The intermittent nature of renewable sources as wind and solar puts a challenge for their use in supply energy to small islands, isolated communities or in developing countries. The integration of battery energy storage system (BESS) or diesel groups is then mandatory. The aim of the paper is to propose a complete recurrent neural networks (RNN) based control strategy of the BESS accounting state of charge (SOC) and terminal voltage and that can be used for their size and to test the use of different type of BESS.

Recurrent neural network-based control strategy for battery energy storage in generation systems with intermittent renewable energy sources / Capizzi, G; Bonanno, F; Napoli, C. - (2011), pp. 336-340. (Intervento presentato al convegno 3rd International Conference on Clean Electrical Power: Renewable Energy Resources Impact, ICCEP 2011 tenutosi a Ischia; Italy) [10.1109/ICCEP.2011.6036300].

Recurrent neural network-based control strategy for battery energy storage in generation systems with intermittent renewable energy sources

Napoli C
2011

Abstract

The intermittent nature of renewable sources as wind and solar puts a challenge for their use in supply energy to small islands, isolated communities or in developing countries. The integration of battery energy storage system (BESS) or diesel groups is then mandatory. The aim of the paper is to propose a complete recurrent neural networks (RNN) based control strategy of the BESS accounting state of charge (SOC) and terminal voltage and that can be used for their size and to test the use of different type of BESS.
2011
3rd International Conference on Clean Electrical Power: Renewable Energy Resources Impact, ICCEP 2011
Neural networks; Automated controls; Renewable energy
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Recurrent neural network-based control strategy for battery energy storage in generation systems with intermittent renewable energy sources / Capizzi, G; Bonanno, F; Napoli, C. - (2011), pp. 336-340. (Intervento presentato al convegno 3rd International Conference on Clean Electrical Power: Renewable Energy Resources Impact, ICCEP 2011 tenutosi a Ischia; Italy) [10.1109/ICCEP.2011.6036300].
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