Genetic algorithms optimized fuzzy controller for the indoor environmental management in buildings implemented using PLC and local operating networks.
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Ημερομηνία
2002
Συγγραφείς
Kolokotsa Dionysia
Κολοκοτσα Διονυσια
Stavrakakis Georgios
Σταυρακακης Γεωργιος
Kalaitzakis Kostas
Καλαϊτζακης Κωστας
Agoris D.
Τίτλος Εφημερίδας
Περιοδικό ISSN
Τίτλος τόμου
Εκδότης
Elsevier
Περίληψη
In this paper, an optimized fuzzy controller is presented for the control of the environmental parameters at the building zone level. The occupants’ preferences are monitored via a smart card unit. Genetic algorithm optimization techniques are applied to shift properly the membership functions of the fuzzy controller in order to satisfy the occupants’ preferences while minimizing energy consumption. The implementation of the system integrates a smart card unit, sensors, actuators, interfaces, a programmable logic controller (PLC), local operating network (LON) modules and devices, and a central PC which monitors the performance of the system. The communication of the PLC with the smart card unit is performed using an RS 485 port, while the PLC-PC communication is performed via the LON network. The integrated system is installed and tested in the building of the Laboratory of Electronics of the Technical University of Crete.
Περιγραφή
Δημοσίευση σε επιστημονικό περιοδικό
Λέξεις-κλειδιά
Fuzzy controller, Genetic algorithms, Control networks, Local operating networks, Building indoor environment management system
Παραπομπή
D. Kolokotsa, G.S. Stavrakakis, K. Kalaitzakis and D. Agoris, "Genetic algorithms optimized fuzzy controller for the indoor environmental management in buildings implemented using PLC and local operating networks," Engineering Applications of Artificial Intelligence, vol. 15, no. 5, pp. 417-428, Sept. 2002. doi:10.1016/S0952-1976(02)00090-8