@inproceedings{christodoulopoulos:hal-03200661, TITLE = {{Machine Learning Assisted Quality of Transmission Estimation and Planning with Reduced Margins}}, AUTHOR = {Christodoulopoulos, Konstantinos and Sartzetakis, Ippokratis and Soumplis, Polizois and Varvarigos, Emmanouel}, URL = {https://inria.hal.science/hal-03200661}, NOTE = {Part 1: Regular Papers}, BOOKTITLE = {{23th International IFIP Conference on Optical Network Design and Modeling (ONDM)}}, ADDRESS = {Athens, Greece}, EDITOR = {Anna Tzanakaki and Manos Varvarigos and Raul Mu{\~n}oz and Reza Nejabati and Noboru Yoshikane and Markos Anastasopoulos and Johann Marquez-Barja}, PUBLISHER = {{Springer International Publishing}}, SERIES = {Optical Network Design and Modeling}, VOLUME = {LNCS-11616}, PAGES = {211-222}, YEAR = {2019}, MONTH = May, DOI = {10.1007/978-3-030-38085-4\_19}, KEYWORDS = {Overprovisioning ; Static network planning ; End-of-life margins ; Physical layer impairments ; Monitoring ; Cross-layer optimization ; Incremental multi-period planning ; Marginless}, PDF = {https://inria.hal.science/hal-03200661/file/484327_1_En_19_Chapter.pdf}, HAL_ID = {hal-03200661}, HAL_VERSION = {v1}, }