A cloud-based operation optimization of building energy systems using a hierarchical multi-agent control. (November 2019)
- Record Type:
- Journal Article
- Title:
- A cloud-based operation optimization of building energy systems using a hierarchical multi-agent control. (November 2019)
- Main Title:
- A cloud-based operation optimization of building energy systems using a hierarchical multi-agent control
- Authors:
- Kümpel, Alexander
Storek, Thomas
Baranski, Marc
Schumacher, Markus
Müller, Dirk - Abstract:
- Abstract: This work presents an agent-based control concept that we integrate into a cloud framework for controlling building energy systems. The agents are arranged in a hierarchical structure, where a coordinator agent sends optimized set point values to sub-agents. Each sub-agent controls a subsystem in order to reach the given set points and provides the coordinator agent with a cost function for the overall set point optimization. The multi-agent system and the building energy system exchange data via the cloud framework FIWARE. The components of the building energy system (e.g. boiler, air-handling unit) are connected to the cloud framework and send measurements (e.g. temperature values or volume flow) via a scalable IoT-Interface to the corresponding data object in the platform. The sub-agents of the agent control receive the measurements and send the calculated control action back to the corresponding components of the energy system. In a simulation study, we use the framework to control an air-handling unit. The aim of the agent control is to reach a given supply air temperature while reducing the total consumed energy. The implemented cloud-based control is capable of efficiently reaching the given temperature set points while communicating via the IoT interface.
- Is Part Of:
- Journal of physics. Volume 1343(2019)
- Journal:
- Journal of physics
- Issue:
- Volume 1343(2019)
- Issue Display:
- Volume 1343, Issue 1 (2019)
- Year:
- 2019
- Volume:
- 1343
- Issue:
- 1
- Issue Sort Value:
- 2019-1343-0001-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-11
- Subjects:
- Physics -- Congresses
530.5 - Journal URLs:
- http://www.iop.org/EJ/journal/1742-6596 ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1742-6596/1343/1/012053 ↗
- Languages:
- English
- ISSNs:
- 1742-6588
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5036.223000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 14067.xml