Spelling suggestions: "subject:"watersheds -- amathematical models."" "subject:"watersheds -- dmathematical models.""
11 |
A linear catchment model for real time flood forecasting.Sinclair, D S. January 2001 (has links)
A linear reservoir cell model is presented which is proposed as a good candidate for real
time flood forecasting applications. The model is designed to be computationally efficient
since it should be able to run on a P.C and must operate online in real time. The model
parameters and forecasts can be easily updated in order to allow for a more accurate
forecast based on real time observations of streamflow and rainfall.
The final model, once calibrated, should be able to operate effectively without requiring
highly skilled and knowledgeable operators. Thus it is hoped to provide a tool which can be
incorporated into an early warning system for mitigation of flood damage, giving water
resources managers the extra lead-time to implement any contingency plans which may be
neccssary to ensure the safety of people and prevent damage to property.
The use of linear models for describing hydrological systems is not new, however the
model presented in this thesis departs from previous implementations. A particular
departure is the novel method used in the conversion of observed to effective rainlfall. The
physical processes that result in the rainfall to runoff conversion are non-linear in nature.
Most of the significant non-linearity results from rainfall losses, which occur largely due to
evaporation and human extraction. The remaining rainfall is converted to runoff. These
losses are particularly significant in the South African climate and in some regions may be
as much as 70-90 % of the total observed rainfall. Loss parameters are an integral part of
the model formulation and allow for losses to be dealt with directly. Thus, input to the
model is observed rainfall and not the "effective" rainfall normally associated with
conceptual catchment models.
The model is formulated in Finite Difference form similar to an Auto Regressive Moving
Average (ARMA) model; it is this formulation which provides the required computational
efficiency. The ARMA equation is a discretely coincident form of the State-Space
equations that govern the response of an arrangement of linear reservoirs. This results in a
functional relationship between the reservoir response constants and the ARMA
coefficients, which guarantees stationarity of the ARMA model. / Thesis (M.Sc.Eng.)-University of Natal, Durban, 2001.
|
12 |
Watershed modeling at Yucca Mountain, NevadaBritch, Michael J. 24 July 1990 (has links)
Studies are currently underway to determine the suitability of Yucca Mountain
in Nevada as the nation's first high-level nuclear waste repository. Values of net
infiltration are required to determine pre-waste emplacement groundwater travel times
and the performance of the repository as a waste containment system. The objective of
this study was to develop a numerical model to perform water balance calculations and
predict rates of net infiltration for the site. The model included processes of
precipitation, runoff, evapotranspiration, infiltration, and redistribution of water within
a soil profile. The watershed was divided into 477 grid cells 75.7 x 75.7 m. The
elevation, slope, aspect, and hydrologic properties were assumed to be constant within
a grid cell but varied from one cell to the next Water balance calculations were
performed for each cell using a one-dimensional form of Richards equation. The
solution was obtained using the finite difference method with Newton-Raphson
iteration.
The model was calibrated using water content data obtained from neutron-moisture
meter measurements in boreholes located in Pagany Wash Watershed
Measurements were made in channel and terrace alluvium and in tuffs. Computer
simulations reproduced water content data for a major precipitation event that occurred
in 1984. Simulations verified the importance of antecedent soil water content in
controlling the occurrence of runoff. Sensitivity analysis indicated that the soil and
alluvium grain-size distributions, which are used to calculate unsaturated hydraulic
conductivity, can greatly affect predicted rates of water movement / Graduation date: 1991
|
13 |
The Stochastic Behavior of Soil Moisture and Its Role in Catchment Response ModelsMtundu, Nangantani Davies Godfrey 01 January 1987 (has links)
The object of current efforts at investigating catchment response is to derive a physically based stochastic model of the watershed. Recent studies have, however, indicated that a limiting factor in deriving such models is the dependence of hydrologic response on initial soil moisture. The dependence affects the distributions and moments of the hydrological processes being investigated. A stochastic model of soil moisture dynamics is developed in the form of a pair of stochastic differential equations (SDE's) of the Ito type. The sources of stochasticity are linked to the random inputs of rainfall and evapotranspiration (ET). One of the SDE's describes the "surplus" case, in which sufficient infiltration always occurs to allow for moisture depletion by the processes of drainage through and ET out of the root zone. The other SDE represents the "deficit" case, in which lack of adequate moisture leads only to an ET-controlled depletion process. Sample functions and moments of moisture evolution are obtained from the SDE's. From the general model of soil moisture, a specific model of initial soil moisture (the moisture at the beginning of a rainstorm event) is developed and its moments are derived. Furthermore, the probability distribution of initial moisture is postulated to permit the assessment of how initial moisture affects the estimation of hydrologic response. The moisture dynamics model reveals that the stochastic properties of moisture ae sensitive to initial conditions in the watershed only for less permeable soils under the "surplus" state but are practically insensitive to such conditions for more permeable soils. The stochastic properties are also less sensitive to initial conditions for all soil types whenever under the "deficit" state. These results suggest that hydrologic processes, such as precipitation excess and infiltration, depend on initial moisture only in regions where the soils are generally less permeable and where the climate tends to sustain a "wet" environment, whereas in arid or semi-arid regions, such processes would not depend on initial moisture. These conclusions imply that, in arid regions, an effective value of initial moisture such as the mean can be used to estimate the properties of the hydrologic processes, whereas in "wet" environments, more accurate values of the properties must be "weighted" based on the probability distribution of initial soil moisture.
|
14 |
Development and performance analysis of a physically based hydrological model incorporating the effects of subgrid heterogeneityLee, Haksu January 2007 (has links)
[Truncated abstract] The balance equations of mass and momentum, defined at the scale of what has been defined as a Representative Elementary Watershed (REW) has been proposed by Reggiani et al. (1998, 1999). While it has been acknowledged that the REW approach and the associated balance equations can be the basis for the development of a new generation of distributed physically based hydrological models, four building blocks have been identified as necessary to transform the REW approach into, at the very least least, a workable modelling framework beyond the theoretical achievements. These are: 1) the development of reasonable closure relations for the mass exchange fluxes within and between various REW sub-regions that effectively parameterize the effects of sub-REW heterogeneity of climatic and landscape properties, 2) the design of numerical algorithms capable of generating numerical solutions of the REW-scale balance equations composed of a set of coupled ordinary differential and algebraic equations for the number of REWs constituting a study catchment and the sub-regions within the REWs, 3) applications of the resulting numerical model to real catchments to assess its performance in the prediction of any specified hydrological variables, and 4) the assessment of the model reliability through estimation of model predictive uncertainty and parameter uncertainty. This thesis is aimed at making substantial progress in developing each of these building blocks. Chapter 1 presents the background and motivation for the thesis, while Chapter 2 summarizes its main contributions. Chapter 3 presents a description of the closure problem that the REW approach faces, and presents and implements various approaches to develop closure relations needed for the completeness of balance equations of the REW approach. ... In addition, Chapter 4 also shows an initial application of CREW to a small catchment, Susannah Brook in the south-west of Western Australia. Chapter 5 presents the application of CREW to two meso-scale catchments in Australia, namely Collie and Howard Springs, located in contrasting climates. Chapter 6 presents results of the estimation of predictive uncertainty and parameter sensitivity through the application of CREW to two catchments in Australia, namely Susannah Brook and Howard Springs, by using the Generalized Likelihood Uncertainty Estimation (GLUE) methodology. Finally, Chapter 7 presents recommendations for future work for the further advancement of the REW approach. Through these exercises this PhD thesis has successfully transformed the REW-scale coupled balance equations derived by Reggiani et al. (1998, 1999) into a new, well tested numerical model blueprint for the development and implementation of distributed, physically based models applicable at the catchment, or REW scale.
|
15 |
Towards the development of a multi-criteria decision support system for selecting stormwater best management practices.Duncan, Peter Neil. January 2001 (has links)
The aim of this dissertation was to develop a multi-criteria decision support system (MCDSS) to
allow a specified manager to select with confidence one or many of these BMPs for a particular site.
The principal design approach was a review of South African and international literature pertaining
to stormwater management techniques, in particular BMPs. This information was formulated into a
primary matrix using a rank-and-weighting method. The scores were then checked against the
literature to ensure that they were reasonable, culminating in the initial MCDSS. The MCDSS was
then provided with seven scenarios, described in the literature, and the output reviewed. Although,
the MCDSS would select appropriately when given few criteria for selection when these were
increased, inappropriate outcomes resulted. Consequently, weighting factors were assigned to each
criterion. The MCDSS was further tested using all the selection criteria and the output deemed
satisfactory. The MCDSS was then tested in a case study of the Town Bush stream catchment at
eleven sites along the river network and the results were adequate. Taking into consideration the
economic aspects of BMP implementation a need also arose for the sites to be allocated to certain
authorities depending upon ownership or responsibility. The sites were prioritised depending on
potential threat to property and lastly by the hydrological nature of the stream at each site. A
stormwater plan for the study area was also proposed. Although the MCDSS was functioning
adequately it was not without its limitations. Limitations included the use of drainage areas as a
surrogate measure for peak discharge thus, not allowing the user to design a series of BMPs or
treatment chain. A second limitation was that initially the BMPs were designed as offline systems
where stormwater is managed before entering the channel but in this study they were used as inline
systems. Hence the ultimate selection was biased towards those BMPs able to deal with large
drainage areas. Recommendations for further improvement include the development of a surrogate
measure for drainage area thus allowing the user to design a treatment chain of BMPs; testing the
MCDSS in more diverse circumstances; developing a more comprehensive set of selection criteria;
and developing a clearer priority-setting model as the one used was rather simplistic. In conclusion
the MCDSS provides the user with a useful tool where the selection and implementation of BMPs
no longer has to take place in an ad hoc manner. / Thesis (M.Sc.)-University of Natal, Pietermaritzburg, 2001
|
Page generated in 0.3835 seconds