Na. Chappell et al., Parsimonious modelling of water and suspended sediment flux from nested catchments affected by selective tropical forestry, PHI T ROY B, 354(1391), 1999, pp. 1831-1846
Citations number
51
Categorie Soggetti
Multidisciplinary,"Experimental Biology
Journal title
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES B-BIOLOGICAL SCIENCES
The ability to model the suspended sediment flux (SSflux) and associated wa
ter flow from terrain affected by selective logging is important to the est
ablishment of credible measures to improve the ecological sustainability of
forestry practices. Recent appreciation of the impact of parameter uncerta
inty on the statistical credibility of complex models with little internal
state validation supports the use of more parsimonious approaches such as d
ata-based mechanistic (DBM) modelling. The DBM approach combines physically
based understanding with model structure identification based on transfer
functions and objective statistical inference. Within this study, these app
roaches have been newly applied to rainfall-SSflux response. The dynamics o
f the sediment system, together with the rainfall-river flow system, were m
onitored at five nested contributory areas within a 44 ha headwater region
in Malaysian Borneo. The data series analysed covered a whole year at a 5 m
in resolution, and were collected during a period some five to six years af
ter selective timber harvesting had ceased. Physically based and statistica
l interpretation of these data was possible given the wealth of contemporar
y and past hydrogeomorphic data collected within the same region.
The results indicated that parsimonious, three-parameter models of rainfall
-river flow and rainfall-SSflux for the whole catchment describe 80 and 90%
of the variance, respectively, and that parameter changes between scales c
ould be explained in physically meaningful terms. Indeed, the modelling ind
icated some new conceptual descriptions of the river flow and sediment-gene
ration systems. An extreme rainstorm having a 10-20 year return period was
present within the data series and was shown to generate new mass movements
along the forestry roads that had a differential impact on the monitored c
ontributory areas. Critically, this spatially discrete behaviour was captur
ed by the modelling and may indicate the potential use of DBM approaches fo
r (i) predicting the differential effect of alternative forestry practices,
(ii) estimating uncertainty in the behaviour of ungauged areas and (iii) f
orecasting river flow and SSflux in terrain with temporal changes in rainfa
ll regime and forestry impacts.