Simulation Based Energy Control and Comfort Management in Buildings Using Multi-Objective Optimization Routine

被引:4
|
作者
Harish, V. S. K. V. [1 ]
Kumar, Arun [2 ]
机构
[1] Pandit Deendayal Petr Univ, Dept Elect Engn Sch Technol, Gandhinagar 382007, Gujarat, India
[2] Indian Inst Technol, Dept Hydro & Renewable Energy, Roorkee 247667, Uttarakhand, India
关键词
Building energy model; Multi-objective optimization; Genetic algorithm; Particle swarm optimization; Pareto-front; Occupancy; comfort; MODEL;
D O I
10.33889/IJMEMS.2020.5.6.098
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Building energy management systems with high-level of sophistication have to control and manage a large set of actuators and other equipment and evaluate performance of each and every-subsystem on periodic basis. In the present study, a control algorithm has been developed as an engineered solution for intelligent energy control and comfort management in buildings. A hybrid genetic algorithm - particle swarm optimization based multi-objective optimization routine is developed to compute the optimal set-point level of heating, ventilation, and air conditioning and lighting systems with a view to balancing energy consumption and occupants' comfort. Occupants' comfort is evaluated for indoor air quality as CO2 concentration, thermal and visual comfort. Case studies with a different set of optimal parameters have been worked out to calculate the amount of energy consumed as well as comfort level achieved. Overall occupants' comfort was improved by 17% and daily, weekly and monthly building energy consumption was reduced by 2.5%, 7.7%, and 17.9%, respectively. The developed intelligent control strategy can be integrated with building automation systems to achieve finely tuned real-time optimized comfort management
引用
收藏
页码:1324 / 1332
页数:9
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