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Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

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Page 1: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Agrophysical Research Institutewww.agrophys.ru

Page 2: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Geospatial Statistical Hydro – Thermal Indicator

for Drought Monitoring

in the Changing Climate Conditions

Mikhail V. Nikolaev

Agrophysical Research Institute

Russia

Page 3: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Among the Drought indicators recommended by

WMO (Handbook of Drought Indicators and Indices,

WMO – No 1173, 2016) the focus is placed on the

‘Hydro – Thermal Coefficient’ (HTC) proposed by

Russian agrometeorologist Georgij Selyaninov as:

HTC i = ΣP i /0.1* ΣT i

Where: i is a number of year

ΣP – precipitation totals (decadal, for month, for

growing season)

ΣT – accumulated air temperatures (decadal, for

month, for growing season)

Page 4: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Materials:

The 70-yr monthly precipitation and mean monthly

air temperature series (since 1945 to 2014) was

based on the meteorological data obtained at the

stations located within the territory under study.

Further, they were transformed into the

agroclimatic variables series, including those for

the intensive growth season, i.e. May-June

Moreover, a set of years with HTC values less than

0.75 is revealed, i.e. the years with drought

occurrence

Page 5: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

For detailed gradation of drought severity, the grade scale

proposed by Russian agrometeorologist Evgenij Zoidze

has been applied:

Drought Severity Agroclimatic indicator of occurrence

Extreme HTCV-VI =< 0.19

Severe 0.20 =< HTCV-VI =< 0.39

Moderate 0.40 =< HTCV-VI =< 0.60

Light 0.61 =< HTCV-VI =< 0.75

Page 6: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Spatiotemporal monitoring of crop areas

vulnerable to drought effects in the

changing climate conditions

Page 7: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Based on this grade scale, the spatiotemporal monitoring of crop areaswith different percentage of years with different severity drought in thechanging climate conditions has been performed, using 5-yr step shiftwithin 30-yr observed period beginning from 1946

As an example, Fig.1 illustrates the dynamics of areas vulnerable toextreme drought (HTCV-VI =< 0.19) by mapping

The optimal configuration of isolines contoured risk farming areas withdifferent recurrence of extreme drought is achieved using the GISinterpolation method, such as kriging

. This monitoring enables visualization of temporal changes in theboundaries of vulnerable areas relative to those for the baselineclimate conditions (in the observed period 1961 – 1990)

As seen, the extended most vulnerable areas are observed withinthe later 30-yr observed periods (the years after 1980 beingpredominating) in comparison with the earlier 30-yr observedperiods

Page 8: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.1 Change in boundaries of vulnerable areas with different recurrence of extreme drought

within principal zone of wheat durum cultivation (Lower Volga and South Pre - Ural regions)

Legend: percentage of years

1946-1975

1951-1980

1956-1985

1961-1990

1966-1995

1971-2000

1976-2005

1981-2010

1984-2013

Page 9: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

ASSESSING CHANGE IN CONTRIBUTION OF

PRECIPITATION AND THERMAL CONDITIONS TO

DROUGHT EFFECTS WITHIN RISK FARMING ZONE

(SEMIARID REGIONS OF RUSSIA)

Page 10: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

For comparative analysis of drought risk under climate change, it would beconvenient to subdivide the period since 1945 to 2014 into two 35-yrintervals: 1945-1979 and 1980-2014, the upward trends in the mean annualair temperature series, which are noted for the Russian regions since the1980s taking into consideration

To assess the changing contribution of precipitation and thermalconditions to drought severity and recurrence the functionalanalysis has been applied

The HTC indicator is considered as a function of two variables: theprecipitation totals and the accumulated air temperatures (degree-days)

As an example, Fig. 2 shows the Three – dimensionalrepresentation of the HTC indicator with the plotted HTC values <=0.75 (as related to time intervals of 1945 – 1979 and 1980 – 2014) atBezenchuk

Page 11: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.2 Three – dimensional representation of the HTC values <= 0.75 for May - June

Bezenchuk: 53.0º N; 48.4º E

(Lower Volga region. Common Chernozem soil)Between isolines: events with extreme drought; severe drought; moderate drought; light drought

red dots: time interval of 1945 - 1979; white dots: time interval of 1980 - 2014

Page 12: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

The surface is limited in such a way that it accommodates

ranges of changes in the precipitation amounts, the air

temperature sums and the corresponding values of the

HTC for May –June, reflecting the change in natural

conditions for crop growing in the middle latitudes

(excluding subtropical regions) according to dryness

(aridity) factor - i.e. from desert condition towards

condition of subhumid mountain plateaus

Thus, the model proposed could be applied not only to

latitudinal zonality of agriculture, but also to altitudinal

zonality of agriculture

Page 13: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

The assessment is made of the contribution of

each factor to the low HTC values as well as

their variation ratios to the low HTC values in

indicated intervals by means of this surface

projection on the plane for each of these factors

(Fig.3 and Fig.4)

Page 14: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.3 Change in contribution of low precipitation totals in May - June to low HTC V–VI values

Bezenchuk: 53.0º N; 48.4º E

Horizontal axis: precipitation sums for May - June (mm); vertical axis: the HTC Index values for May - June

Dotted line: 70-yr mean value of precipitation amounts for May - June equals of P V-VI = 79 mm red dots: time interval of 1945 - 1979; white dots: time interval of 1980 - 2014

Page 15: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig. 4 Change in contribution of degree - days for May - June to low HTC V-VI values

Bezenchuk: 53.0º N; 48.4º E

Horizontal axis: degree -days for May-June (ºC); vertical axis: the HTC Index values for May-June

Dotted line: 70-yr mean value of degree - days for May-June equals of T V- VI = 1034 ºCred dots: time interval of 1945 - 1979; white dots: time interval of 1980 - 2014

Page 16: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Regional analysis of drought recurrence in the

changing climate conditions

(for principal cultivable area under spring cereals)

Page 17: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Table 1 Recurrence of Droughts in the Semiarid Regions South of 54º N

Prairie (Steppe) and Dryland (Dry Steppe) Natural Formations

(red color: increase in recurrence)

Meteorological

station

coordinates

Sub- Region

Drought Severity

Light (% of years)

0,61=< HTC v-vi =<0,75

Moderate (% of years)

0,40=< HTC v-vi =<0,60

Severe (% of years)

0,20=< HTC v-vi =<0.39

Extreme (% of years)

HTC v-vi =<0,19

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980-

2014

Sterlitamak

53.6º N 56.0º E

(South Pre- Ural)9% 9% 11% 11% 3% 6% 3% 6%

Orenburg

51.8º N 55.6º E

(South Pre- Ural)14% 11% 23% 20% 11% 26% 6% 6%

Bezenchuk

53.0º N 46.4º E

(Lower Volga)23% 20% 26% 6% 6% 6% 3% 9%

Ershov

51.4º N 48.3º E

(Lower Volga)11% 17% 26% 17% 20% 9% 6% 11%

Page 18: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Table 2 Drought Events at the Air Temperature above (numerator) and below

(denominator) 70- yr mean value

100% - always at the air temperature above 70-yr mean valuePrairie (Steppe) and Dryland (Dry Steppe) Natural Formations

Meteorological

station

coordinates

Sub- Region

Drought Severity

Light (% of years)

0,61=< HTC v-vi =<0,75

Moderate (% of years)

0,40=< HTC v-vi =<0,60

Severe (% of years)

0,20=< HTC v-vi =<39

Extreme (% of years)

HTC v-vi =<0,19

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980-

2014

Sterlitamak

53.6º N 56.0º E

(South Pre- Ural)1/2 1/2 2/1 3/1 100% 1/1 100% 100%

Orenburg

51.8º N 55.6º E

(South Pre- Ural)5/3 5/2 3/6 0/2 100% 100% 100% 100%

Bezenchuk

53.0º N 46.4º E

(Lower Volga)2/3 2/2 3/5 5/2 3/1 6/3 100% 100%

Ershov

51.4º N 48.3º E

(Lower Volga)1/3 2/4 4/5 4/2 5/2 100% 100% 3/1

Page 19: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Table 3 Recurrence of Droughts in the Semiarid Regions North of 54º NGrassland (Forest Steppe) and Prairie (Steppe) Natural Formations

(red color: increase in recurrence)

Meteorological

station

coordinates

Sub- Region

Drought Severity

Light (% of years)

0,61=< HTC v-vi =<0,75

Moderate (% of years)

0,40=< HTC v-vi =<0,60

Severe (% of years)

0,20=< HTC v-vi =<39

Extreme (% of years)

HTC v-vi =<0,19

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980-

2014

Ufa

54.7º N 55.8 º E

(Middle Pre-Ural) 11% 14% 6% 11% 6% 6% 3% 3%

Tyumen’57.1º N 65.4º E

(Western Siberia) 9% 11% 3% 6% 3% 0% 0% 0%

Kurgan55.5º N 65.4º E

(Western Siberia) 11% 23% 11% 17% 14% 6% 0% 0%

Omsk55.0º N 72.4º E

(Western Siberia) 11% 14% 3% 9% 17% 9% 0% 0%

Barabinsk55.2º N 78.2º E

(Western Siberia) 11% 9% 14% 6% 3% 9% 3% 0%

Page 20: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Table 4 Drought Events at the Air Temperature above (numerator) and below

(denominator) 70- yr mean value

( 100% - always at the air temperature above 70-yr mean value)Grassland (Forest Steppe) and Prairie (Steppe) Natural Formations

Meteorological

station

coordinates

Sub- Region

Drought Severity

Light (% of years)

0,61=< HTC v-vi =<0,75

Moderate (% of years)

0,40=< HTC v-vi =<0,60

Severe (% of years)

0,20=< HTC v-vi =<39

Extreme (% of years)

HTC v-vi =<0,19

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980 -

2014

1945-

-1979

1980-

2014

Ufa

54.7º N 55.8 º E

(Middle Pre-Ural) 3/1 3/2 0/2 100% 100% 100% 100% 100%

Tyumen’57.1º N 65.4º E

(Western Siberia) 2/1 3/1 0/1 100% 100% - - -

Kurgan55.5º N 65.4º E

(Western Siberia) 2/2 5/3 3/1 100% 4/1 1/1 - -

Omsk55.0º N 72.4º E

(Western Siberia) 2/2 4/1 100% 100% 4/2 2/1 - -

Barabinsk55.2º N 78.2º E

(Western Siberia) 2/2 2/1 4/1 1/1 100% 100% 100% -

Page 21: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Based on the analysis conducted, the increasing contribution ofextremely low precipitation totals to increasing recurrence of extremedrought is revealed, for the regions located south of 54ºN in recentdecades

At the same time, the increasing recurrence of moderate and lightdroughts is also revealed for the regions located north of 54ºN, due toincreasing contribution of high air temperatures

All this serves as evidence of increasing extreme character ofclimate in recent decades

Simultaneously, it should be noted an evidence of some shift ofvulnerable areas northward under ongoing climate change, takinginto account the origin of drought for considered regions, mainlycaused by sporadic invasions of dry air masses from the Arctic basin

This tendency is an agreement with global tendency of increasing agro- ecosystems sensitivity to climatic changes poleward and withelevation

Page 22: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

As other drought indicator developed in Russia, the S-

index discovers on attention, proposed by Russian

agrometeorologist Daniil Ped’ as

– Si =∆Ti /σ T- ∆Pi /σ P - (∆Wi / W),where: i - is a number of year , ∆T – air temperature anomaly, ∆Pi –

precipitation amount anomaly, σ T and σ P - standards

Si >= 1.5 indicates moderate drought occurrence; Si >= 2 – severe drought occurrence; Si >= 2.5 – extreme drought occurrence

This index may supplemented by data on soil moisture content (W i)as well. According to Anna Strashnaya investigations, there is astrong correlation between meteorological and soil droughtoccurrence. For forest steppe regions r value reaches up to 0.76; forsteppe regions – 0.82; for dry steppe regions – 0.90

However, this index is not much applicable in terms of geographical distribution of droughts

Page 23: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Comparison of HTC indicator

with other indicators (indices)

recommended by WMO

Page 24: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Such a comparison is made for the period after

1980 (that is, the last decades), when data have

been accumulated to calculate the other

indicators (indices)

May is selected for comparison, as a month

which falls on the inter -phase period ‘Sowing –

Shooting’ for spring cereals

Page 25: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.5 Relationship between HTC and SPEI for May (1982 – 2010)

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 26: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.6 Experiment

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

If we will try to diminish PET value (e.g., taking 0.16 x PET), then the relationship between HTC and SPEI is more close

If PET = 0, then left plot illustrates the relationship between HTC and SPI

the strong linear correlation between mean air temperature and Thornthwaite PET value is revealed for May at Ershov (right plot)

Page 27: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.7 Relationship between HTC and NDVI for May (1982 – 2010)

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

red dots: dry years; blue dots; wet years

Page 28: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.8 Comparison NDVI with HTC for May (1982 – 2010) at different air temperatures and precipitation amounts

(Families of HTC for May presented similar those for drought gradation for May – June proposed by Evgenij Zoidze)

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 29: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Comparison of daily NDVI values during May

with HTC values for May (with indicating

precipitation totals and mean air temperature)

Ershov: 51.4º N; 48.3º

(Dryland formation, deep chestnut soil)

Page 30: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.9 Daily NDVI values during May 1982

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 31: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.10 Daily NDVI values during May 1997

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 32: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.11 Daily NDVI values during May 1998

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 33: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.12 Daily NDVI values during May 2000

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 34: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.13 Daily NDVI values during May 2003

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 35: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.14 Daily NDVI values during May 2004

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 36: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Fig.15 Daily NDVI values during May 2010

Ershov: 51.4º N; 48.3º E (around 21 x 33 km)

(Dryland formation nearby the Kazakhstan boundary)

Page 37: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Conclusions:• the indicator proposed is simple for calculation. It includes the

climatic variables, anomalous values of which are indentified ofsporadic occurrence of drought phenomenon

• using this indicator we manage to define more distinctly theboundaries of areas vulnerable to different severity droughts and alsoto reveal the boundaries shift in the changing climate conditions

• variables contained in this indicator influence directly on theconditions of crop growth and development, as contrasted tovariables determined from indices which contain complexapproximations and relationships

• the comparability of this indicator with the vegetation index isreached. However, the pattern of drought impact according to thesatellite observations is not somehow distinct – due to inhomogenityof underline surface, local meteorological conditions includingcloudiness, effects of agricultural practices and resistance ability oflocal crops and cultivars

• variables contained in this indicator good estimate from climatescenarios. Therefore, the drought assessment for perspective may bealso performs on the probabilistic basis, using additional statisticaltools

Page 38: Agrophysical Research Institute. Geospatial Statistical Hydro... · Among the Drought indicators recommended by WMO (Handbook of Drought Indicators and Indices, WMO – No 1173, 2016)

Заключения

Thank you