A brief description is given of both a wideband echo-sounder and data
acquisition at sea, Experiments were conducted in the Bay of Biscay al
various seasons for four years. Fish species were identified by trawl
ing. Only echoes associated with trawl catches that were monospecific
were used in the classification analyses. Species discrimination was b
ased only on the spectral signature of the echoes and did not take int
o account the characteristics of the school shape. A modelling of the
power spectrum of the echo was used to limit the spectral signature to
a reduced set of parameters that could be used for classification usi
ng a neural network. Thirty-six different monospecific schools, includ
ing about 900 echoes, were processed. Three species were considered: s
ardine (Sardina pilchardus), anchovy (Engraulis encrasicolus), and hor
se mackerel (Trachurus trachurus). Classification performance had a su
ccess rate as high as 75%. (C) International Council for the Explorati
on of the Sea