ETD

Archivio digitale delle tesi discusse presso l’Università di Pisa

Tesi etd-01092020-154107

Tipo di tesi

Tesi di laurea magistrale

URN

etd-01092020-154107

Titolo

Hydrocontroller: a monitoring system of the hydro resource based on statistical approaches and artificial intelligence

Dipartimento

INGEGNERIA DELL'ENERGIA, DEI SISTEMI, DEL TERRITORIO E DELLE COSTRUZIONI

Corso di studi

INGEGNERIA ELETTRICA

Parole chiave

basin
hydroeletric
interpolator
monitoring
narx

Data inizio appello

18/02/2020

Consultabilità

Completa

Riassunto (Inglese)

Riassunto (Italiano)

In this thesis basic principles of hydrology and hydroelectric power plant are discussed. Garfagnana environmental system is briefly described. Spatial interpolators have been studied and applied to understand weather variables behaviour on a specified area. Data imputation has been done for satellite data. A neural net ensemble has been created and tested. Non-linear Auto Regressive eXogenous input (NARX) algorithm has been developed for basin level modelling. Acceptable results are
within 1 to 6 hours ahead.

File

Nome file	Dimensione
Thesis_H...Pichi.pdf	12.42 Mb
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