%% You should probably cite draft-multiple-layer-resource-optimization-08 instead of this revision. @techreport{multiple-layer-resource-optimization-00, number = {draft-multiple-layer-resource-optimization-00}, type = {Internet-Draft}, institution = {Internet Engineering Task Force}, publisher = {Internet Engineering Task Force}, note = {Work in Progress}, url = {https://datatracker.ietf.org/doc/draft-multiple-layer-resource-optimization/00/}, author = {Hui Yang and Kaixuan Zhan and Ao Yu and Qiuyan Yao and Jie Zhang}, title = {{Multiple Layer Resource Optimization for Optical as a Service}}, pagetotal = 11, year = ** No value found for 'doc.pub_date.year' **, month = ** No value found for 'doc.pub_date' **, day = ** No value found for 'doc.pub_date.day' **, abstract = {Human activities are highly predictable, so are the network traffic. It shows a tidal phenomenon in traffic. Current resource allocation methods cannot adapt to tidal traffic, resulting in low resource utilization. To predicted tidal traffic, we have established a neural network model optimized by adaptive artificial fish swarm algorithm. Then we propose a novel multi-path pre-reserved resource allocation strategy to increase resource utilization. The results prove the effectiveness of our method.}, }