Distributed artificial bee colony approach for connected appliances in smart home energy management system. Issue 6 (3rd January 2020)
- Record Type:
- Journal Article
- Title:
- Distributed artificial bee colony approach for connected appliances in smart home energy management system. Issue 6 (3rd January 2020)
- Main Title:
- Distributed artificial bee colony approach for connected appliances in smart home energy management system
- Authors:
- Bui, Khac‐Hoai N.
Agbehadji, Israel E.
Millham, Richard
Camacho, David
Jung, Jason J. - Other Names:
- Gonzalez‐Pardo Antonio guestEditor.
Tallón‐Ballesteros Antonio J. guestEditor.
Yin Hujun guestEditor.
Cortez Paulo guestEditor.
Bifet Albert guestEditor. - Abstract:
- Abstract: In this study, we propose a computational intelligence model for the Internet of Things applications by applying the concept of swarm intelligence (SI) into connected devices. Particularly, decentralized management of smart home energy management system (HEMS) is taken into account in which connected appliances, by sharing information with each other, make the individual decisions for optimizing electricity prices of smart HEMS. Specifically, the study includes two main issues: (a) We propose a framework for decentralized management in smart HEMS; and (b) artificial bee colony (ABC) algorithm, a typical algorithm of SI techniques, has been applied for connected appliances in terms of communication and collaboration with each other to optimize the performance of the energy management system. Moreover, regarding the implementation, we develop and simulate a connected environment of smart home systems to evaluate the proposed approach. The simulation indicates the promising results in terms of optimizing the load balancing problem comparing with the conventional approach of the decentralized management system in smart home applications.
- Is Part Of:
- Expert systems. Volume 37:Issue 6(2020)
- Journal:
- Expert systems
- Issue:
- Volume 37:Issue 6(2020)
- Issue Display:
- Volume 37, Issue 6 (2020)
- Year:
- 2020
- Volume:
- 37
- Issue:
- 6
- Issue Sort Value:
- 2020-0037-0006-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-01-03
- Subjects:
- artificial ant colony algorithm -- connected appliances -- decentralized optimization method -- Internet of Things -- smart home energy management system -- swarm intelligence
Expert systems (Computer science)
006.33 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1468-0394 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/exsy.12521 ↗
- Languages:
- English
- ISSNs:
- 0266-4720
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3842.004000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 15072.xml