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ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING. ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING. A CASE STUDY A CASE STUDY FOR FOR TSIKNIAS TSIKNIAS DAM AT LESVOS ISLAND IN GREECE DAM AT LESVOS ISLAND IN GREECE National Technical University of Athens 9 Heroon Polytechniou Str. 15780, Zografou, Athens, Greece 3 Evias Str. 15125, Maroussi, Athens, Greece S. MICHAS*, K. NIKOLAOU*, A. KOUKOUVINOS**, N. MAMASSIS** * Hydroexigiantiki Consulting Engineers ** National Technical University of Athens IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015
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ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

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Page 1: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING.ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING.

A CASE STUDY A CASE STUDY FOR FOR TSIKNIASTSIKNIAS DAM AT LESVOS ISLAND IN GREECEDAM AT LESVOS ISLAND IN GREECE

National Technical University of Athens9 Heroon Polytechniou Str. 15780,

Zografou, Athens, Greece

3 Evias Str. 15125,

Maroussi, Athens, Greece

S. MICHAS*, K. NIKOLAOU*, A. KOUKOUVINOS**, N. MAMASSIS**

* Hydroexigiantiki Consulting Engineers

** National Technical University of Athens

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 2: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

PROJECTPROJECT

PROJECT

Tsiknias river sediment yield management plan is part of the project:

“Construction of water supply works at Lesvos island,

Preliminary and Final design of hydraulic and other works ”

Ministry of Infrastructure, Transport and Networks (Employer)

Main studies of this project:

- Tsiknias dam final study

INT

RO

DU

CT

ION

INT

RO

DU

CT

ION

- Tsiknias dam final study

- Water supply networks design

- Surveying, Geological, Geotechnical, Structural and

Environmental studies

- Fish fauna study

- Dam break analysis

- Tsiknias river sediment yield management plan

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 3: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

LOCATION OF THE PROJECTLOCATION OF THE PROJECT

LOCATION- Lesvos, Northeastern Greece

- Tsiknias river

-Total river basin A=92km2

-Total river length L=22.5km

- Dam is ~6km upstream Kalloni gulf

INT

RO

DU

CT

ION

INT

RO

DU

CT

ION

BASIN AREA

(km2)

Mean

Elevation (m)

Max.

Elevation(m)

Mean

Slope (%)

River

Length (km)

R.TSIKNIAS AT

DAM LOCATION

85.9 285.5 916.8 16.8 17.2

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 4: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

TSIKNIAS DAMTSIKNIAS DAM

TSIKNIAS DAM

TSIKNIAS DAM TECHNICAL CHARACTERISTICS

Dam type Gravel with clay coreDam height from the natural bed of the stream 38 mCrest Elevation +62 mMaximum normal operating level +56 mTotal volume of the embankment 1.114x106 m3

Functional reservoir volume 12,5x106 m3

Reservoir area 120 haThe area of the upstream basin of Tsiknias dam 84km2

INT

RO

DU

CT

ION

INT

RO

DU

CT

ION

The area of the upstream basin of Tsiknias dam 84km2

Maximum water discharge at spillway entrance 1.310 m3/s

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 5: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

MUSLEMUSLE

Suspended and bedded sediment yield was calculated by a well known

empirical model based on estimated and measured input data.

According to the MUSLE, the annual soil loss is given:

ΑΑ == RR ∙∙ KK ∙∙ LSLS ∙∙ CC ∙∙ PP

MODIFIED UNIVERSAL SOIL LOSS EQUATION (MUSLE)M

US

LEM

US

LE

A: Annual soil loss (t/ha/year)

R: Rainfall erosivity factor (MJ mm/ha h year)

K: Soil erodibility factor (t ha h/ha MJ mm)

LS: Topographic factor (-)

C: Cover management factor (values from 0 to 1)

P: Erosion control practice factor (values from 0 to 1)IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 6: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

0

20

40

60

80

100

120

Νοε-8

8

Μαϊ-8

9

Νοε-8

9

Μαϊ-9

0

Νοε-9

0

Μαϊ-9

1

Νοε-9

1

Μαϊ-9

2

Νοε-9

2

Μαϊ-9

3

Νοε-9

3

Μαϊ-9

4

Νοε-9

4

Μαϊ-9

5

Νοε-9

5

Μαϊ-9

6

Νοε-9

6

Μαϊ-9

7

Νοε-9

7

Μαϊ-9

8

Νοε-9

8

Μαϊ-9

9

Νοε-9

9

Μαϊ-0

0

Νοε-0

0

Μαϊ-0

1

Νοε-0

1

Μαϊ-0

2

Νοε-0

2

Μαϊ-0

3

Νοε-0

3

Μαϊ-0

4

Νοε-0

4

Μαϊ-0

5

Νοε-0

5

Μαϊ-0

6

Νοε-0

6

Μαϊ-0

7

Νοε-0

7

Μαϊ-0

8

80

100

RAINFALL EROSIVITY FACTOR RRAINFALL EROSIVITY FACTOR R

RAINFALL EROSIVITY FACTOR R

The R-factor describes the effect of rainfall events on soil erosion.

• R was calculated based on a 5-minute rainfall time

• Data were available for a span of 20 hydrological years (1988-2008)

• Rainfall heights were processed for 207 significant events (>12mm)

(i)

0

20

40

60

80

Νοε-8

8

Μαϊ-8

9

Νοε-8

9

Μαϊ-9

0

Νοε-9

0

Μαϊ-9

1

Νοε-9

1

Μαϊ-9

2

Νοε-9

2

Μαϊ-9

3

Νοε-9

3

Μαϊ-9

4

Νοε-9

4

Μαϊ-9

5

Νοε-9

5

Μαϊ-9

6

Νοε-9

6

Μαϊ-9

7

Νοε-9

7

Μαϊ-9

8

Νοε-9

8

Μαϊ-9

9

Νοε-9

9

Μαϊ-0

0

Νοε-0

0

Μαϊ-0

1

Νοε-0

1

Μαϊ-0

2

Νοε-0

2

Μαϊ-0

3

Νοε-0

3

Μαϊ-0

4

Νοε-0

4

Μαϊ-0

5

Νοε-0

5

Μαϊ-0

6

Νοε-0

6

Μαϊ-0

7

Νοε-0

7

Μαϊ-0

8

0

500

1000

1500

Νοε-8

8

Μαϊ-8

9

Νοε-8

9

Μαϊ-9

0

Νοε-9

0

Μαϊ-9

1

Νοε-9

1

Μαϊ-9

2

Νοε-9

2

Μαϊ-9

3

Νοε-9

3

Μαϊ-9

4

Νοε-9

4

Μαϊ-9

5

Νοε-9

5

Μαϊ-9

6

Νοε-9

6

Μαϊ-9

7

Νοε-9

7

Μαϊ-9

8

Νοε-9

8

Μαϊ-9

9

Νοε-9

9

Μαϊ-0

0

Νοε-0

0

Μαϊ-0

1

Νοε-0

1

Μαϊ-0

2

Νοε-0

2

Μαϊ-0

3

Νοε-0

3

Μαϊ-0

4

Νοε-0

4

Μαϊ-0

5

Νοε-0

5

Μαϊ-0

6

Νοε-0

6

Μαϊ-0

7

Νοε-0

7

Μαϊ-0

8

MU

SLE

MU

SLE

Significant rainfall events: i) 5-minute rainfall intensiy (mm),

ii) max rainfall intensity of 30min duration (mm/h),

iii) rainfall erosivity factor Re (MJ mm/ha h)

(ii)

(iii)

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 7: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

1. For each one of these significant rainfall events (>12mm), the

following parameters were calculated:

• Precipitation height ht (mm)

• Rainfall intensity it (mm)

• Specific kinetic rainfall energy et (MJ/ha mm):

et = 0.29 ∙ [1 - 0.72∙exp(-0.05∙it)]

• Total kinetic rainfall energy Et (MJ/ha): Et=ht∙et

RAINFALL EROSIVITY FACTOR RRAINFALL EROSIVITY FACTOR R

RAINFALL EROSIVITY FACTOR R - CALCULATION PROCEDURE

• Total kinetic rainfall energy Et (MJ/ha): Et=ht∙et

• Summary of total kinetic rainfall energy E (MJ/ha): Ε=ΣΕt

• Maximum 30-minute rainfall intensity i30 (mm/h)

• Rainfall erosivity factor Re (MJ mm/ha h) : Re = Ε ∙ i30

2. Monthly and annual R by summing up Re: R=ΣRe

MeanMean annualannual valuevalue

MU

SLE

MU

SLE

R=1428 MJ mm/ha∙h

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 8: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

0

5

10

15

20

25

0 20 40 60 80 100 120

Et

RAINFALL EROSIVITY FACTOR RRAINFALL EROSIVITY FACTOR R

RAINFALL EROSIVITY FACTOR R - CORRELATIONS

0

20

40

60

80

100

0 20 40 60 80 100 120

Rainfall (mm) Rainfall (mm)

i30

Correlation between rainfall height (mm) and

total kinetic rainfall energy Et (MJ/ha)

Correlation between rainfall height (mm) and

maximum 30-minute rainfall intensity i30 (mm/hr)

MU

SLE

MU

SLE 0

500

1000

1500

0 20 40 60 80 100 120

Rainfall (mm)

Re Re

0

400

800

1200

1600

0 50 100 150 200 250 300 350 400

total kinetic rainfall energy Et (MJ/ha) maximum 30-minute rainfall intensity i30 (mm/hr)

Monthly Rainfall (mm)

Correlation between rainfall height (mm) and

rainfall erosivity factor Re (MJ mm/ha h)

Correlation between monthly rainfall height (mm)

and rainfall erosivity factor Re (MJ mm/ha h)

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 9: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

Soil erodibility factor K represents the influence of geology at soil

erosion. K values were assigned for every geological formation according

to literature and IGME maps

SOIL ERODIBILITY FACTOR KSOIL ERODIBILITY FACTOR K

SOIL ERODIBILITY FACTOR K

Geological formations IGME CODE

K

Perlite Ng.pl 0.020Dyke Ng.d 0.020Silicified lava, quartz lode Ng.q 0.030Ignimbrite Ng.ig 0.010Alluvial deposits Q.al 0.030Pyroclastic layer Ng.pc 0.020Vitrophyric lava Ng.vl 0.016Uppermost layer of the Lower lava unit Ng.li1 0.020Uppermost layer of the Upper lava unit Ng.ul 0.022

MU

SLE

MU

SLE

Geological

formations

Soil

erodibility

map

Uppermost layer of the Upper lava unit Ng.ul 0.022

K=0.021 t ha h/ha MJ mm

The weighted areal mean value The weighted areal mean value

of K at Tsiknias watershedof K at Tsiknias watershed

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 10: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

SOIL ERODIBILITY FACTOR KSOIL ERODIBILITY FACTOR K

EUROPEAN BUREAU MAP

MU

SLE

MU

SLE

EUROPEAN BUREAU MAP

OF SOIL ERODIBILITY

(Joint research center,

European Soil Portal –

Soil Data and Information

Systems)

Page 11: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

LS is the topographic factor which represents the effect of slope

length and slope gradient on soil erosion.

L: represents the effect of slope length and

S: represents the influence of slope gradient on soil erosion.

TOPOGRAPHIC FACTOR LSTOPOGRAPHIC FACTOR LS

TOPOGRAPHIC FACTOR LSM

US

LEM

US

LE

Slope

categories LS factor

values

The calculation of LS can be optimally carried out using spatial analysis

tools and GIS.

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 12: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

At the present study, Mitasova and Mitas methodology was used

to compute the LS factor by the following equation:

LS = (m+1) ∙ (As/22.13) m ∙ (sinβ/0.09) n

m=0.40, n=1.1

As: Τhe specific catchment area which represents the runoff

upstream contributing area per unit width. It was calculated by

applying the following raster function (using ArcGIS) :

TOPOGRAPHIC FACTOR LSTOPOGRAPHIC FACTOR LS

TOPOGRAPHIC FACTOR LS

applying the following raster function (using ArcGIS) :

As=Flow accumulation x squared cell size / cell size

β: Slope angle, calculated by applying the raster ArcGIS function

β = Αtan [(slope β)/100] in degrees

MU

SLE

MU

SLE

Based on the above formula and applying spatial analysis techniques, the

mean Tsiknias catchment value for LS was calculated at LS=6.465 using a

25m x 25m DTM grid

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 13: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

MUSLE equation must be applied only at soil erosion areas.

Curvature=2nd derivative of surface or the 1st derivative of slope

The slope affects the overall rate of movement downstream.

The curvature affects the acceleration and deceleration of

flow and, therefore, influences erosion and deposition.

TOPOGRAPHIC FACTOR LSTOPOGRAPHIC FACTOR LS

TOPOGRAPHIC FACTOR LSM

US

LEM

US

LE

Erosion and

deposition areas

Soil erosion areas (positive curvature): 49.2 km2 (57%)Deposition areas (negative curvature): 36.7 km2 (43%)Final LS value reduced to LS=4.670

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 14: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

C factor is related to land uses (Corine 2000). It is a reduction factor

to soil erosion vulnerability and represents the conditions that can be

changed to reduce soil erosion

CROPPING MANAGEMENT FACTOR CCROPPING MANAGEMENT FACTOR C

CROPPING MANAGEMENT FACTOR C

Land cover CDiscontinuous urban fabric 0.001Composite culture systems 0.180 Transitional woodland /shrub 0.020Coniferous forest 0.001Non irrigated – arable land 0.300Sclerophyllous vegetation 0.025Natural grassland 0.300Olive groves 0.100Land principally occupied by agriculture, with significant areas of natural vegetation

0.070

MU

SLE

MU

SLE

Land uses

with significant areas of natural vegetation

Cropping

management

factor CC=0.136

The weighted areal mean value The weighted areal mean value

of C at Tsiknias watershedof C at Tsiknias watershed

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 15: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

P factor applies only to arable land describing the effects of practices

such as contouring, strip cropping, silt fences etc. If none of the above

protection practices is applied, P=1.0

EROSION CONTROL PRACTICE FACTOR PEROSION CONTROL PRACTICE FACTOR P

EROSION CONTROL PRACTICE FACTOR P

Land cover PDiscontinuous urban fabric 1.00Composite culture systems 0.50 Transitional woodland /shrub 1.00Coniferous forest 1.00Non irrigated – arable land 0.70Sclerophyllous vegetation 1.00Natural grassland 1.00Olive groves 0.50Land principally occupied by agriculture, with significant areas of natural vegetation

0.70

MU

SLE

MU

SLE

Land cover

P=0.776

with significant areas of natural vegetation

Land uses

Erosion

Control practice

factor P

The weighted areal mean value The weighted areal mean value

of P at Tsiknias watershedof P at Tsiknias watershed

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 16: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

Density of sediment material is estimated 1.65 t/m3

SEDIMENT YIELD ASSESSMENT AT THE DAM LOCATIONSEDIMENT YIELD ASSESSMENT AT THE DAM LOCATION–– COMPARING MUSLE TO OTHER METHODSCOMPARING MUSLE TO OTHER METHODS

SEDIMENT YIELD ASSESSMENT AT THE DAM LOCATION

Results Units Musle Gavrilovic Koutsogianni

& Tarla*

Final annual soil loss mass per km2 t/km2/year 352 319 117

Final annual soil loss volume per km2 m3/km2/year 213 193 71

Final annual soil loss volume m3/year 18,332 16,629 6,117Sediment yield volume at dam location at the 50 years period

m3 916,606 831,444 305,827

MU

SLE

MU

SLE

location at the 50 years period

*only for suspended sediment transport

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Soil loss

(t/ha/year)

As far as the spatial distribution of

soil loss is concerned, the regions

with the greater soil loss are located

at the central and eastern areas of

Tsiknias watershed

(red color)

Page 17: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

MO

NIT

OR

ING

PR

OG

RA

MM

ON

ITO

RIN

G P

RO

GR

AM

MONITORING PROGRAMMONITORING PROGRAM

MONITORING PROGRAMThe use of empirical and deterministic approach without measurements,

introduces uncertainties in sediment yield estimation. Therefore, a

program of field measurements is in progress since 10/2014 to enhance

the above results. This program of measurements includes:

1. Hydrometeorological data measurements. A new weather station has

already been installed (3/2015) at Agia Paraskevi high school

2. Water level measurements. A radar level sensor has been installed

since 7/2014 at Prini bridge

MO

NIT

OR

ING

PR

OG

RA

MM

ON

ITO

RIN

G P

RO

GR

AM since 7/2014 at Prini bridge

3. Flow velocity and water dicharge measurements have been carried

out since 5/2014 at different locations of Tsiknias river

4. Suspended sediment concentration was analysed at the Minicipal

Water and Sewerage Company laboratory of Lesvos.

5. Bedded sediment yield measurements. Bedded sediment traps

(6.0 x 6.0 x 1.5m) were constructed at two locations, downstream of

the dam (11/12/2014).

6. Aggregate grading analysis of the two sediment traps.

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 18: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,
Page 19: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

CONCLUSIONSCONCLUSIONS

CONCLUSIONS

1. Sediment yield estimation is very crucial not only for the inactive

storage determination but also for the finalization of the abstraction

works design

2. MUSLE implementation provides a sediment yield estimation along

with:

� small timescale (5-minute) rainfall data

� GIS models

� Spatial analysis

CO

NC

LUS

ION

SC

ON

CLU

SIO

NS

� Spatial analysis

3. MUSLE results are equivalent to Gavrilovic methodology. Koutsogianni

and Tarla equation gives unfavourable results comparing to MUSLE

4. In order to minimize the uncertainties introduced by such an empirical

model, results will be enhanced by a program of significant field

measurements that is currently in progress

5. A sustainable sedimentation management plan will be proposed after

the end of monitoring program

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 20: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

MONITORING INITIAL RESULTSMONITORING INITIAL RESULTS

MONITORING PROGRAM INITIAL RESULTS

1. The first sediment trap (at a straight river segment) filled by 92% 4

months after its excavation

2. The second sediment trap (at a river curve) was fully covered one

month after its excavation

3. A third sediment trap (dimensioned 6.0 x 6.0 x 1.2m) was created

near the second trap location. It was also fully covered 20 days after

its excavation.

4. Low suspended yield (~10%) volume was measured comparing to the

CO

NC

LUS

ION

SC

ON

CLU

SIO

NS

4. Low suspended yield (~10%) volume was measured comparing to the

bedded sediment yield

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015

Page 21: ESTIMATION OF SEDIMENT YIELD WITH MUSLE AND MONITORING… · MONITORING PROGRAM MONITORING PROGRAM MONITORING PROGRAM The use of empirical and deterministic approach without measurements,

Thank you for your attention!

National Technical University of Athens9 Heroon Polytechniou Str. 15780,

Zografou, Athens, Greece

3 Evias Str. 15125,

Maroussi, Athens, Greece

TH

AN

KY

OU

!

http://www.hydroex.gr

Zografou, Athens, GreeceMaroussi, Athens, Greece

IWA Balkan Young Water Professionals 2015 | Thessaloniki, May 10 - 12, 2015