At the present time, due its popularity in today's market online handwritten signature verification (OHSV) has become an interested area of research. Considerable results have been achieved in terms of accuracy and computation so far. However, it is evident that there is still a big room for improvement either in accuracy or computation speed. This paper proposes online handwritten signature verification system. In this study, five signatures have been used as references signature, in which it was found to be very promising. Lastly, a local English signature dataset with 20 participants has been created to evaluate the system performance with two different sessions. The overall performance of the system is promising since 2% of Equal Error Rate (EER) is achieved which is considered as a reasonable performance level for most environments.