A. Dobermann et T. Oberthur, FUZZY MAPPING OF SOIL FERTILITY - A CASE-STUDY ON IRRIGATED RICELAND IN THE PHILIPPINES, Geoderma, 77(2-4), 1997, pp. 317-339
Intensive irrigated rice production technologies have changed the inpu
t-output balance of many soil nutrients in tropical Asia, but their im
pact on soil fertility has not been studied adequately at regional sca
les. To assess the current soil fertility status in irrigated riceland
of Nueva Ecija, Philippines, soil samples were collected from 384 far
mers' fields in a 19,176 ha area. Block-kriged maps of topsoil propert
ies (0-20 cm depth) were produced. Yields and nutrient uptake were mea
sured for a subset of 63 farmers during the 1994 dry and wet seasons.
Logical Boolean and fuzzy membership models for land classification wi
th or without Monte Carlo simulation were compared. Crisp Boolean clas
sification underestimated the potential area with severe soil fertilit
y constraints to high rice yields by 0.2-5.2%. A combination of fuzzy
membership functions with Monte Carlo simulation was used to produce m
aps of membership values for three soil fertility classes and two mult
ivariate soil fertility qualities. Most of the area investigated had a
high inherent fertility potential and was rated suitable for intensiv
e rice production, but 97% of the land had limitations due to low soil
status of one or more nutrients. Low available K, P, and Zn occurred
on 54%, 64% and 63% of the land, respectively, whereas low S status wa
s only found in minor areas. The average P balance in farmers' fields
was positive, but both under- and overfertilization with P occurred. L
ong-term irrigated rice-rice monoculture has led to a significant depl
etion of soil K reserves in soils of Nueva Ecija. Although K uptake wa
s larger than N uptake in both seasons, most farmers applied little or
no K fertilizer. Average net K loss was 38 kg K ha(-1) crop(-1) and K
is now one of the most important constraints to sustaining and increa
sing rice yields.