In this work, Cosine Modulated Filter Bank (CMFB) is designed using Artificial Bee Colony (ABC) Algorithm. In heuristic algorithms, one of the important factors affecting the performance of the algorithm is to determine the control parameters of the algorithm. The performance of the designed filter bank is investigated according to the change in the control parameters of the ABC Algorithm. The effects on the filter bank performance parameters of the change in the control parameters are detailed.