Multi Objective Wind Farm Layout Optimization Considering Energy Generation and Noise Propagation With NSGA IISource: Journal of Mechanical Design:;2014:;volume( 136 ):;issue: 009::page 91010Author:Yin Kwong, Wing
,
Yun Zhang, Peter
,
Romero, David
,
Moran, Joaquin
,
Morgenroth, Michael
,
Amon, Cristina
DOI: 10.1115/1.4027847Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Recently, the environmental impact of wind farms has been receiving increasing attention. As land is more extensively exploited for onshore wind farms, they are more likely to be in proximity with human dwellings, increasing the likelihood of a negative health impact. Noise generation and propagation remain an important concern for wind farm's stakeholders, as compliance with mandatory noise limits is an integral part of the permitting process. In contrast to previous work that included noise only as a design constraint, this work presents continuouslocation models for layout optimization that take noise and energy as objective functions, in order to fully characterize the design and performance spaces of the wind farm layout optimization (WFLOP) problem. Based on Jensen's wake model and ISO96132 noise calculations, singleand multiobjective genetic algorithms (GAs) are used to solve the optimization problem. Results from this biobjective optimization model illustrate the tradeoff between energy generation and noise production by identifying several key parts of Pareto frontiers. In particular, it was observed that different regions of a Pareto front correspond to markedly different turbine layouts. The implications of noise regulation policy—in terms of the actual noise limit—on the design of wind farms are discussed, particularly in relation to the entire spectrum of design options.
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| contributor author | Yin Kwong, Wing | |
| contributor author | Yun Zhang, Peter | |
| contributor author | Romero, David | |
| contributor author | Moran, Joaquin | |
| contributor author | Morgenroth, Michael | |
| contributor author | Amon, Cristina | |
| date accessioned | 2017-05-09T01:10:42Z | |
| date available | 2017-05-09T01:10:42Z | |
| date issued | 2014 | |
| identifier issn | 1050-0472 | |
| identifier other | md_136_09_091010.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl/handle/yetl/155692 | |
| description abstract | Recently, the environmental impact of wind farms has been receiving increasing attention. As land is more extensively exploited for onshore wind farms, they are more likely to be in proximity with human dwellings, increasing the likelihood of a negative health impact. Noise generation and propagation remain an important concern for wind farm's stakeholders, as compliance with mandatory noise limits is an integral part of the permitting process. In contrast to previous work that included noise only as a design constraint, this work presents continuouslocation models for layout optimization that take noise and energy as objective functions, in order to fully characterize the design and performance spaces of the wind farm layout optimization (WFLOP) problem. Based on Jensen's wake model and ISO96132 noise calculations, singleand multiobjective genetic algorithms (GAs) are used to solve the optimization problem. Results from this biobjective optimization model illustrate the tradeoff between energy generation and noise production by identifying several key parts of Pareto frontiers. In particular, it was observed that different regions of a Pareto front correspond to markedly different turbine layouts. The implications of noise regulation policy—in terms of the actual noise limit—on the design of wind farms are discussed, particularly in relation to the entire spectrum of design options. | |
| publisher | The American Society of Mechanical Engineers (ASME) | |
| title | Multi Objective Wind Farm Layout Optimization Considering Energy Generation and Noise Propagation With NSGA II | |
| type | Journal Paper | |
| journal volume | 136 | |
| journal issue | 9 | |
| journal title | Journal of Mechanical Design | |
| identifier doi | 10.1115/1.4027847 | |
| journal fristpage | 91010 | |
| journal lastpage | 91010 | |
| identifier eissn | 1528-9001 | |
| tree | Journal of Mechanical Design:;2014:;volume( 136 ):;issue: 009 | |
| contenttype | Fulltext |