Ecological Modelling, 12 (1981) 83--103 83
Elsevier Scientific Publishing Company, Amsterdam -- Printed in The Netherlands
A CONTROL MODEL FOR PHOSPHORUS LOADING REDUCTION
UNDER UNCERTAINTY
ISTVAN BOGARDI
Mining Development Institute, 1037 Budapest III Mikoviny u. 2--4 (Hungary)
LUCIEN DUCKSTEIN
Department of Systems & Industrial Engineering and Department of Hydrology & Water
Resources, University of Arizona, Tucson, AZ 85721 (U.S.A.)
FERENC SZIDAROVSZKY
Department of Computer Sciences, University of Agriculture, H-1113 Budapest XI
Villanyi ut 29--35 (Hungary)
(Accepted for publication 6 August 1980)
ABSTRACT
Bogardi, I., Duckstein, L. and Szidarovszky, F., 1981. A control model for phosphorus
loading reduction under uncertainty. Ecol. Modelling, 12: 83--103~
The control of nutrient loading into lakes causing eutrophication is examined using
the loading of phosphorus into Lake Balaton in Hungary as a case study. A system model
composed of the state vector, consisting of dissolved P and sediment-fixed P, and the
probability density function (pdf) of these quantities is used. The action space has six
pure strategies, namely: the control of (1) point source pollution; (2) fertilizer; (3) ero-
sion; (4) land use; (5) runoff; and (6), sediment yield. These six pure actions lead to the
definition of eight mixed alternatives.
The objective of the control to be maximized is the probability uj, that alternative j
results in the largest decrease of P-loading. The model is applied to actual data from a sub-
watershed of Lake Balaton. The estimation of model parameters using available data or
published tables and graphs is shown, and uncertainty problems are discussed. In the
Balaton example, the tertiary treatment alternative appears to maximize ui.
INTRODUCTION
The aim of this paper is to develop a system model which is capable of
selecting the best alternative scheme for controlling phosphorus loading into
a lake under uncertain conditions.
Eutrophication of natural or man-made water bodies is generally caused
by excessive nutrient input, mostly phosphorus or nitrogen (Wetzel, 1975).
In most cases, a considerable proportion of the total loading stems from
non-point sources such as agricultural activity (Golubev et al., 1978). The
0304--3800/81/0000--0000/$02.50 © 1981 Elsevier Scientific Publishing Company