id	author	title	date	pages	extension	mime	words	sentences	flesch	summary	cache	txt
cord-027286-mckqp89v	Ksieniewicz, Paweł	Pattern Recognition Model to Aid the Optimization of Dynamic Spectrally-Spatially Flexible Optical Networks	2020-05-23		.txt	text/plain	4304	240	52	We make use of pattern recognition models to aid optimization of dynamic mcf-based ss-fons in order to improve performance of the network in terms of minimizing bandwidth blocking probability (bbp), or in other words to maximize the amount of traffic that can be allocated in the network. In particular, an important topic in the considered optimization problem is selection of a modulation format (mf) for a particular demand, due to the fact that each mf provides a different tradeoff between required spectrum width and transmission distance. The main novelty and contribution of the following work is an in-depth analysis of the basic regression methods stabilized by the structure of the estimator ensemble [16] and assessment of their usefulness in the task of predicting the objective function for optimization purposes.	./cache/cord-027286-mckqp89v.txt	./txt/cord-027286-mckqp89v.txt