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SUSTAINABLE MANAGEMENT AND
PROMOTION OF TERRITORY -SMPT
24th august - 2nd September 2012

Agricultural Citadel -Agricultural College “ A. Ciuffelli “ Todi-IT

Remote Sensing contribution for environmental
impact assessment of geothermal activity
in mt. Amiata area
28th August 2012

Manzo Ciro
PhD candidate in Applied Sciences and Technologies for Environment
manzo7@unisi.it
28/08/2012

1
Outline presentation
Mt. Amiata



Introduction





Analytical techniques





Study Area
What is the problem?
What we measure
What we obtain

Conclusion & questions

28/08/2012

2
Study Area

Siena

Roma

28/08/2012

3
Geological setting
The Amiata area was uplifted during the Pliocene as a consequence of pluton
emplacement in an extensional setting.
Neogenic magmatism (Dini et al. 2005) was intruded in superior crust at 6-7 km below
sea-level. It has been estimated that this intrusive body has a diameter about 40 km. In
the Middle Pleistocene, there was the volcanic activity of Mt. Amiata ended 200.000
years ago.(Batini et al. 1986; Gianelli et al. 1988; Marinelli et al. 1983; Acocella 2000).
Now there are only geothermal phenomena in the area

28/08/2012

4
Geothermy

The temperature under the ground increase going
closer to the core
The gradient isn’t the same all around the world
depending on the location (in volcanic regions and
along tectonic plate is usually high) and change in
function of the deep in example solid the Crust T.G. is
much higher than in mantle, (25 - 30 °K/km)
28/08/2012

5
How a geothermal field works



geological setting
a relatively high heat flow

Main Risks








Water is needed to substitute vapor
extracted
 Subsidence process linked to activity
No good sealing of well can cause release
in the groundwater of contaminant
Release of H2S and Hg emissions (need
of AMIS)
Land is occupied by infrastructure

28/08/2012

6
How a geothermal field works



geological setting
a relatively high heat flow

Main Risks








Water is needed to substitute vapor
extracted
 Subsidence process linked to activity
No good sealing of well can cause release
in the groundwater of contaminant
Release of H2S and Hg emissions (need
of AMIS)
Land is occupied by infrastructure

28/08/2012

7
Amiata’s geothermal field
2 geothermal reservoirs:
- one more superficial, located in the cataclastic horizon
corresponding to the Late Triassic evaporites and
the overlying Jurassic carbonatic formations; P=20 bar
T= 130-190 °C
-Deeper one, in fractured metamorphic rocks at
depths ranging from 2000 to 4500 m;
P= 200-250
bars T=300-360°

28/08/2012

city

Power plant

Geothermal well

8
What is the problem?
Increasing plan of geothermal exploitation concerns local population
• Water table decreasing and potential lack for antropic use?
• Pollution Risk because of power plant emissions (CO2, H2S, Hg, CH4. In addition N,
H, ammonia, boric acid, rare gases and traces of volatile elements )?

28/08/2012

9
Remote sensing


RS can provide lots of information from land cover pattern to
environmental condition, and helped us to assess if there
were process on going in the Mt. Amiata area
Remote sensing allowed us to study
•Land cover changes from 1954 to 2007
•Subsidence process
•Assessment of vegetation indexes (NDVI)
•Spectral response of targets sensitive to pollution

28/08/2012

10
Multitemporal land cover analysis
Panchromatic orthophotos related to the years 1954 and 2007 have been
utilized for the production of the land use database according to the
CORINE Land Cover Nomenclature, 2 level.

Year 1954

Year 2007

Increase of natural vegetated area, due to agriculture reduction
28/08/2012

11
Multitemporal land cover analysis
Mt. Amiata

Abbadia San Salvatore
Piancastagnaio

North

Geothermal Power Plant

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12
Multitemporal land cover analysis
1954

Land cover changes from 1954 to 2007
28/08/2012

13
Multitemporal land cover analysis
2007

Land cover changes from 1954 to 2007
28/08/2012

14
Multitemporal land cover analysis

In this area there are interesting land cover changes, in particular the
developing of forest and shrub demonstrate the reducing of agriculture
activity.
28/08/2012

15
Land cover changes

Land cover changes from 1954 to 2007
28/08/2012

16
Spectral study

Visible

Infrared
FCC 321
TCC 754
28/08/2012

17
What we measure




“Spectrum signature”
Spectral signature is a
graph that shows the
surface
reflectance
capacity at different light
irradiation wavelength
It’s typical for every kind
of material
VIS

28/08/2012

NIR

MIR

18
Vegetation spectrum feature

Chlorophyll
absorption
peaks

28/08/2012

19
Vegetation spectrum feature
Landsat and vegetation

Landsat
bands

Normalized Difference Vegetation Index (NDVI) is a spectral index that
assesses if the target observed contains live green vegetation or not.
28/08/2012

20
Spectral Index by Landsat
Multitemporal satellite Landsat imageries have been utilized for the calculation
of the NDVI Index (Roose at al., 1974) with the aim of highlight vegetation
status and health and to verify possible anomalies nearby geothermal stations
FCC 453 – to assess different type of vegetation and agriculture
Red= Band 4 Near Infrared (0.76 to 0.90 microns)
Green = Band 5 Mid Infrared (1.55 to 1.75 microns)
Blu = Band 3 Visible Red (0.63 to 0.69 microns)

Landsat TM of 03-08-1984

28/08/2012

Landsat ETM+ of 12-07-2002

21
Vegetation spectrum feature
Chestnut tree

Reflectance (%)

Healty
Stressed

Wavelength (nm)

NDVIst < NDVIh

Place where NDVI is higher will be brighter
28/08/2012

22
NDVI 1984

28/08/2012

23
NDVI 1984
NDVI 2002

28/08/2012

24
Combining
2 NDVI

NDVI Change
Value
Increase
Decrease
In both high
In both down

Potential
interpretation

28/08/2012

25


In buffer of 500 m from Power plant NDVI is lower then in other area

28/08/2012

26
Analytical Tecnique
Spectral Response of vegetation matrix
analysis
Support geochem ical and
ecotox icological analysis proof
in geotherm ic activity area

28/08/2012

27
Spectrum analysis in situ
100 soil samples
150 vegetation samples
142 lichen samples

Instrument used is FieldSpec
Pro FR a truly portable field
spectroradiometer ranging from
350 nm to 2500 nm wavelength

Lichen

Geothermal power plant

Soil and plant

28/08/2012

28
Vegetation spectrum feature
• Rubus ulmifolius Schott (common noum
Bramble);
• Robinia pseudoacacia (common noum
Acacia);
•Castanea sativa (common noum Chestnut);
•Ficus carica (common noum Fig);
•Lotus corniculatus (common noum Broom);
•Juglans regia (common noum Walnut);
•Quercus cerris (common noum Oak);
•Olea europaea (common noum Olive);
•Quercus ilex (common noum Holm oak).

Red-edge is sensitive to

phenological state variation
of vegeteble (Gates, 1965)

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29
Vegetation spectrum feature
• Rubus ulmifolius Schott (common noum
Bramble);
• Robinia pseudoacacia (common noum
Acacia);
•Castanea sativa (common noum Chestnut);
•Ficus carica (common noum Fig);
•Lotus corniculatus (common noum Broom);
•Juglans regia (common noum Walnut);
•Quercus cerris (common noum Oak);
•Olea europaea (common noum Olive);
•Quercus ilex (common noum Holm oak).

Red-edge is sensitive to

phenological state variation
of vegeteble (Gates, 1965)

28/08/2012

30
Spectrum analysis in situ
Far from power plant
Near power plant

Reflectance (%)
Reflectance (%)
Reflectance (%)
Reflectance (%)

Fig
Walnut tree
Chestnut tree
Broom

Wavelength (nm)
Wavelength (nm)
Wavelength (nm)
Wavelength (nm)

• Sampling sites near the geothermal station
• Sampling sites far from the geot. station

28/08/2012

31
Far from power plant
Near power plant
Walnut tree
Reflectance (%)

Reflectance (%)

Fig

Wavelength (nm)

Wavelength (nm)

Chestnut tree

28/08/2012

Reflectance (%)

Reflectance (%)

Broom

Wavelength (nm)

Wavelength (nm)

32
Technique adopted :
‐ Derivatives ratio
723/700 (Smith et al.,
2004)

Derivative

Derivative reflectance curve analysis

Uncont. Bramble
Cont. Bramble

Derivative

Wavelength (nm)

Uncont. Acacia
Cont. Acacia

Wavelength (nm)

28/08/2012

33
Technique adopted :
‐ Derivatives ratio
723/700 (Smith et al.,
2004)

Smith

Far from
Geothermal
plants

Cont. Bramble

2,88

Near to
Geothermal
plants

Uncont. Bramble

2,83

Wavelength (nm)

Derivative

Vaget. index

Derivative

Derivative reflectance curve analysis

Uncont. Acacia
Cont. Acacia

Wavelength (nm)

28/08/2012

34
Spectrum Signature analysis in situ
Lichens as biomarker

Lichens Analysis Dataset

divided in homogeneous
group to define better
common characteristic
and spatial variability

28/08/2012

35
Ecophysiological parameter:
• integrity cell membrane
(conducibility)
• cholorophyll degradation
• carotenoid amount

Geothermic power plant emission
impact on environmental system

28/08/2012

36
conducibility

H2S effect on the Lichens

28/08/2012

37
H2S effect on the Lichens
y= -0,001x+0,345
R2=0,036

R2=0,579

Smith Ratio
723/700 nm

conducibility

y= -0,001x+0,334

30

28/08/2012

38
Spectrum Signature analysis in situ
Static Buffer for chemical and spectral analysis comparison
- Linear Correlation Coefficient
(Davis JC, 2002)

Correlation
Cond

28/08/2012

0,88

H2S

Chemical Analyses

-0,81

Chla

Spectral Analyses

Smith spectral index

-0,89

R 2.8.0
free statistical
analysis software
39
Geostatistical approach
Conducibility

Enel power
plant
M. Amita
complex

Elliptical Buffer Analysis
We choosed conducibility as analysis
reference parameter, because it

defines the leaf cells fitness

By geostatistic analysis it was possible
identify an elliptical buffer with
major axis of 4000m and orientation
N20
Autocorrelation range

28/08/2012

40
Elliptical Buffer Analysis
Standard lichen
unpolluted identified for
Piancastagnaio dataset
(FC5)

Lichen mean in
elliptical buffer
Wavelength (nm)

First Derivative Spectra Red-Edge zone

Wavelength (nm)

28/08/2012

41
City
Power Plant
Smith Ratio
723/700 nm

Well
Monophase W.
Biphase Well

Enel power
plant
M. Amita
complex

Elliptical buffer with better spectral analysis method
Defined by correlation coefficient

Chla-H2S

Chla-d723/700
28/08/2012

-0,79
0,65

Enel power
plant
M. Amita
complex

42
28/08/2012

43
As

B

Enel power
plant

Enel power
plant

M. Amita
complex

M. Amita
complex

Sb

S

Enel power
plant
M. Amita
complex

28/08/2012

Enel power
plant
M. Amita
complex

44
Radar data processing:
- D-INSAR
- Permanent Scatterers

To assess the subsidence process

28/08/2012

45
Differential Interferometry DInSAR

Analysis of potential subsidence phenomena: the presence of subsidence in
the area, caused either by the ex ploitation and the reinlet of fluids in the
geothermal reservoir or natural volcanic causes (i.e. volcanic spreading ), has
been studied by means of differential SAR interferometry using ERS (1 and 2)
and Envisat imageries.

n.7 Ers1-2 from 10/ 05/ 1992 to 07/ 03/ 2000
Descendent path122 e fram e 2745

n.7 Envisat from 17/ 06/ 2004 to 03/ 05/ 2007
Ascendent path 2444 and fram e 855
28/08/2012

46
Radar Image

A particular kind of image…
28/08/2012

47
Differential Interferometry DInSAR
Single Look Complex:
 Amplitude A:






E-M Field Intensity
Backscatters

Phase φ


Wave Time of flight



satellite-target-satellite

Phase measure
has an
ambiguity
Coherent sum

R( 4 )
R(3)
R( 2)
σ

(4

)

Pixel

R(1)

σ (4 )

σ( 2 )

σ (2)
σ

28/08/2012

σ (3)
(1)

σ( 1 )

P ix e l

σ ( 3)

48
Time To

Time To + T1

Interferometry

atmospheric
Disturb

LOS
Line of
Sight

Reflection
variation

1st acquisition

28/08/2012

35 (or more) days

Stable
point

2nd acquisition

49
Differential Radar Interferometry D-INSAR
There are 2-pass or 3-pass technique
We obtain an interferogram
2,8 cm

15027-19035 (13/01/2005 – 20/10/2005)

28/08/2012

50
Differential Radar Interferometry D-INSAR

Coherence is a measure of correlation between the two images used to
create interferogram.
Because of high vegetation cover and topography the interferogram has
coherence problems and so only few areas can be analysed.
In particular City and industrial plant

Castel del Piano

Abbadia San Salvatore

Piancastagnaio

28/08/2012

51
City
Geothermal Power Plant
Benchmark
Coherent Area
Levelling network

28/08/2012

52
Differential Radar Interferometry D-INSAR

Altimetric variation (mm)

Interferogram
Phase difference

28/08/2012

Time interval
18/04/1995 - 07/03/2000
Benchmark 20016
¾(l/2)= 21mm
53
Permanent Scatterers

mm/y

T.r.e. srl, 2003
28/08/2012

54
Levelling Network 1992-2006
Results shows ground altimetric variation of 1-2 mm/y and max values
of 4-5 mm only for Piancastagnaio area.
Legend
Benchmark
Power plant
Geothermal Well
City
Bagnore’s benchmark
Piancastagnaio’s bench.

Lineament
Lineament
Fault

Altimetric Variation (mm)

28/08/2012

55
Conclusions


Land cover changes: reduction of agriculture areas (as
generally occurred in Tuscany in the same epoch)



No generalized effects on vegetation from geothermal
exploitation recognizable by means of satellite images
 Power plant activity may have an impact on local target near
Piancastagnaio (no contaminants emission reduction
systems? – no adequate well sealing?).
 Plant stress may be also due to other sources (waste
mines areas, neighbor roads, other human activity, etc.)

28/08/2012

56


No risk for humans
even for max value
of H2S
concentration


Smell effect

World Health Organization, 2003
28/08/2012

57






Topographic benchmarks experienced vertical displacement of
ca. 1-2 mm/y
 From P.S. analysis local subsidence may be regarded to as
landsliding effect (rates up to 4-5 mm/y)
Analysis of topographic leveling data suggest that some
leveling network is not adequate to highlight absolute vertical
movements in the study area
Closed wells should be monitored by leveling or GPS or P.S. to
control risk of steam eruption.

28/08/2012

58
Thank you for the attention.
Any questions?

For more information:
manzo7@unisi.it
28/08/2012

59
Linear coregionalization model
723/700 nm

Lag = 400 m
Autocorrelation Range = 1600 m
Mean Std Error= 0,08
Variance std error = 0,5
Max der

H2S

Cond

28/08/2012

60
Geological Settings

10 km
28/08/2012

Tectonostratigraphic relationship
(Batini et.al, 2003)
61
Geological Settings
Tuscan metamorphic complex (sequence low metamorphic grademade of 2
groups: (a) Verrucano Triassic Group (b) Palaeozoico Group.

28/08/2012

Brogi, 2007 62

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Remote sensing reveals environmental impact

  • 1. SUSTAINABLE MANAGEMENT AND PROMOTION OF TERRITORY -SMPT 24th august - 2nd September 2012 Agricultural Citadel -Agricultural College “ A. Ciuffelli “ Todi-IT Remote Sensing contribution for environmental impact assessment of geothermal activity in mt. Amiata area 28th August 2012 Manzo Ciro PhD candidate in Applied Sciences and Technologies for Environment manzo7@unisi.it 28/08/2012 1
  • 2. Outline presentation Mt. Amiata  Introduction    Analytical techniques    Study Area What is the problem? What we measure What we obtain Conclusion & questions 28/08/2012 2
  • 4. Geological setting The Amiata area was uplifted during the Pliocene as a consequence of pluton emplacement in an extensional setting. Neogenic magmatism (Dini et al. 2005) was intruded in superior crust at 6-7 km below sea-level. It has been estimated that this intrusive body has a diameter about 40 km. In the Middle Pleistocene, there was the volcanic activity of Mt. Amiata ended 200.000 years ago.(Batini et al. 1986; Gianelli et al. 1988; Marinelli et al. 1983; Acocella 2000). Now there are only geothermal phenomena in the area 28/08/2012 4
  • 5. Geothermy The temperature under the ground increase going closer to the core The gradient isn’t the same all around the world depending on the location (in volcanic regions and along tectonic plate is usually high) and change in function of the deep in example solid the Crust T.G. is much higher than in mantle, (25 - 30 °K/km) 28/08/2012 5
  • 6. How a geothermal field works   geological setting a relatively high heat flow Main Risks     Water is needed to substitute vapor extracted  Subsidence process linked to activity No good sealing of well can cause release in the groundwater of contaminant Release of H2S and Hg emissions (need of AMIS) Land is occupied by infrastructure 28/08/2012 6
  • 7. How a geothermal field works   geological setting a relatively high heat flow Main Risks     Water is needed to substitute vapor extracted  Subsidence process linked to activity No good sealing of well can cause release in the groundwater of contaminant Release of H2S and Hg emissions (need of AMIS) Land is occupied by infrastructure 28/08/2012 7
  • 8. Amiata’s geothermal field 2 geothermal reservoirs: - one more superficial, located in the cataclastic horizon corresponding to the Late Triassic evaporites and the overlying Jurassic carbonatic formations; P=20 bar T= 130-190 °C -Deeper one, in fractured metamorphic rocks at depths ranging from 2000 to 4500 m; P= 200-250 bars T=300-360° 28/08/2012 city Power plant Geothermal well 8
  • 9. What is the problem? Increasing plan of geothermal exploitation concerns local population • Water table decreasing and potential lack for antropic use? • Pollution Risk because of power plant emissions (CO2, H2S, Hg, CH4. In addition N, H, ammonia, boric acid, rare gases and traces of volatile elements )? 28/08/2012 9
  • 10. Remote sensing  RS can provide lots of information from land cover pattern to environmental condition, and helped us to assess if there were process on going in the Mt. Amiata area Remote sensing allowed us to study •Land cover changes from 1954 to 2007 •Subsidence process •Assessment of vegetation indexes (NDVI) •Spectral response of targets sensitive to pollution 28/08/2012 10
  • 11. Multitemporal land cover analysis Panchromatic orthophotos related to the years 1954 and 2007 have been utilized for the production of the land use database according to the CORINE Land Cover Nomenclature, 2 level. Year 1954 Year 2007 Increase of natural vegetated area, due to agriculture reduction 28/08/2012 11
  • 12. Multitemporal land cover analysis Mt. Amiata Abbadia San Salvatore Piancastagnaio North Geothermal Power Plant 28/08/2012 12
  • 13. Multitemporal land cover analysis 1954 Land cover changes from 1954 to 2007 28/08/2012 13
  • 14. Multitemporal land cover analysis 2007 Land cover changes from 1954 to 2007 28/08/2012 14
  • 15. Multitemporal land cover analysis In this area there are interesting land cover changes, in particular the developing of forest and shrub demonstrate the reducing of agriculture activity. 28/08/2012 15
  • 16. Land cover changes Land cover changes from 1954 to 2007 28/08/2012 16
  • 18. What we measure   “Spectrum signature” Spectral signature is a graph that shows the surface reflectance capacity at different light irradiation wavelength It’s typical for every kind of material VIS 28/08/2012 NIR MIR 18
  • 20. Vegetation spectrum feature Landsat and vegetation Landsat bands Normalized Difference Vegetation Index (NDVI) is a spectral index that assesses if the target observed contains live green vegetation or not. 28/08/2012 20
  • 21. Spectral Index by Landsat Multitemporal satellite Landsat imageries have been utilized for the calculation of the NDVI Index (Roose at al., 1974) with the aim of highlight vegetation status and health and to verify possible anomalies nearby geothermal stations FCC 453 – to assess different type of vegetation and agriculture Red= Band 4 Near Infrared (0.76 to 0.90 microns) Green = Band 5 Mid Infrared (1.55 to 1.75 microns) Blu = Band 3 Visible Red (0.63 to 0.69 microns) Landsat TM of 03-08-1984 28/08/2012 Landsat ETM+ of 12-07-2002 21
  • 22. Vegetation spectrum feature Chestnut tree Reflectance (%) Healty Stressed Wavelength (nm) NDVIst < NDVIh Place where NDVI is higher will be brighter 28/08/2012 22
  • 25. Combining 2 NDVI NDVI Change Value Increase Decrease In both high In both down Potential interpretation 28/08/2012 25
  • 26.  In buffer of 500 m from Power plant NDVI is lower then in other area 28/08/2012 26
  • 27. Analytical Tecnique Spectral Response of vegetation matrix analysis Support geochem ical and ecotox icological analysis proof in geotherm ic activity area 28/08/2012 27
  • 28. Spectrum analysis in situ 100 soil samples 150 vegetation samples 142 lichen samples Instrument used is FieldSpec Pro FR a truly portable field spectroradiometer ranging from 350 nm to 2500 nm wavelength Lichen Geothermal power plant Soil and plant 28/08/2012 28
  • 29. Vegetation spectrum feature • Rubus ulmifolius Schott (common noum Bramble); • Robinia pseudoacacia (common noum Acacia); •Castanea sativa (common noum Chestnut); •Ficus carica (common noum Fig); •Lotus corniculatus (common noum Broom); •Juglans regia (common noum Walnut); •Quercus cerris (common noum Oak); •Olea europaea (common noum Olive); •Quercus ilex (common noum Holm oak). Red-edge is sensitive to phenological state variation of vegeteble (Gates, 1965) 28/08/2012 29
  • 30. Vegetation spectrum feature • Rubus ulmifolius Schott (common noum Bramble); • Robinia pseudoacacia (common noum Acacia); •Castanea sativa (common noum Chestnut); •Ficus carica (common noum Fig); •Lotus corniculatus (common noum Broom); •Juglans regia (common noum Walnut); •Quercus cerris (common noum Oak); •Olea europaea (common noum Olive); •Quercus ilex (common noum Holm oak). Red-edge is sensitive to phenological state variation of vegeteble (Gates, 1965) 28/08/2012 30
  • 31. Spectrum analysis in situ Far from power plant Near power plant Reflectance (%) Reflectance (%) Reflectance (%) Reflectance (%) Fig Walnut tree Chestnut tree Broom Wavelength (nm) Wavelength (nm) Wavelength (nm) Wavelength (nm) • Sampling sites near the geothermal station • Sampling sites far from the geot. station 28/08/2012 31
  • 32. Far from power plant Near power plant Walnut tree Reflectance (%) Reflectance (%) Fig Wavelength (nm) Wavelength (nm) Chestnut tree 28/08/2012 Reflectance (%) Reflectance (%) Broom Wavelength (nm) Wavelength (nm) 32
  • 33. Technique adopted : ‐ Derivatives ratio 723/700 (Smith et al., 2004) Derivative Derivative reflectance curve analysis Uncont. Bramble Cont. Bramble Derivative Wavelength (nm) Uncont. Acacia Cont. Acacia Wavelength (nm) 28/08/2012 33
  • 34. Technique adopted : ‐ Derivatives ratio 723/700 (Smith et al., 2004) Smith Far from Geothermal plants Cont. Bramble 2,88 Near to Geothermal plants Uncont. Bramble 2,83 Wavelength (nm) Derivative Vaget. index Derivative Derivative reflectance curve analysis Uncont. Acacia Cont. Acacia Wavelength (nm) 28/08/2012 34
  • 35. Spectrum Signature analysis in situ Lichens as biomarker Lichens Analysis Dataset divided in homogeneous group to define better common characteristic and spatial variability 28/08/2012 35
  • 36. Ecophysiological parameter: • integrity cell membrane (conducibility) • cholorophyll degradation • carotenoid amount Geothermic power plant emission impact on environmental system 28/08/2012 36
  • 37. conducibility H2S effect on the Lichens 28/08/2012 37
  • 38. H2S effect on the Lichens y= -0,001x+0,345 R2=0,036 R2=0,579 Smith Ratio 723/700 nm conducibility y= -0,001x+0,334 30 28/08/2012 38
  • 39. Spectrum Signature analysis in situ Static Buffer for chemical and spectral analysis comparison - Linear Correlation Coefficient (Davis JC, 2002) Correlation Cond 28/08/2012 0,88 H2S Chemical Analyses -0,81 Chla Spectral Analyses Smith spectral index -0,89 R 2.8.0 free statistical analysis software 39
  • 40. Geostatistical approach Conducibility Enel power plant M. Amita complex Elliptical Buffer Analysis We choosed conducibility as analysis reference parameter, because it defines the leaf cells fitness By geostatistic analysis it was possible identify an elliptical buffer with major axis of 4000m and orientation N20 Autocorrelation range 28/08/2012 40
  • 41. Elliptical Buffer Analysis Standard lichen unpolluted identified for Piancastagnaio dataset (FC5) Lichen mean in elliptical buffer Wavelength (nm) First Derivative Spectra Red-Edge zone Wavelength (nm) 28/08/2012 41
  • 42. City Power Plant Smith Ratio 723/700 nm Well Monophase W. Biphase Well Enel power plant M. Amita complex Elliptical buffer with better spectral analysis method Defined by correlation coefficient Chla-H2S Chla-d723/700 28/08/2012 -0,79 0,65 Enel power plant M. Amita complex 42
  • 44. As B Enel power plant Enel power plant M. Amita complex M. Amita complex Sb S Enel power plant M. Amita complex 28/08/2012 Enel power plant M. Amita complex 44
  • 45. Radar data processing: - D-INSAR - Permanent Scatterers To assess the subsidence process 28/08/2012 45
  • 46. Differential Interferometry DInSAR Analysis of potential subsidence phenomena: the presence of subsidence in the area, caused either by the ex ploitation and the reinlet of fluids in the geothermal reservoir or natural volcanic causes (i.e. volcanic spreading ), has been studied by means of differential SAR interferometry using ERS (1 and 2) and Envisat imageries. n.7 Ers1-2 from 10/ 05/ 1992 to 07/ 03/ 2000 Descendent path122 e fram e 2745 n.7 Envisat from 17/ 06/ 2004 to 03/ 05/ 2007 Ascendent path 2444 and fram e 855 28/08/2012 46
  • 47. Radar Image A particular kind of image… 28/08/2012 47
  • 48. Differential Interferometry DInSAR Single Look Complex:  Amplitude A:    E-M Field Intensity Backscatters Phase φ  Wave Time of flight  satellite-target-satellite Phase measure has an ambiguity Coherent sum R( 4 ) R(3) R( 2) σ (4 ) Pixel R(1) σ (4 ) σ( 2 ) σ (2) σ 28/08/2012 σ (3) (1) σ( 1 ) P ix e l σ ( 3) 48
  • 49. Time To Time To + T1 Interferometry atmospheric Disturb LOS Line of Sight Reflection variation 1st acquisition 28/08/2012 35 (or more) days Stable point 2nd acquisition 49
  • 50. Differential Radar Interferometry D-INSAR There are 2-pass or 3-pass technique We obtain an interferogram 2,8 cm 15027-19035 (13/01/2005 – 20/10/2005) 28/08/2012 50
  • 51. Differential Radar Interferometry D-INSAR Coherence is a measure of correlation between the two images used to create interferogram. Because of high vegetation cover and topography the interferogram has coherence problems and so only few areas can be analysed. In particular City and industrial plant Castel del Piano Abbadia San Salvatore Piancastagnaio 28/08/2012 51
  • 52. City Geothermal Power Plant Benchmark Coherent Area Levelling network 28/08/2012 52
  • 53. Differential Radar Interferometry D-INSAR Altimetric variation (mm) Interferogram Phase difference 28/08/2012 Time interval 18/04/1995 - 07/03/2000 Benchmark 20016 ¾(l/2)= 21mm 53
  • 55. Levelling Network 1992-2006 Results shows ground altimetric variation of 1-2 mm/y and max values of 4-5 mm only for Piancastagnaio area. Legend Benchmark Power plant Geothermal Well City Bagnore’s benchmark Piancastagnaio’s bench. Lineament Lineament Fault Altimetric Variation (mm) 28/08/2012 55
  • 56. Conclusions  Land cover changes: reduction of agriculture areas (as generally occurred in Tuscany in the same epoch)  No generalized effects on vegetation from geothermal exploitation recognizable by means of satellite images  Power plant activity may have an impact on local target near Piancastagnaio (no contaminants emission reduction systems? – no adequate well sealing?).  Plant stress may be also due to other sources (waste mines areas, neighbor roads, other human activity, etc.) 28/08/2012 56
  • 57.  No risk for humans even for max value of H2S concentration  Smell effect World Health Organization, 2003 28/08/2012 57
  • 58.    Topographic benchmarks experienced vertical displacement of ca. 1-2 mm/y  From P.S. analysis local subsidence may be regarded to as landsliding effect (rates up to 4-5 mm/y) Analysis of topographic leveling data suggest that some leveling network is not adequate to highlight absolute vertical movements in the study area Closed wells should be monitored by leveling or GPS or P.S. to control risk of steam eruption. 28/08/2012 58
  • 59. Thank you for the attention. Any questions? For more information: manzo7@unisi.it 28/08/2012 59
  • 60. Linear coregionalization model 723/700 nm Lag = 400 m Autocorrelation Range = 1600 m Mean Std Error= 0,08 Variance std error = 0,5 Max der H2S Cond 28/08/2012 60
  • 61. Geological Settings 10 km 28/08/2012 Tectonostratigraphic relationship (Batini et.al, 2003) 61
  • 62. Geological Settings Tuscan metamorphic complex (sequence low metamorphic grademade of 2 groups: (a) Verrucano Triassic Group (b) Palaeozoico Group. 28/08/2012 Brogi, 2007 62