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An Embedded Platform for Testbed Implementation of Multi-Agent System in Building Energy Management System
- Source :
- Energies, Volume 12, Issue 19, Energies, Vol 12, Iss 19, p 3655 (2019)
- Publication Year :
- 2019
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2019.
-
Abstract
- This paper presents a hardware testbed for testing the building energy management system (BEMS) based-on the multi agent system (MAS). The objective of BEMS is to maximize user comfort while minimizing the energy extracted from the grid. The proposed system implements a multi-objective optimization technique using a genetic algorithm (GA) and the fuzzy logic controller (FLC) to control the room temperature and illumination setpoints. The agents are implemented on the low cost embedded systems equipped with the WiFi communication for communicating between the agents. The photovoltaic (PV)-battery system, the air conditioning system, the lighting system, and the electrical loads are modeled and simulated on the embedded hardware. The popular communication protocols such as Message Queuing Telemetry Transport (MQTT) and Modbus TCP/IP are adopted for integrating the proposed MAS with the existing infrastructures and devices. The experimental results show that the sampling time of the proposed system is 16.50 s. Therefore it is suitable for implementing the BEMS in a real-time where the data are updated in an hourly or minutely basis. Further, the proposed optimization technique shows better results in optimizing the comfort index and the energy extracted from the grid compared to the existing methods.
- Subjects :
- Control and Optimization
BEMS
Computer science
020209 energy
Energy Engineering and Power Technology
02 engineering and technology
lcsh:Technology
embedded system
0202 electrical engineering, electronic engineering, information engineering
genetic algorithm
Electrical and Electronic Engineering
Engineering (miscellaneous)
Modbus
Building management system
MQTT
lcsh:T
Renewable Energy, Sustainability and the Environment
business.industry
Multi-agent system
020208 electrical & electronic engineering
Photovoltaic system
Testbed
Grid
MAS
multi-objective optimization
Air conditioning
Embedded system
Communications protocol
business
Message queue
Energy (miscellaneous)
Subjects
Details
- Language :
- English
- ISSN :
- 19961073
- Database :
- OpenAIRE
- Journal :
- Energies
- Accession number :
- edsair.doi.dedup.....4e520dff375be83a81a2b0a45337bdd3
- Full Text :
- https://doi.org/10.3390/en12193655