An improved PSO method for optimal design of subsea oil pipelines

被引:37
|
作者
Zhang, Haoran [1 ]
Liang, Yongtu [1 ]
Ma, Jing [1 ]
Shen, Yun [1 ]
Yan, Xiaohan [1 ]
Yuan, Meng [1 ]
机构
[1] China Univ Petr, Beijing Key Lab Urban Oil & Gas Distribut Technol, Natl Engn Lab Pipeline Safety, Fuxue Rd 18, Beijing 102249, Peoples R China
基金
中国国家自然科学基金;
关键词
Subsea pipeline; Integer optimum design; Improved particle swarm optimization; Monte Carlo method; PARTICLE SWARM;
D O I
10.1016/j.oceaneng.2017.06.023
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
The construction cost of subsea oil pipelines takes rather high portion in the overall developing investment in offshore oilfield, thus an effective design of subsea oil pipelines is one of the main measurements to decrease the cost in offshore oilfield. In this paper, a new method for design and optimization of subsea pipelines is proposed, which conjunctly analyzes thermal-hydraulic performance and structural integrity, and uniformly solves main parameters for pipeline design, such as internal diameter, wall thickness, insulation layer thickness and pipeline inlet pressure and temperature. A complex non-linear mathematical model is established to minimize the total construction investment and operation costs while ensuring that the system meets minimum structural integrity standards and operation requirements over its anticipated service life; the model also analyzes the uncertainties in operation parameters, such as environmental temperature, overburden pressure and delivery flow fluctuations. Four multi-swarm cooperative improved particle swarm optimization algorithms (MC-GPSO, MC-LPSO, MC-FIPSO and MC-SLPSO) are employed for calculation. Monte Carlo method is introduced into the algorithms to determine the uncertain parameters. Through comparison, MC-SLPSO algorithm can optimally solve this type of model when 5 slave swarms are employed. Finally, a virtual oil pipeline and a practical multiphase subsea pipeline are set as two examples to demonstrate the performance of the optimization schemes.
引用
收藏
页码:154 / 163
页数:10
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