Optimum layout design of onshore wind farms considering stochastic loading. (October 2015)
- Record Type:
- Journal Article
- Title:
- Optimum layout design of onshore wind farms considering stochastic loading. (October 2015)
- Main Title:
- Optimum layout design of onshore wind farms considering stochastic loading
- Authors:
- Kallioras, Nikos Ath.
Lagaros, Nikos D.
Karlaftis, Matthew G.
Pachy, Paraskevi - Abstract:
- Highlights: Wind load simulation using stochastic fields. Two formulations for the problem of optimum layout design of onshore wind farms. Consideration of the wake effect along various wind directions. Discrete variant the harmony search algorithm. Abstract: Renewable energy technologies are developing rapidly, while in the last decade great interest is encountered in the use of wind energy, especially due to the energy crisis and serious environmental problems appeared from the use of fossil fuels and therefore a large number of wind farms have been installed around the world. On the other hand the ability of nature inspired algorithms to efficiently handle combinatorial optimization problems was proved by their successful implementation in many fields of engineering sciences. In this study, a new problem formulation for the optimum layout design of onshore wind farms is presented, where the wind load is implemented using stochastic fields. For this purpose, a metaheuristic search algorithm based on a discrete variant of the harmony search method is used for solving the problem at hand. The farm layout problem is by nature a constrained optimization problem, and the contribution of the wake effects is significant; therefore, in two formulations presented in this study the influence of wind direction is also taken into account and compared with the scenario that the wake effect is ignored. The results of this study proved the applicability of the proposed formulations andHighlights: Wind load simulation using stochastic fields. Two formulations for the problem of optimum layout design of onshore wind farms. Consideration of the wake effect along various wind directions. Discrete variant the harmony search algorithm. Abstract: Renewable energy technologies are developing rapidly, while in the last decade great interest is encountered in the use of wind energy, especially due to the energy crisis and serious environmental problems appeared from the use of fossil fuels and therefore a large number of wind farms have been installed around the world. On the other hand the ability of nature inspired algorithms to efficiently handle combinatorial optimization problems was proved by their successful implementation in many fields of engineering sciences. In this study, a new problem formulation for the optimum layout design of onshore wind farms is presented, where the wind load is implemented using stochastic fields. For this purpose, a metaheuristic search algorithm based on a discrete variant of the harmony search method is used for solving the problem at hand. The farm layout problem is by nature a constrained optimization problem, and the contribution of the wake effects is significant; therefore, in two formulations presented in this study the influence of wind direction is also taken into account and compared with the scenario that the wake effect is ignored. The results of this study proved the applicability of the proposed formulations and the efficiency of combining metaheuristic optimization with stochastic wind loading for dealing with the problem of optimal layout design of wind farms. … (more)
- Is Part Of:
- Advances in engineering software. Volume 88(2015)
- Journal:
- Advances in engineering software
- Issue:
- Volume 88(2015)
- Issue Display:
- Volume 88, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 88
- Issue:
- 2015
- Issue Sort Value:
- 2015-0088-2015-0000
- Page Start:
- 8
- Page End:
- 20
- Publication Date:
- 2015-10
- Subjects:
- Wind farm design optimization -- Layout design problem -- Wake effect -- Stochastic wind loads -- Harmony search -- Real world test case
Computer-aided engineering -- Periodicals
Engineering -- Computer programs -- Periodicals
Engineering -- Software -- Periodicals
Periodicals
620.0028553 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09659978 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.advengsoft.2015.05.002 ↗
- Languages:
- English
- ISSNs:
- 0965-9978
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0705.450000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 8941.xml