This document outlines a proposal for developing a network performance forecasting system with high accuracy through dynamic policy planning. It discusses collecting network traffic data through SNMP to apply various algorithms for dynamic planning and comparing methods to find an optimal solution. The goal is to notify network issues in advance through forecasting network traffic with dynamic thresholds determined by the forecast values. The proposed system would be applied and tested on the POSTECH network management system.