Floating offshore wind turbine;
C -Vine copula;
Surrogate model;
Monte Carlo simulation;
Fatigue reliability analysis;
SIGNIFICANT WAVE HEIGHT;
PROBABILITY ANALYSIS;
DAMAGE EVALUATION;
TIME-DOMAIN;
LOADS;
SURGES;
D O I:
10.1016/j.oceaneng.2024.119686
中图分类号:
U6 [水路运输];
P75 [海洋工程];
学科分类号:
0814 ;
081505 ;
0824 ;
082401 ;
摘要:
Fatigue reliability analysis is essential for ensuring the safe operation of floating offshore wind turbines (FOWTs) under random wind and wave loads. Traditionally, fatigue assessments are computationally expensive due to the need for numerous numerical simulations. To reduce computational costs, a fatigue reliability analysis method is proposed in the present study by implementing the surrogate model, C-vine copula, and Monte Carlo simulation. The multivariate distribution of environmental conditions is modeled using the C-vine copula and marginal mixed distribution models, while short-term fatigue damages are estimated by the surrogate model. Finally, Monte Carlo simulation is employed to assess the fatigue reliability. The proposed method is applied to evaluate fatigue reliability at three critical locations on a FOWT. Results show that both the back propagation neural network (BPNN) and the Kriging model can accurately predict short-term fatigue damage at various locations. However, the BPNN-based surrogate model is recommended for its lower computationally cost. Furthermore, the proposed method not only assesses the probability of fatigue failure at individual locations but also evaluates system-level fatigue reliability by accounting for correlation between fatigue damage at different locations.
机构:
Univ Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
Carta, J. A.
Ramirez, P.
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h-index: 0
机构:
Technol Inst Canary Isl, Dept Renewable Energies, Gran Canaria 35119, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
Ramirez, P.
Velazquez, S.
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h-index: 0
机构:
Univ Las Palmas Gran Canaria, Dept Elect & Automat Engn, Gran Canaria 35017, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
机构:
Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Chen, Yongping
Li, Jiangxia
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R China
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Li, Jiangxia
Pan, Shunqi
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Pan, Shunqi
Gan, Min
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Gan, Min
Pan, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Pan, Yi
Xie, Dongmei
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Xie, Dongmei
Clee, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
机构:
Univ Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
Carta, J. A.
Ramirez, P.
论文数: 0引用数: 0
h-index: 0
机构:
Technol Inst Canary Isl, Dept Renewable Energies, Gran Canaria 35119, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
Ramirez, P.
Velazquez, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Las Palmas Gran Canaria, Dept Elect & Automat Engn, Gran Canaria 35017, Canary Islands, SpainUniv Las Palmas Gran Canaria, Dept Mech Engn, Gran Canaria 35017, Canary Islands, Spain
机构:
Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Chen, Yongping
Li, Jiangxia
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R China
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Li, Jiangxia
Pan, Shunqi
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Pan, Shunqi
Gan, Min
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Gan, Min
Pan, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Pan, Yi
Xie, Dongmei
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Harbour Coastal & Offshore Engn, Nanjing 210098, Peoples R ChinaHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China
Xie, Dongmei
Clee, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Univ, Sch Engn, Hydro Environm Res Ctr, Cardiff CF24 3AA, WalesHohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Peoples R China