An effective competitive learning algorithm called the partial-distort
ion-weighted fuzzy competitive learning (PDW-FCL) algorithm is develop
ed for vector quantisation. The PDW-FCL algorithm is able to minimise
the likelihood of neuron (codevector) underuse and make good use of ev
ery neuron for optimal vector quantiser design.