SMART MATERIALS AND NONDESTRUCTIVE EVALUATION FOR ENERGY SYSTEMS 2017
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2017年
/
10171卷
关键词:
Decision tree analysis;
pre-posterior Bayesian analysis;
scheduling optimization;
structural health monitoring;
wind turbines;
OPTIMUM INSPECTION;
MAINTENANCE;
RISK;
OPTIMIZATION;
FRAMEWORK;
OPERATION;
D O I:
10.1117/12.2257935
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
Optimization of the life-cycle costs and reliability of offshore wind turbines (OWTs) is an area of immense interest due to the widespread increase in wind power generation across the world. Most of the existing studies have used structural reliability and the Bayesian pre-posterior analysis for optimization. This paper proposes an extension to the previous approaches in a framework for probabilistic optimization of the total life-cycle costs and reliability of OWTs by combining the elements of structural reliability/risk analysis (SRA), the Bayesian pre-posterior analysis with optimization through a genetic algorithm (GA). The SRA techniques are adopted to compute the probabilities of damage occurrence and failure associated with the deterioration model. The probabilities are used in the decision tree and are updated using the Bayesian analysis. The output of this framework would determine the optimal structural health monitoring and maintenance schedules to be implemented during the life span of OWTs while maintaining a trade-off between the life-cycle costs and risk of the structural failure. Numerical illustrations with a generic deterioration model for one monitoring exercise in the life cycle of a system are demonstrated. Two case scenarios, namely to build initially an expensive and robust or a cheaper but more quickly deteriorating structures and to adopt expensive monitoring system, are presented to aid in the decision-making process.
机构:
Univ Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, SpainUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Vidal, Yolanda
Aquino, Gabriela
论文数: 0引用数: 0
h-index: 0
机构:
Benemerita Univ Autonoma Puebla BUAP, Fac Ciencias Elect FCE, Ave San Claudio & 18 Sur,Ciudad Univ, Puebla 72570, MexicoUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Aquino, Gabriela
Pozo, Francesc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, SpainUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Pozo, Francesc
Moises Gutierrez-Arias, Jose Eligio
论文数: 0引用数: 0
h-index: 0
机构:
Benemerita Univ Autonoma Puebla BUAP, Fac Ciencias Elect FCE, Ave San Claudio & 18 Sur,Ciudad Univ, Puebla 72570, MexicoUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
机构:
Univ ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, EcuadorUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador
Valdez-Yepez, Rhandall
Tutiven, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Escuela Super Politecn Litoral ESPOL, Fac Mech Engn & Prod Sci, Mechatron Engn, Campus Gustavo Galindo Km 30-5 Via Perimetral,POB, Guayaquil, EcuadorUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador
Tutiven, Christian
Vidal, Yolanda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Catalunya UPC, Dept Math, Escola Engn Barcelona Est EEBE, Control Data & Artificial Intelligence, Campus Diagonal Besos CDB, Barcelona 08019, Spain
BarcelonaTech, Inst Matemat UPC, IMTech, Pau Gargallo 14, Barcelona 08028, SpainUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador
机构:
Univ Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, SpainUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Vidal, Yolanda
Aquino, Gabriela
论文数: 0引用数: 0
h-index: 0
机构:
Benemerita Univ Autonoma Puebla BUAP, Fac Ciencias Elect FCE, Ave San Claudio & 18 Sur,Ciudad Univ, Puebla 72570, MexicoUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Aquino, Gabriela
Pozo, Francesc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, SpainUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
Pozo, Francesc
Moises Gutierrez-Arias, Jose Eligio
论文数: 0引用数: 0
h-index: 0
机构:
Benemerita Univ Autonoma Puebla BUAP, Fac Ciencias Elect FCE, Ave San Claudio & 18 Sur,Ciudad Univ, Puebla 72570, MexicoUniv Politecn Catalunya UPC, Escola Engn Barcelona Est EEBE, Dept Math, Control Modeling Identificat & Applicat CoDAlab, Campus Diagonal Besos CDB,Eduard Maristany 16, Barcelona 08019, Spain
机构:
Univ ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, EcuadorUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador
Valdez-Yepez, Rhandall
Tutiven, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Escuela Super Politecn Litoral ESPOL, Fac Mech Engn & Prod Sci, Mechatron Engn, Campus Gustavo Galindo Km 30-5 Via Perimetral,POB, Guayaquil, EcuadorUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador
Tutiven, Christian
Vidal, Yolanda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Catalunya UPC, Dept Math, Escola Engn Barcelona Est EEBE, Control Data & Artificial Intelligence, Campus Diagonal Besos CDB, Barcelona 08019, Spain
BarcelonaTech, Inst Matemat UPC, IMTech, Pau Gargallo 14, Barcelona 08028, SpainUniv ECOTEC, Fac Ingn, Mecatron, EC-092303 Samborondon, Ecuador