2017
Cavazzini, Giovanna; Bari, Serena; Pavesi, Giorgio; Ardizzon, Guido
A multi-fluid PSO-based algorithm for the search of the best performance of sub-critical Organic Rankine Cycles Journal Article
In: Energy, vol. 129, pp. 42-58, 2017, ISSN: 03605442.
Abstract | Links | BibTeX | Tags: Critical temperature, Organic Rankine Cycles, PSO, System efficiency, waste heat, Working fluid
@article{Cavazzini2017a,
title = {A multi-fluid PSO-based algorithm for the search of the best performance of sub-critical Organic Rankine Cycles},
author = {Giovanna Cavazzini and Serena Bari and Giorgio Pavesi and Guido Ardizzon},
doi = {10.1016/j.energy.2017.04.090},
issn = {03605442},
year = {2017},
date = {2017-01-01},
urldate = {2017-01-01},
journal = {Energy},
volume = {129},
pages = {42-58},
abstract = {The present paper focuses on the thermodynamic optimization of a sub-critical ORC for heat source temperatures in the range between 80 and 150 °C. The most significant novelty of the optimization procedure is that the optimization algorithm was modified for this particular application in order to allow the swarm particles to dynamically choose the working fluid among a list of 37 candidates during their heuristic movement, by continuously and dynamically modifying the search domain of each particle iteration-by-iteration due to the different vapour saturation lines of the chosen working fluid. The significant amount of data obtained by the optimization procedure highlighted the dependency of the system efficiency on two main parameters: the Jakob number related to the optimized cycle (Jaopt) and the ratio between the critical temperature of the working fluid and the inlet heat source temperature. At closer inspection, a third new parameter Ω was identified, resulting from the combination of the previous two, whose minimization is correlated to the maximization of system efficiency. A procedure for the preliminary estimation of the optimal cycle allowing to estimate with good accuracy the Jakob number Jaopt and the corresponding value of Ω was also developed.},
keywords = {Critical temperature, Organic Rankine Cycles, PSO, System efficiency, waste heat, Working fluid},
pubstate = {published},
tppubtype = {article}
}
The present paper focuses on the thermodynamic optimization of a sub-critical ORC for heat source temperatures in the range between 80 and 150 °C. The most significant novelty of the optimization procedure is that the optimization algorithm was modified for this particular application in order to allow the swarm particles to dynamically choose the working fluid among a list of 37 candidates during their heuristic movement, by continuously and dynamically modifying the search domain of each particle iteration-by-iteration due to the different vapour saturation lines of the chosen working fluid. The significant amount of data obtained by the optimization procedure highlighted the dependency of the system efficiency on two main parameters: the Jakob number related to the optimized cycle (Jaopt) and the ratio between the critical temperature of the working fluid and the inlet heat source temperature. At closer inspection, a third new parameter Ω was identified, resulting from the combination of the previous two, whose minimization is correlated to the maximization of system efficiency. A procedure for the preliminary estimation of the optimal cycle allowing to estimate with good accuracy the Jakob number Jaopt and the corresponding value of Ω was also developed.
