 7: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Proposed heat mitigation scenarios Implementing white roofs on 30%, 60% and 90% of buildings White roof albedo = 0.7 Regular roof albedo = 0.2 Increasing the relative soil moisture in urban areas to 15%, 25% and 35% of maximum urban soil field capacity – proxy for irrigation – originally 2% field capacity Units: kgm3/kgm3

Page 8: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Results – White roofs cool the city

0% white roofs (control run) 90% white roofs 90% white roofs minus control 2m temperature (˚C) for 11am January 28 2009 (AEDT)

Page 9: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Night time noise 90% white roofs minus control run

Hard to determine signal from the noise at night

Climatology of heatwaves will make the night time signal clearer

Page 10: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Results – white roofs cool the daytime Difference in 2m temperature between white roofs and control run in urban areas Scenario:

white roof (%)

Daily average T2 change

7am to 7pm T2 change (day)

8pm to 6am T2 change (night)

30% – 0.12˚C – 0.17˚C – 0.06˚C

60% – 0.24˚C – 0.36˚C – 0.12˚C

90% – 0.38˚C – 0.57˚C – 0.18˚C

– Considerable cooling over the heatwave – Cooler nights from reduced daytime heat storage in roofs

Page 11: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Verdict on white roofs as heat mitigators

– They can decrease the heatwave average temperature by 0.4˚C, for this case study – Cool the average daytime temperature by 0.6˚C – For individual timesteps, high density locations can be cooled by 2˚C – This is considerable in terms of reducing heat stress – Easy to implement – This result is only for the January 2009 heatwave, a climatology is to come

Page 12: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Higher soil moisture means hotter nights Scenario: % field capacity

Daily average T2 change

7am to 7pm T2 change

8pm to 6am T2 change

15% 0.1˚C – 0.017˚C 0.26˚C

25% 0.15˚C – 0.036˚C 0.36˚C

35% 0.17˚C – 0.066˚C 0.44˚C

soil moisture = night time temperature.

– Higher heat capacity of moist soils retains heat

– Not much soil in the city reduces cooling effect

– More vegetation would increase cooling?

Difference in 2m temperature between soil moisture and control run in urban areas

Page 13: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Verdict on increasing irrigation

– They increase the heatwave average temperature by up to 0.2˚C, for this case study – Daytime heatwave average cooling of 0.06˚C – Night time average warming of 0.4˚C – No reduction in maximum temperature due to lack of soil in urban areas – A considerable amount of water would not help cool Melbourne during this very dry heatwave – Hypothesis: more vegetation would increase daytime cooling

Page 14: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Summary – WRF was coupled the Princeton Urban Canopy Model for greater urban modelling capabilities.

– White roofs can cool the city and reduce the daytime heatwave average temperature by 0.6˚C

– Increasing the soil moisture, a proxy for irrigation, causes warming of 0.4˚C at night

– We hypothesise that more vegetation would help create daytime cooling in irrigation cases

– There is some strange noise occurring, harder to extract the signal at night

– Will use climatology of heatwaves to try and make this clearer

Page 15: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Acknowledgments

References: Chen et al. (2011) The integrated WRF/urban modelling system: development, evaluation, and applications to urban environmental problems. International Journal of Climatology 31:273–288 Evans et al. (2012) Evaluating the performance of a WRF physics ensemble over South-East Australia Clim Dyn 39:1241–1258 Evans and Westra (2012) Investigating the Mechanisms of Diurnal Rainfall Variability Using a Regional Climate Model, Journal of Climate 25:7232-7247 Li et al. (2014) The effectiveness of cool and green roofs as urban heat island mitigation strategies, Environmental Research Letters doi:10.1088/1748-9326/9/5/055002

Thank you to Dan Li from Boston University for providing the PUCM code and advice Thank you to Claire Carouge for helping to couple PUCM to WRF

[email protected]

Page 16: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Old soil moisture AWAP soil moisture Notes WRF can capture diurnal variability of the heatwave better ✔ WRF has warmer maximum temperatures than before ✔ WRF has colder minimum temperatures than before ✔

Page 17: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Old soil moisture AWAP soil moisture Notes WRF can capture diurnal variability of the heatwave better ✔ WRF has warmer maximum temperatures than before ✔ WRF has colder minimum temperatures than before ✔

Page 18: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Model validation Jan 28 2009 00Z

Page 19: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Future work – Run simulations as a heatwave climatology – Look how the urban heat mitigation strategies impact human thermal comfort – Dynamically downscale CMIP5 model data and repeat the experiments using future scenarios

Page 20: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

How does it affect human thermal comfort? Thermal comfort measures what the temperature feels like to humans – Temperature – Wind speed – Humidity – Radiation Using the Apparent Temperature AT = T + 0.33e – 0.7u – 4 e = vapour pressure (hPa) u = 2m wind speed (m/s) No radiation in this equation

Difference in 2m apparent temperature between white roofs and control run

Page 21: Mitigating urban heat during heatwaves in Melbournelowcarbonlivingcrc.com.au/sites/all/files/session_1_-_mitigating_urba… · Stephanie.Jacobs@monash.edu . PhD research motivation

Comparing the 2m apparent temperature Temperature Apparent temp

Wind speed Vapour pressure Relative humidity

Less turbulent flow? Boundary layer height? If it doesn’t we don’t know

Say why relative humidity would increase Turbulent flow less, moisture not being advected away