present and future
Rodica Tomozeiu Lucio Botarelliwww.arpa.emr.it
present and future
present and future
Rodica Tomozeiu Lucio BotarelliGlobal climate changes
Global climate changes
Increase of the global temperature is more significant from the 90‘s
Increase of the global temperature is more significant from the 90‘s
Decreasing of precipitation in Europe
Decreasing of precipitation in Europe
-1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5
1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
Anomalia Tmed
Anomalia di temperatura media annuale
T_globale T_Italia T_Bologna -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5
1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
Anomalia Tmed
Anomalia di temperatura media annuale
T_globale T_Italia T_Bologna
Anomaly of the yearly mean temperature (vs 1961-1990)
(http://www.arpa.emr.it/sim/?clima)
(http://www.arpa.emr.it/sim/?clima)
Precipitation anomaly 1991-2008 vs 1961-1990 Precipitation anomaly 1991-2008 vs 1961-1990
Observed climate variability
at regional level
Observed climate variability
at regional level
Yearly precipitation (deviation from the avarage 1961-1990) E-R regional mean
Yearly precipitation (deviation from the avarage 1961-1990) E-R regional mean
Trend= -16mm/10 years Trend= -16mm/10 years
Yearly climatic water balance (E-R region)
Yearly climatic water balance (E-R region)
Increase of 0,5°C/10 years
(from 1986 always over mean climate reference value)
Increase of 0,5°C/10 years
(from 1986 always over mean climate reference value)
Anomaly of summer Tmax (JJA) E-R regional mean
Anomaly of summer Tmax (JJA) E-R regional mean
strongest signal during summer
Temperatura massima S. P. Capofiume (pianura BO) 20 22.5 25 27.5 30 32.5 35 37.5 40 01/06 /12 06/06 /12 11/06 /12 16/06 /12 21/06 /12 26/06 /12 01/07 /12 06/07 /12 11/07 /12 16/07 /12 21/07 /12 26/07 /12 31/07 /12 05/08 /12 10/08 /12 15/08 /12 20/08 /12 25/08 /12 30/08 /12 giorni °C Tmax2012 Tmax2003
Tmax clima giugno
Tmax clima luglio
Tmax clima agosto Heat waves (>35°C) summer 2012 vs summer 2003
(regional central plan)
Heat waves (>35°C) summer 2012 vs summer 2003 (regional central plan)
Progressive decrease of the number of rainy days since late 90s‘
Progressive decrease of the number of rainy days since late 90s‘
2012 Moving avarage on 5 years
Moving avarage on 5 years
frequency of rainy days during spring-summer (regional central plan)
frequency of rainy days during spring-summer (regional central plan)
Consecutive dry days, summer 2012
Consecutive dry days, summer 2012
Consecutive dry days, summer 2003
Consecutive dry days, summer 2003
Summer climatic water
balance
2012 vs 2003
Summer climatic water
balance
Soil humidity
Soil humidity
200 3
200
3 2007
200 7
201 2
201 2
decreasing in air relative humidity
decreasing in air relative humidity
Mann-Kendall test significantMann-Kendall test significant
Relative humidity (%, year)
summer trend 1987-2012
Relative humidity (%, year) summer trend 1987-2012
NDVI
NDVI
Local Climate Impact Profile
Local Climate Impact Profile
Data collected in the urban area of Bologna showed that the NDVI (Normalized Difference Vegetation Index) can be a good variable for the creation of maps of the distribution of the tiger mosquito especially in the month of August.
Observed climate variability
severe rains and floods
severe rains and floods
heat waves and drought
heat waves and drought
heavy snowfalls
heavy snowfalls
Increase in extreme events
Increase in extreme events
strong anomalies
Extending seasonal (warmer autumns) Advance in seasonality (early spring)
Longer growing season (limited by water availability) Warm winters (2006-2007, 2013-2014)
Extending seasonal (warmer autumns) Advance in seasonality (early spring)
Longer growing season (limited by water availability) Warm winters (2006-2007, 2013-2014)
• Decrease of frost days during winter • Increase of heat waves
• Increase of the consecutive dry days
• Decrease of frost days during winter
• Increase of heat waves
• Increase of the consecutive dry days
Ondate di calore (HWD) estive e il valore climatico di riferimento(linea tratteggiata) a Bologna 0 2 4 6 8 10 12 14
1951 1956 1961 1966 1971 1976 1981 1986 1991 1996 2001 2006 2011
anni
gmax.giorni consecutivi
HWD clima_HWD
W inter tem po ral variability o f frost d ays- b ologna
0 10 20 30 40 50 60
1950 1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
Ye a rs
No.of days
Observed climate variability in Bologna
Heat waves Heat waves Frost days Frost days 0 10 20 30 40 50 60
1951 1956 1961 1966 1971 1976 1981 1986 1991 1996 2001 2006 2011
giorni
anni
Andamento temporale del numero massimo di giorni consecutivi senza precipitazione-stagione estiva, Bologna (periodo 1951 -2011)
0 10 20 30 40 50 60
1951 1956 1961 1966 1971 1976 1981 1986 1991 1996 2001 2006 2011
giorni
anni
Andamento temporale del numero massimo di giorni consecutivi senza precipitazione-stagione estiva, Bologna (periodo 1951 -2011)
Consecutive dry days
Season Trend (°C/decade) Tmin
Climate (’61-’90) Tmin
Trend (°C/decade) Tmax
Climate (’61-’90) Tmax
Winter (DGF) 0.4* 1 0.4* 7
Primavera(MAM) 0.3* 10 0.2* 18
Estate(GLA) 0.3* 19 0.3* 29
Autunno(SON) 0.2* 11 0.3* 19
the future climate: climate projections
the future climate: climate projections
Tools:
v
Global Climate Models (GCM);
v
Regional Climate models(RCM)
v
Statistical Models (DS)
Tools:
v
Global Climate Models (GCM);
v
Regional Climate models(RCM)
statistical relationship between local climate variables and large scale atmospheric
variables. Regional Climate Models (RCM) or
Dynamical Downscaling (DD): nested into the global model
AOGCM
RCM
Developed by ARPA-SIMC Developed by ARPA-SIMC
Global
Global
Continental
Continental
Regional
Regional
Local
Local
National
National
Climate projection from global to local
Climate projection from global to local
Solution ?
CCAReg applied to the GCMs
CCAReg applied to the GCMs
Ensemble Mean (EM)
Ensemble Mean (EM)
a) GLOBALEMISSION SCENARIO
b) GENERAL CIRCULATION MODELS
c) STATISTICAL DOWNSCALING MODELS
d) IMPACT MODELS
Uncertainty: how to manage it ?
Uncertainty: how to manage it ?
Tmin
Tmax
DJF
DJF
Tmin and Tmax in Northern Italy
2021-2050
Tmin
Tmax
Tmax
Note:
üwarming in all seasons with mean values up to 1.8°C
(summer)
üsignificant shits in the tails of the distributions
Note:
üwarming in all seasons with
mean values up to 1.8°C (summer)
üsignificant shits in the tails of the distributions
…other seasons
Tmin
Tmax
Note:
üPeak of warming during summer
Note:
üPeak of warming during
summer
PDFs of climate change
projections of multi-model
ensemble mean (EM)
projections of multi-model
ensemble mean (EM)
2 8
∆Tmin_DJF (°C)
∆Tmin_DJF (°C) ∆∆Tmax_JJA(°C)Tmax_JJA(°C)
2021-2050
2021-2050
2070-2099
2070-2099
∆Tmin_DJF(°C)
∆Tmin_DJF(°C) ∆∆Tmax_JJA (°C)Tmax_JJA (°C)
Spatial patterns of projected changes
EM 2021-2050 and 2070-2099, A1B
Spatial patterns of projected changes
EM 2021-2050 and 2070-2099, A1B
Projected changes of seasonal frost days (EM) and Ice days 2021-2050 and
2070-2099
Projected changes of seasonal frost days (EM) and Ice days 2021-2050 and
2070-2099
2070-2099
2070-2099
extremes” in
Emilia-Romagna?
Emilia-Romagna?
Conclusions
Conclusions
ü significant increases are projected to occur in minimum and maximum temperature over Northern Italy in all seasons, during the period 2021-2050. The Ensemble Mean computed using all runs (8 runs for each season) projects for each season, a change in the mean of the PDFs of minimum and maximum temperature around 1.5- 2°C over N-Italy;
ü the magnitude of changes is greater to the end of the century, namely for the period 2070-2099, when the mean of the distributions of EM showed an increase around 3°C (mean over all
the stations) during winter, spring and autumn;
ü the peak of changes is projected to occur during summer season, for both minimum and maximum temperature, with an increase in the mean around 4°C (mean over the stations from
ü
the warming is projected to be
more intense in the Po
Valley
, especially to the end of the century;
ü