Title :
Towards an intelligent management approach for power consumption in buildings case study
Author :
Quintero M, Christian G. ; Jimenez Mares, J.R.
Author_Institution :
Univ. del Norte, Barranquilla, Colombia
Abstract :
The power consumption in buildings represent a 30-40% of the final energy usage, which is caused by: HVAC (Heating, ventilation and air conditioning), lighting and appliances with any connection to the power grid. The major challenge is to minimize the power consumption by optimizing the operation of several loads without impact in the customer´s comfort. For this purpose, the design of an Energy-Efficiency Management Model using Intelligent Systems is presented in this paper. Furthermore a comparative analysis is carried out to evaluate the power consumption performance of some Demand Side Management (DSM) techniques. In this case Direct Load Control, Load Priority and Scheduled Programming techniques using Fuzzy Logic and Artificial Neural Networks (ANN) are compared with the proposed approach. Experimental testing is performed with the consumption data base. The testing results show that energy savings can be achieved through control of the states of various loads.
Keywords :
HVAC; building management systems; control engineering computing; demand side management; energy conservation; fuzzy logic; load regulation; neural nets; power consumption; power engineering computing; power generation scheduling; power grids; ANN; DSM techniques; HVAC; air conditioning; artificial neural networks; buildings; consumption database; customer comfort; demand side management techniques; direct load control; energy savings; energy usage; energy-efficiency management model; fuzzy logic; heating; intelligent management approach; intelligent systems; lighting; load priority; power consumption performance; power grid; scheduled programming techniques; ventilation; Air conditioning; Buildings; Computers; Electricity; Energy efficiency; Microgrids; Power demand; Demand Side Management (DSM); Energy Savings; Energy-Efficiency; Microgrid;
Conference_Titel :
Informatica (CLEI), 2012 XXXVIII Conferencia Latinoamericana En
Conference_Location :
Medellin
Print_ISBN :
978-1-4673-0794-9
DOI :
10.1109/CLEI.2012.6427182