Title :
A novel cloud-distributed toolbox for optimal energy dispatch management from renewables in IGSs by using WRNN predictors and GPU parallel solutions
Author :
Bonanno, F. ; Capizzi, G. ; Sciuto, G. Lo ; Napoli, Christian ; Pappalardo, Giuseppe ; Tramontana, Emiliano
Author_Institution :
Dept. of Electr., Electron. & Inf. Eng., Univ. of Catania, Catania, Italy
Abstract :
Integrated generation systems (IGSs) are today increasingly considered to exploit renewable energy in order to supply load for remote areas, less developed countries and small isolated communities. The IGS investigated in this paper enclose a PV park with battery energy storage system and this configuration is considered as case study for the campus called Cittadella at the University of Catania. A novel cloud distributed toolbox for the purpose of an optimal energy dispatch management by using Wavelet Recurrent Neural Networks (WRNN) predictors and Graphic Processing Units (GPU) parallel solutions in the IGS considered as case study is proposed. Results coming from the implementation of the proposed cloud architecture are here presented.
Keywords :
battery management systems; distributed power generation; energy management systems; graphics processing units; photovoltaic power systems; power engineering computing; power generation dispatch; recurrent neural nets; renewable energy sources; wavelet neural nets; GPU parallel solution; IGS; PV park; WRNN predictor; battery energy storage system; cloud distributed toolbox; graphic processing units; integrated generation system; isolated community; optimal energy dispatch management; renewable energy; wavelet recurrent neural network; Buildings; Cloud computing; Computer architecture; Graphics processing units; Instruction sets; Tin; Wavelet transforms; GPU computing; Integrated Generation System (IGS); PV; cloud computing; design patterns; neural networks; renewable energy; wavelet analysis;
Conference_Titel :
Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM), 2014 International Symposium on
Conference_Location :
Ischia
DOI :
10.1109/SPEEDAM.2014.6872127