Many ecological modelings have been done about relationships between nori cultivation and environments in Ariake Sea. In this paper, we try to use the support vector machines (SVMs) to model a relation between nori production and oceanic conditions. SVMs are flexible and robust tools to model non-linear phenomena. We find that the number of data records are not enough but SVM models show some abilities to keep track of the data.