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To require the order of last mile and the increasing demands of high quality of internet, the network architecture of FTTH (Fiber to the Home) has been chosen by numerous ISP (Internet Service Provider). Poor planning does not only increase the infrastructure costs, but it also increases maintenance costs. In this study, the authors focus on the design of passive optical network by using multiclass classification  in backpropagation neural network to shorten the FTTH network planning baseddoi:10.7753/ijcatr1006.1005 fatcat:ypjo5thcdzbzjkzxe3chjmrace