Meltem Kaçıkoç
Mehmet Beyhan
Faculty of Engineering, Department of
Environmental Engineering, Suleyman
Demirel University, Isparta, Turkey
Research Article
Hydrodynamic and Water Quality Modeling
of Lake E
girdir
The main objective of this study was to determine the impact of current point and
nonpoint pollution loads on the water quality of Lake E girdir. For this purpose,
hydrodynamics and water quality status of Lake E girdir were investigated by using the
Delft3D model. The monthly monitoring of pH, dissolved oxygen (DO), chlorophyll-a
(Chl-a), and forms of nitrogen and phosphorus was carried out, as was the seasonal
monitoring of total organic carbon. In all, seven different sampling points were chosen
from the lake and influent streams in order to monitor the lake during the period from
December 2010 to November 2011, with the aim of calibrating the model. The
performance of the dynamic water quality model was evaluated using the relative root
mean square error (RRMSE) values for both the calibration and the validation periods.
The results of the model showed that the DO had the lowest, and Chl-a had highest
associated RRMSE value. The simulation results showed that Segments 1 and 7 of the
system had relatively high concentrations of almost all the pollutants. It was also found
that increasing the nonpoint nutrient loads from agricultural sources has a greater
effect than increasing the nonpoint nutrient loads from the inhabited areas around the
lake.
Keywords: Delft3D model; Eutrophication; Monitoring; Pollution; Wastewater treatment
Received: June 6, 2013; revised: December 2, 2013; accepted: January 17, 2014
DOI: 10.1002/clen.201300455
1 Introduction
A reliable supply of clean, fresh water is essential for meeting the
growing demands of the population, for household use, as well as for
recreation, irrigation, aquaculture, and the protection of habitats [1].
Natural and artificial lakes constitute a large portion of the total
fresh water resources that are sufficiently easily accessible to meet
human needs [2]. The threat of contamination is ever-present,
however, and pollutants are highly variable in quantity and quality,
requiring an ever more detailed understanding of their behavior in
surface waters [3]. In particular, lakes are very sensitive to
pollutants, yet it is here that they have tendency to accumulate
over time [4]. Sources of pollutants may be categorized as point and
nonpoint; the latter are problematic in terms of their control, in
comparison with point sources.
Many healthy lake ecosystems contain small quantities of
naturally occurring nitrogen and phosphorus [5]. Inappropriate
agricultural activities are the most important source of nonpoint
pollution, with runoff from inhabited areas also being an important
source, though not as much as agriculture [6, 7]. Excessive nutrient
inputs upset the natural balance of the ecosystem of a lake [8].
Legislation and regulatory frameworks have been used to improve
ecosystems polluted by point and nonpoint pollution. The most
widely applied current legislation is enshrined in the European
Union (EU) Water Framework Directive (WFD) 2000/60/EC [9]. As a
candidate country in the process of adapting new EU legislation,
Turkey has been adapting its own existing laws on water-related
issues. Fulfilling the requirements of the WFD has been of the
utmost importance, and to this end water quality models can be
useful in that they allow the simulation of water quality in lakes and
other water bodies, which then provides opportunities for managers
to develop policies relating to point and nonpoint pollution loading,
using meteorological data and the characteristics of the receiving
environment [10–12].
The first models of surface water were proposed by Lotka–Volterra
and Streeter–Phelps in the 1920s. In the 1970s, these approaches and
their variations were used more extensively in environmental
management [13, 14], and in recent years, hydrodynamic and water
quality models have been developed from the original one-
dimensional steady-state models, resulting in transient, unsteady
three-dimensional models.
According to international criteria, Lake E girdir is an “A class
wetland”, which has considerable significance in terms of its role in
protecting natural biodiversity [15]. To date, in terms of its
compliance with standards related to water quality for the supply
of drinking and agricultural irrigation water, for fisheries, tourism,
and energy, the lake has generally been in a satisfactory state.
In recent years, however, signs of pollution and other adverse
Correspondence: M. Beyhan, Faculty of Engineering, Department of
Environmental Engineering, Suleyman Demirel University, 32260
Isparta, Turkey
E-mail: mehmetbeyhan@sdu.edu.tr
Abbreviations: APHA, American Public Health Association; Chl-a,
chlorophyll-a; Delft3D-FLOW, hydrodynamic module; Delft3D-WAQ,
water quality module; DO, dissolved oxygen; DSI, State Hydraulic Works;
EU, European Union; RRMSE, relative root mean square error; SWQMR,
Surface Water Quality Management Regulation; TIP, total inorganic
phosphorus; TKN, total Kjeldahl nitrogen; TN, total nitrogen; TOC, total
organic carbon; TON, total organic nitrogen; TOP, total organic
phosphorus; TP, total phosphorus; WFD, Water Framework Directive
1573
© 2014 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim www.clean-journal.com Clean – Soil, Air, Water 2014, 42 (11), 1573–1582