1
ABSTRACT Since the 1930's, combined streamflow from the six largest Eurasian rivers discharging to the Arctic Ocean has been increasing. For many of these basins, an increase in annual streamflow volume is accompanied by a shift in seasonality. Potential causes of these changes include warming-induced agents of change (e.g. increasing precipitation, an earlier snowmelt, and permafrost degradation), as well as direct human effects, particularly that of the storage and release of river runoff in reservoirs. Large reservoirs in these river basins were constructed between 1950 and 1990. Currently operating large reservoirs (exceeding 1 km 3 in storage capacity) include one for the Lena, three for the Ob', and seven for the Yenisei (the Boguchany reservoir is still under construction). The purpose of this study is to provide an alternate method to estimate the climatic versus reservoir- induced effects on streamflow seasonality and annual streamflow volume, and to compare these estimates to those of prior studies. We simulate reservoir effects using a reservoir routing model coupled off- line to the Variable Infiltration Capacity (VIC) land surface hydrology model for the Lena, Yenisei and Ob' River basins. The simulation captures the main effects of reservoir operations, assuming that the primary purpose of each reservoir is to generate hydropower (i.e. reservoir releases are determined by maximizing hydropower revenue for each operational year). The potential of reservoirs to affect basin-average evaporation is also considered. We create a reconstructed streamflow product, for which the effects of the reservoirs are removed, by subtracting the simulated reservoir effects from observed streamflow at the outlets of each of the basins. We compare the reservoir signature of our product to those of two other reconstructed streamflow products that were derived only from observed streamflow data. Finally, we perform trend analysis on long-term (30+ years) time series of monthly, seasonal, and annual streamflow and separate out the effects of reservoirs. Study Domain Locations of operational dams for which the reservoir storage capacities exceed 1 km 3 (shown as solid red circles). The storage capacities of the reservoirs are given on a log ten scale by the diameters of the yellow circles; and the green crosses indicate the locations of the streamflow gauging stations used for reservoir model evaluation (see figure on right). Note: the Boguchanskoe dam on the Angara tributary to the Yenisei River is not shown because it is not yet operational. FINAL REMARKS • Using a coupled hydrology-routing-reservoir model, we have simulated historical releases, storage, and reservoir evaporation for the major reservoirs in the Lena, Yenisei, and Ob’ River basins. • Our simulations of the effects of reservoirs on streamflow seasonality at the basin outlets produce the same general features as reconstructed products that were derived purely from observed streamflow data (McClelland et al. 2004, Yang et al. 2004, and Ye et al. 2003). • We have estimated the influence of reservoirs on long-term annual, seasonal, and monthly trends at the basin outlets. Although reservoirs have had little effect on annual trends, they are responsible for much of the seasonal changes that have been observed, especially during the winter. This is in agreement with other studies (McClelland et al. 2004, Yang et al. 2004, and Ye et al. 2003). Objective 1. Coupled Hydrologic/Reservoir/Routing Simulations Objective 2. Comparison of Reservoir Signatures to Those of Other Products Adam, J.C., F. Su, L.C. Bowling, and D.P. Lettenmaier, 2007, Application of a macroscale land surface model to a streamflow trend attribution study in Northern Eurasia, J. Clim. (in preparation). Haddeland, I., T. Skaugen, and D.P. Lettenmaier, 2006, Anthropogenic impacts on continental surface water fluxes, Geophys. Res. Lett. , 33, L08406, doi:10.1029/2006GL026047. Liang, X., D. P. Lettenmaier, E. F. Wood, and S. J. Burges, A Simple hydrologically Based Model of Land Surface Water and Energy Fluxes for GSMs, J. Geophys. Res., 99(D7), 14,415-14,428, 1994. Lohmann, D., E. Raschke, B. Nijssen, and D. P. Lettenmaier, "Regional Scale Hydrology: I. Formulation of the VIC-2L Model Coupled to a Routing McClelland, J.W., R. M. Holmes, and B. J. Peterson, 2004, Increasing river discharge in the Eurasian Arctic: Consideration of dams, permafrost thaw, and fires as potential agents of change, J. Geophys. Res., 109. D18102, doi: 10.1029/2004JD004583. Su, F., J.C. Adam, L.C. Bowling, and D.P. Lettenmaier, 2005, Streamflow Simulations of the Terrestrial Arctic Domain , J. Geophys. Res., 110. Yang, D., B. Ye, and D. Kane, 2004: Streamflow changes over Siberian Yenisei river basin, Journal of Hydrology, Vol. 296, no. 1-4, pp. 59-80. Ye, B., D. Yang, D. Kane, 2003: Changes in Lena river streamflow hydrology: human impacts vs. natural variations. Water Resources Research, 39 Above: schematic for coupled hydrology (Liang et al. 1994, Su et al. 2005, Adam et al. 2007), routing (Lohmann et al. 1998), and reservoir (Haddeland et al. 2006) models. Below: comparison of observed and simulated monthly reservoir signatures at each of the evaluation gauging stations. Note: in the first column, thin lines indicate pre reservoir and thick lines indicate post reservoir streamflow. The ID numbers in the green circles refer to the green plusses in the study domain map (lower left). Simulation of Reservoir Effects on Seasonal and Annual Streamflow for the Lena, Yenisei, and Ob’ Rivers Jennifer C. Adam 1 , Ingjerd Haddeland 2 , Fengge Su 1 , and Dennis P. Lettenmaier 1 1. Department of Civil and Environmental Engineering, Box 352700, University of Washington, Seattle, WA 98195 2. Department of Geosciences, University of Oslo, BOX 1022 Blindern, 0315 Oslo, Norway AGU Fall Meeting, San Francisco, CA, December 2006 Step 1: Run VIC Model for Each Cell and Combine Runoff and Baseflow Step 2: Route to Reservoir and Bias Correct Seasonality using Pre- Reservoir Observed Data Step 3: Run Reservoir Model for each Operational Year by Maximizing Revenue from Hydropower Production Step 4: Rout Reservoir Releases and all other Basin Contributions to the Basin Outlet Objective 3. Reservoir Effects on Long- Term Trends 0 20 40 60 80 100 120 Trend M agnitude,m 3 s -1 y -1 Annual D JF M AM Jan. Feb. Mar. Apr. M ay N ov. D ec. Observed Simulated McClelland 1939-1989 1937-1997 1937-1997 1937-1997 1937-1997 1937-1997 1937-1997 1954-1994 1937-1997 1937-1997 -500 -400 -300 -200 -100 0 100 200 Trend M agnitude,m 3 s -1 y -1 Annual D JF M AM SON Jan. Feb. M ar. Apr. M ay Jul. Aug. Sep. Oct. N ov. D ec. 1952-1997 1937-1997 1947-1997 1937-1982 1937-1997 1937-1997 1937-1997 1937-1997 1938-1998 1946-1986 1937-1997 1944-1994 1937-1997 1937-1997 1937- 1997 -50 0 50 100 150 200 250 300 350 400 Trend M agnitude,m 3 s -1 y -1 D JF Jan. Feb. M ar. Apr. Jun. 1937-1997 1937-1997 1937-1997 1937-1997 1937- 1997 1951-1981 Reservoir Capacity 1 2 3 4 5 6 7 8 9 10 LENA Below Vilyuisk oe Above Vilyui Confluenc e Basin Outlet Below Krasnoyarsk oe Boguchansk oe Below Irtish Confluenc e Basin Outlet Irtish at Omsk Below Novisibirs koe Basin Outlet YENISEI OB’ Monthly, seasonal, and annual observed flows were tested for trend for periods with varying lengths and start years between 1937 and 1998. The longest period for which the observed trend was significant (99%) was selected for each time interval, for each basin. The reconstructed products were then tested for trend for this same period. If there were no significant long-term (≥30 years) observed trends, results for this time interval are not shown (e.g. for the Ob’, annual, spring, summer, fall, etc…). The streamflow trend magnitudes for observed and two of the reconstructed products are shown in the bar plots. If the bars for the observed and reconstructed products are of similar magnitude, this would indicate that these changes were not caused by reservoir effects (e.g. Lena and Yenisei annual trends). If the bar for the observed trend is much greater than that for the reconstructed trend, this indicates that these changes were at least partially caused by reservoir effects (e.g. Lena and Yenisei winter trends). Below: comparison of monthly reservoir signatures for the four reconstructed streamflow products (ours, Mclelland et al. 2004; for the Lena, Ye et al. 2003; and for the Yenisei, Yang et al. 2004). Right: comparison of seasonal flows for the reconstructed and observed streamflow products. Note: vertical gray lines in the figures to the right indicate the year when filling began for each reservoir in the basin. LENA YENISEI OB’ Simulated McClelland Ye and Yang OBJECTIVES 1. To apply a coupled hydrology/reservoir/routing model to simulate the effects of reservoirs on streamflow seasonality and annual streamflow volume at the outlets of the Lena, Yenisei, and Ob’ basins. 2. To compare our method of estimating these effects to methods using only streamflow observations. 3. To separate out the effects of the reservoirs on long-term annual and seasonal streamflow trends. Simulated McClelland Ye and Yang Observed

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Simulated. McClelland. Ye and Yang. Observed. Simulated. McClelland. Ye and Yang. 1954-1994. 1. 1939-1989. 1937-1997. 1937-1997. 1937-1997. 1937-1997. 1937-1997. 1937-1997. 1937-1997. 1937-1997. 2. 3. 4. 1946-1986. 1938-1998. 1951-1981. 1952-1997. 1937-1997. 1947-1997. - PowerPoint PPT Presentation

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Page 1: ABSTRACT

ABSTRACTSince the 1930's, combined streamflow from the six largest Eurasian rivers discharging to the Arctic Ocean has been increasing. For many of these basins, an increase in annual streamflow volume is accompanied by a shift in seasonality. Potential causes of these changes include warming-induced agents of change (e.g. increasing precipitation, an earlier snowmelt, and permafrost degradation), as well as direct human effects, particularly that of the storage and release of river runoff in reservoirs. Large reservoirs in these river basins were constructed between 1950 and 1990. Currently operating large reservoirs (exceeding 1 km3 in storage capacity) include one for the Lena, three for the Ob', and seven for the Yenisei (the Boguchany reservoir is still under construction). The purpose of this study is to provide an alternate method to estimate the climatic versus reservoir-induced effects on streamflow seasonality and annual streamflow volume, and to compare these estimates to those of prior studies. We simulate reservoir effects using a reservoir routing model coupled off-line to the Variable Infiltration Capacity (VIC) land surface hydrology model for the Lena, Yenisei and Ob' River basins. The simulation captures the main effects of reservoir operations, assuming that the primary purpose of each reservoir is to generate hydropower (i.e. reservoir releases are determined by maximizing hydropower revenue for each operational year). The potential of reservoirs to affect basin-average evaporation is also considered. We create a reconstructed streamflow product, for which the effects of the reservoirs are removed, by subtracting the simulated reservoir effects from observed streamflow at the outlets of each of the basins. We compare the reservoir signature of our product to those of two other reconstructed streamflow products that were derived only from observed streamflow data. Finally, we perform trend analysis on long-term (30+ years) time series of monthly, seasonal, and annual streamflow and separate out the effects of reservoirs.

Study DomainLocations of operational dams for which the reservoir storage

capacities exceed 1 km3 (shown as solid red circles). The storage capacities of the reservoirs are given on a log ten scale by the diameters of the yellow circles; and the green crosses indicate the locations of the streamflow gauging stations used for reservoir model evaluation (see figure on right). Note: the Boguchanskoe dam on the Angara tributary to the Yenisei River is not shown because it is not yet operational.

FINAL REMARKS• Using a coupled hydrology-routing-reservoir model, we have simulated historical releases, storage, and reservoir evaporation for the major reservoirs in the Lena, Yenisei, and Ob’ River basins.• Our simulations of the effects of reservoirs on streamflow seasonality at the basin outlets produce the same general features as reconstructed products that were derived purely from observed streamflow data (McClelland et al. 2004, Yang et al. 2004, and Ye et al. 2003).• We have estimated the influence of reservoirs on long-term annual, seasonal, and monthly trends at the basin outlets. Although reservoirs have had little effect on annual trends, they are responsible for much of the seasonal changes that have been observed, especially during the winter. This is in agreement with other studies (McClelland et al. 2004, Yang et al. 2004, and Ye et al. 2003).

Objective 1. Coupled Hydrologic/Reservoir/Routing Simulations

Objective 2. Comparison of Reservoir Signatures to Those of Other Products

Adam, J.C., F. Su, L.C. Bowling, and D.P. Lettenmaier, 2007, Application of a macroscale land surface model to a streamflow trend attribution study in Northern Eurasia, J. Clim. (in preparation).Haddeland, I., T. Skaugen, and D.P. Lettenmaier, 2006, Anthropogenic impacts on continental surface water fluxes, Geophys. Res. Lett., 33, L08406, doi:10.1029/2006GL026047.Liang, X., D. P. Lettenmaier, E. F. Wood, and S. J. Burges, A Simple hydrologically Based Model of Land Surface Water and Energy Fluxes for GSMs, J. Geophys. Res., 99(D7), 14,415-14,428, 1994. Lohmann, D., E. Raschke, B. Nijssen, and D. P. Lettenmaier, "Regional Scale Hydrology: I. Formulation of the VIC-2L Model Coupled to a Routing Model", Hydrological Sciences Journal, 43(1), February 1998, pp 131-141.

McClelland, J.W., R. M. Holmes, and B. J. Peterson, 2004, Increasing river discharge in the Eurasian Arctic: Consideration of dams, permafrost thaw, and fires as potential agents of change, J. Geophys. Res., 109. D18102, doi: 10.1029/2004JD004583.Su, F., J.C. Adam, L.C. Bowling, and D.P. Lettenmaier, 2005, Streamflow Simulations of the Terrestrial Arctic Domain , J. Geophys. Res., 110.Yang, D., B. Ye, and D. Kane, 2004: Streamflow changes over Siberian Yenisei river basin, Journal of Hydrology, Vol. 296, no. 1-4, pp. 59-80. Ye, B., D. Yang, D. Kane, 2003: Changes in Lena river streamflow hydrology: human impacts vs. natural variations. Water Resources Research, 39 (7), 1200-1213.

Above: schematic for coupled hydrology (Liang et al. 1994, Su et al. 2005, Adam et al. 2007), routing (Lohmann et al. 1998), and reservoir (Haddeland et al. 2006) models. Below: comparison of observed and simulated monthly reservoir signatures at each of the evaluation gauging stations. Note: in the first column, thin lines indicate pre reservoir and thick lines indicate post reservoir streamflow. The ID numbers in the green circles refer to the green plusses in the study domain map (lower left).

Simulation of Reservoir Effects on Seasonal and Annual Streamflow for the Lena, Yenisei, and Ob’ Rivers

Jennifer C. Adam1, Ingjerd Haddeland2, Fengge Su1, and Dennis P. Lettenmaier1

1. Department of Civil and Environmental Engineering, Box 352700, University of Washington, Seattle, WA 981952. Department of Geosciences, University of Oslo, BOX 1022 Blindern, 0315 Oslo, Norway

AGU Fall Meeting, San Francisco, CA, December 2006

Step 1: Run VIC Model

for Each Cell and Combine Runoff and Baseflow

Step 2: Route to Reservoir and Bias

Correct Seasonality using Pre-Reservoir Observed Data

Step 3: Run Reservoir Model for each

Operational Year by Maximizing Revenue from Hydropower Production

Step 4: Rout Reservoir Releases and all other

Basin Contributions to the Basin OutletObjective 3. Reservoir Effects on Long-Term

Trends

0

20

40

60

80

100

120

Tre

nd

Mag

nit

ud

e, m

3s-1

y-1

Ann

ual

DJF

MA

M

Jan.

Feb

.

Mar

.

Apr

.

May

Nov

.

Dec

.

Observed

Simulated

McClelland

1939-1989

1937-1997

1937-1997

1937-1997

1937-1997

1937-1997

1937-1997

1954-1994

1937-1997

1937-1997

-500

-400

-300

-200

-100

0

100

200

Tre

nd

Mag

nit

ud

e, m

3s-1

y-1

Ann

ual

DJF

MA

M

SO

N

Jan.

Feb

.

Mar

.

Apr

.

May Jul.

Aug

.

Sep

.

Oct

.

Nov

.

Dec

.

1952-1997

1937-1997

1947-1997

1937-1982

1937-1997

1937-1997

1937-1997

1937-1997

1938-1998

1946-1986

1937-1997

1944-1994

1937-1997

1937-1997

1937-1997

-50

0

50

100

150

200

250

300

350

400

Tre

nd

Mag

nit

ud

e, m

3s-1

y-1

DJF

Jan.

Feb

.

Mar

.

Apr

.

Jun.

1937-1997

1937-1997

1937-1997

1937-1997

1937-1997

1951-1981

Reservoir Capacity

1

2

3

4

5

6

7

8

9

10

LENABelow

Vilyuiskoe

Above Vilyui

Confluence

Basin Outlet

Below Krasnoyars

koe

Boguchanskoe

Below Irtish

Confluence

Basin Outlet

Irtish at Omsk

Below Novisibirs

koe

Basin Outlet

YENISEI

OB’

Monthly, seasonal, and annual observed flows were tested for trend for periods with varying lengths and start years between 1937 and 1998. The longest period for which the observed trend was significant (99%) was selected for each time interval, for each basin. The reconstructed products were then tested for trend for this same period. If there were no significant long-term (≥30 years) observed trends, results for this time interval are not shown (e.g. for the Ob’, annual, spring, summer, fall, etc…). The streamflow trend magnitudes for observed and two of the reconstructed products are shown in the bar plots. If the bars for the observed and reconstructed products are of similar magnitude, this would indicate that these changes were not caused by reservoir effects (e.g. Lena and Yenisei annual trends). If the bar for the observed trend is much greater than that for the reconstructed trend, this indicates that these changes were at least partially caused by reservoir effects (e.g. Lena and Yenisei winter trends).

Below: comparison of monthly reservoir signatures for the four reconstructed streamflow products (ours, Mclelland et al. 2004; for the Lena, Ye et al. 2003; and for the Yenisei, Yang et al. 2004). Right: comparison of seasonal flows for the reconstructed and observed streamflow products. Note: vertical gray lines in the figures to the right indicate the year when filling began for each reservoir in the basin.

LENA

YENISEI OB’

Simulated

McClelland

Ye and Yang

OBJECTIVES1. To apply a coupled hydrology/reservoir/routing model to

simulate the effects of reservoirs on streamflow seasonality and annual streamflow volume at the outlets of the Lena, Yenisei, and Ob’ basins.

2. To compare our method of estimating these effects to methods using only streamflow observations.

3. To separate out the effects of the reservoirs on long-term annual and seasonal streamflow trends.

SimulatedMcClelland Ye and YangObserved