A Day Ahead Electrical Appliance Planning of Residential Units in a Smart Home Network Using ITS-BF Algorithm. (30th October 2022)
- Record Type:
- Journal Article
- Title:
- A Day Ahead Electrical Appliance Planning of Residential Units in a Smart Home Network Using ITS-BF Algorithm. (30th October 2022)
- Main Title:
- A Day Ahead Electrical Appliance Planning of Residential Units in a Smart Home Network Using ITS-BF Algorithm
- Authors:
- Dashtaki, Amir Ali
Khaki, Morteza
Zand, Mohammad
Nasab, Mostafa Azimi
Sanjeevikumar, P.
Samavat, Tina
Nasab, Morteza Azimi
Khan, Baseem - Other Names:
- Grillo Samuele Academic Editor.
- Abstract:
- Abstract : The concept of energy management in smart homes has received increasing attention in recent years, particularly on issues such as creating a balance between user privacy and reducing energy costs. Accordingly, this article proposes a user-oriented multi-objective approach, which minimizes energy costs and maximizes consumer privacy. In addition, a home energy management system is suggested for smart homes to optimize the energy consumption pattern of appliances. On the other hand, considering challenges in energy management of smart homes, the concept of demand-side management (DSM) is introduced. The objective of the proposed method is to reduce energy consumption to lower consumers' electricity bills. Also, it improves user comfort (UC) in average waiting time conditions. In this research, a smart home equipped with an energy management system and smart home appliances that can inject electric power into the upstream network is considered the main system. This framework leads to a multi-objective optimization problem in which the two objectives mentioned above are considered two separate dimensions. To solve the problem, an ITS-BF Algorithm is used, which employs a random search to schedule home appliances and batteries based on the application of flexible devices in smart homes. The case studies show that the proposed method can considerably respect and satisfy users' privacy and reduce the energy cost to an acceptable level. Finally, the numerical resultsAbstract : The concept of energy management in smart homes has received increasing attention in recent years, particularly on issues such as creating a balance between user privacy and reducing energy costs. Accordingly, this article proposes a user-oriented multi-objective approach, which minimizes energy costs and maximizes consumer privacy. In addition, a home energy management system is suggested for smart homes to optimize the energy consumption pattern of appliances. On the other hand, considering challenges in energy management of smart homes, the concept of demand-side management (DSM) is introduced. The objective of the proposed method is to reduce energy consumption to lower consumers' electricity bills. Also, it improves user comfort (UC) in average waiting time conditions. In this research, a smart home equipped with an energy management system and smart home appliances that can inject electric power into the upstream network is considered the main system. This framework leads to a multi-objective optimization problem in which the two objectives mentioned above are considered two separate dimensions. To solve the problem, an ITS-BF Algorithm is used, which employs a random search to schedule home appliances and batteries based on the application of flexible devices in smart homes. The case studies show that the proposed method can considerably respect and satisfy users' privacy and reduce the energy cost to an acceptable level. Finally, the numerical results obtained from the simulation have been analyzed to evaluate the proposed method's efficiency. The simulation results show that an ITS-BF algorithm performs better than the existing methods in reducing costs and waiting time. … (more)
- Is Part Of:
- International transactions on electrical energy systems. Volume 2022(2022)
- Journal:
- International transactions on electrical energy systems
- Issue:
- Volume 2022(2022)
- Issue Display:
- Volume 2022, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 2022
- Issue:
- 2022
- Issue Sort Value:
- 2022-2022-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-10-30
- Subjects:
- Electric power -- Periodicals
Electric power systems -- Periodicals
Electrical engineering -- Periodicals
621.3 - Journal URLs:
- http://www3.interscience.wiley.com/cgi-bin/jtoc/106562716/all ↗
http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2050-7038 ↗
https://www.hindawi.com/journals/itees/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1155/2022/2549887 ↗
- Languages:
- English
- ISSNs:
- 2050-7038
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24378.xml