Title :
Use of artificial neural networks as support for energy saving procedures in telecommunications
Author :
Giribone, P. ; Revetria, R. ; Antonetti, M. ; Tabolacci, R.
Author_Institution :
DIP, Genoa Univ., Italy
Abstract :
In recent times, there has been great interest in the field of energy saving applied to a wide range of industrial reality such as production plants, services, public transportation companies and telecommunication companies. The energy consumption in a telecommutation central could raise interesting values, for this reason there is a great interest in applying forecasting techniques at this problem, in fact one of the major issues is related to the power transportation from the electrical production plant to the telecommutation devices, this task require an estimation of the next hours consumption that will be used as a base for the commercial agreement with the production partner, misestimating the future consumption could generate great losses of money. The authors applied successfully neural networks using both fully connected feedforward backpropagation (BP) networks and also Boltzmann machine´s (BM) nets in order to obtain more reliable forecast. Particularly the BM offers a range of validity estimation that is very useful for what if analysis and simulation based decision support systems (DSS)
Keywords :
energy conservation; feedforward neural nets; load forecasting; power consumption; power system analysis computing; telecommunication power supplies; Boltzmann machine´s nets; artificial neural networks; decision support systems; energy consumption; energy saving procedures; feedforward backpropagation networks; telecommunication power supply; Artificial neural networks; Communication industry; Decision support systems; Energy consumption; Load forecasting; Neural networks; Power generation; Production; Teleworking; Transportation;
Conference_Titel :
Telecommunications Energy Conference, 2000. INTELEC. Twenty-second International
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-6407-4
DOI :
10.1109/INTLEC.2000.884244