DocumentCode :
184337
Title :
Oil-free centrifugal chiller optimal operation
Author :
Beghi, Alessandro ; Cecchinato, Luca ; Lissandrin, Marco ; Rampazzo, Mirco
Author_Institution :
Dept. of Inf. Eng., Univ. of Padova, Padua, Italy
fYear :
2014
fDate :
8-10 Oct. 2014
Firstpage :
1948
Lastpage :
1953
Abstract :
Centrifugal chillers, using variable-speed turbo compressors with magnetic bearings, are becoming very common in Heating, Ventilation and Air Conditioning (HVAC) systems. Such solution guarantees superior energy efficiency, mostly under part load conditions, compared with traditional equipments, and it provides additional advantages such as light weight and a compact package. On the other hand, turbo machinery adds its own complexity to the whole HVAC system and its efficient management is a non-trivial task. In this paper a hybrid optimisation technique is employed to determine optimal operation, under various working conditions, for air-condensed water centrifugal chillers. The proposed method provides optimal solutions using a combination of two algorithms: A random population-based optimiser, the Gravitational Search Algorithm (GSA), followed by the deterministic Levenberg-Marquardt (LM) algorithm. The hybrid method effectively overcomes the problem of high sensitivity to initial conditions of LM technique and a shortcoming of GSA which reduces its searching efficiency when close to the optimum. The hybrid method has been tested in a Matlab®-based simulation environment where the performance of an air-condensed centrifugal chiller is adequately evaluated. Simulation results guarantee high energy efficiency in a wide range of chiller working conditions.
Keywords :
HVAC; compressors; magnetic bearings; nonlinear programming; refrigeration; search problems; variable speed drives; GSA; HVAC system; Matlab-based simulation environment; air-condensed water centrifugal chillers; chiller working conditions; deterministic LM algorithm; deterministic Levenberg-Marquardt algorithm; energy efficiency; gravitational search algorithm; heating-ventilation-and-air conditioning systems; high-sensitivity problem; hybrid optimisation technique; magnetic bearings; oil-free centrifugal chiller optimal operation; optimal operation; part-load conditions; performance evaluation; random population-based optimiser; searching efficiency reduction; turbo machinery; variable-speed turbo compressors; working conditions; Atmospheric modeling; Compressors; Optimization; Refrigerants; Search problems; Temperature;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Applications (CCA), 2014 IEEE Conference on
Conference_Location :
Juan Les Antibes
Type :
conf
DOI :
10.1109/CCA.2014.6981588
Filename :
6981588
Link To Document :
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