Abstract:
Hydrological models have been increasingly used for the impact assessment of
climate change and management practices on hydrological processes.
In the
Thuthapuzha watershed, where extreme events due to climate change and resulting
changes in patterns of river flow predominate, proper management of water resources
through soil and water conservation needs to be adapted in the future.
In this
research, SWAT model was used to simulate hydrological processes on a daily
time-step in Thuthapuzha watershed, subbasin of Bharathapuzha located in Kerala,
India. SWAT performs satisfactorily with Nash-Sutcliffe efficiency value (NSE) of
0.88, coefficient of determination (R2) of 0.88 and Percent bias (PBIAS) of -1.4 for
the calibration period (1989-2009) and R2, NSE and PBIAS values of 0.8, 0.8 and 5.4
respectively for the validation period (2010-2017). The study concluded that the
developed SWAT model can be used to predict streamflow from the watershed.
So the developed model was then used for studying the impact of climate change and
conservation structures on the hydrology of the watershed.
Quantification of changes in the water balance and soil erosion over a long
period of time is necessary for watershed management. The developed SWAT model
was used to understand the impact of conservation practices on hydrological
processes. Major conservation practices in the study area were modelled as ponds and
Kanjirapuzha reservoir within the study area was modelled as dam. The results
obtained were analysed to study the impact of conservation structures on streamflow
and found that monthly streamflow increased during summer season (9-17%) when
the river has a very lean flow with the effect of conservation practices which helps in
maintaining a better environmental flow regime. Conservation structures impact on
sediment yield was also analysed by comparing the outputs with and without the
addition of structures. In addition to the structural details, sediment yield analysis
requires equilibrium sediment concentration value which is very difficult to estimate.
Thus, a calibration process was again done for calibrating equilibrium sediment
concentration using sediment yield output at the Pulamanthole gauging station
(Jalowska and Yuan, 2018). For the study, it was assumed that the sediment yield
output obtained from the calibrated model as the sediment yield with the addition ofstructures. Monthly sediment yield showed a slight increase (0.001-0.04%) during the
summer months whereas sediment yield decreased (0.2-1.3%) during peak flows with
the addition of conservation structures.
Climate data are collected from CMIP5 and CORDEX-SA datasets of
GFDL-CM3 climate model for RCP4.5, RCP6 and RCP8.5 scenarios and the bias
corrected weather data were used as input in SWAT model.
Comparison of
streamflow and drought intensity based on predicted climate change scenarios is
evaluated. The results of the future simulations of streamflow in SWAT reveal that,
river flow increased under all RCP scenarios with predominant increase in RCP6
scenario (37-60%) followed by RCP4.5 (13-16%) and RCP8.5 (9-16%) from
2021-2070. Significant increase in streamflow was found during the end periods of
simulation for all the scenarios taken for the study purpose.
Results show the
importance of climate change effect on water resources, where it does not have only
an effect on precipitation and temperature, but the streamflow is also directly
influenced by climate change. Thus, necessary steps should be taken to mitigate the
extreme events due to streamflow increase during future periods.
In order to study the climatic condition in the Thuthapuzha watershed, drought
intensity was calculated. Drought intensity was predicted using the SPI and RDI
index for the period 1989-2017 and found that severely dry events have occurred once
during 2015-16 when using SPI index. Comparison and regression analysis between
both the indices showed that both were well correlated and similar trend with little
variation in the drought period was observed.
Thus, SPI index was selected for
studying the impact of climate change on drought intensity and found that the wet
years are more than drought years for all the RCP scenarios with RCP 8.5 shows more
drought period followed by RCP4.5 and RCP6.
For the projected period from
2021-70, extreme drought condition will occur only once and severe drought
condition will occur six times for RCP8.5 whereas no extreme and severe drought
conditions were observed for RCP4.5 and RCP6.SWAT successfully achieved the aim of this research; to assess the impact of
climate change and conservation practices in the Thuthapuzha watershed.
Nevertheless, uncertainty cannot be avoided in this study since climate model datasets
were used for making the future prediction. The results of the entire research work
will give an insight to hydrologists in solving climate change related issues as well as
provides water resources managers with an effective tool for the integrated catchment
management.