Extremes of Nonlinear Vibration: Comparing Models Based on Moments, L Moments, and Maximum EntropySource: Journal of Offshore Mechanics and Arctic Engineering:;2013:;volume( 135 ):;issue: 002::page 21602DOI: 10.1115/1.4007050Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Wind and wave loads on offshore structures show nonlinear effects, which require nonGaussian statistical models. Here we critically review the behavior of various nonGaussian models. We first survey momentbased models; in particular, the fourmoment “Hermite†model, a cubic transformation often used in wind and wave applications. We then derive an “LHermite†model, an alternative cubic transformation calibrated by the response “Lmoments†rather than its ordinary statistical moments. These Lmoments have recently found increasing use, in part because they show less sensitivity to distribution tails than ordinary moments. We find here, however, that these Lmoments may not convey sufficient information to accurately estimate extreme response statistics. Finally, we show that fourmoment maximum entropy models, also applied in the literature, may be inappropriate to model broaderthanGaussian cases (e.g., responses to wind and wave loads).
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| contributor author | Winterstein, Steven R. | |
| contributor author | MacKenzie, Cameron A. | |
| date accessioned | 2017-05-09T01:02:03Z | |
| date available | 2017-05-09T01:02:03Z | |
| date issued | 2013 | |
| identifier issn | 0892-7219 | |
| identifier other | omae_135_2_021602.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl/handle/yetl/152962 | |
| description abstract | Wind and wave loads on offshore structures show nonlinear effects, which require nonGaussian statistical models. Here we critically review the behavior of various nonGaussian models. We first survey momentbased models; in particular, the fourmoment “Hermite†model, a cubic transformation often used in wind and wave applications. We then derive an “LHermite†model, an alternative cubic transformation calibrated by the response “Lmoments†rather than its ordinary statistical moments. These Lmoments have recently found increasing use, in part because they show less sensitivity to distribution tails than ordinary moments. We find here, however, that these Lmoments may not convey sufficient information to accurately estimate extreme response statistics. Finally, we show that fourmoment maximum entropy models, also applied in the literature, may be inappropriate to model broaderthanGaussian cases (e.g., responses to wind and wave loads). | |
| publisher | The American Society of Mechanical Engineers (ASME) | |
| title | Extremes of Nonlinear Vibration: Comparing Models Based on Moments, L Moments, and Maximum Entropy | |
| type | Journal Paper | |
| journal volume | 135 | |
| journal issue | 2 | |
| journal title | Journal of Offshore Mechanics and Arctic Engineering | |
| identifier doi | 10.1115/1.4007050 | |
| journal fristpage | 21602 | |
| journal lastpage | 21602 | |
| identifier eissn | 1528-896X | |
| tree | Journal of Offshore Mechanics and Arctic Engineering:;2013:;volume( 135 ):;issue: 002 | |
| contenttype | Fulltext |