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Thermal insulation of subsea pipelines for different materials

机译:不同材料海底管道的保温

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摘要

Thermal insulation is widely used in offshore oil production for flow assurance design. Research efforts have concentrated on the thermal and mechanical properties of the insulation material, but few publications have focused on the optimization of the insulation. For certain subsea production systems, several optional insulation materials are available. The distribution of insulation along a subsea system to fulfill thermal requirements is not unique to each insulation material. Manually defined insulation designs often lead to a conservative approach that consumes more material than necessary. To find the most economical design, an optimization method combined with machine learning techniques is presented. A subsea production system using different insulation materials is assessed in the case study and optimization results are discussed. Four different insulation materials are used, and 2000 models are simulated for each material to prepare the training data for the machine learning algorithm. The trained algorithm is able to predict the minimum temperature of the system with an error smaller than 5.5%. Genetic algorithm and particle swarm optimization are used to find the most efficient insulation distribution for each material. The optimized costs related to each insulation material are then compared. The results show that the proposed method is capable of defining material and thickness variations throughout the subsea system with the aim of reducing costs.
机译:保温绝缘广泛用于海上石油生产以进行流量保证设计。研究努力集中在绝缘材料的热量和机械性能上,但很少有出版物集中在绝缘材料的优化上。对于某些海底生产系统,可以使用几种可选的绝缘材料。沿海底系统的绝缘分布以满足热要求对每个绝缘材料不是独特的。手动定义的绝缘设计通常导致保守的方法,这些方法消耗更多的材料而不是必要的。为了找到最经济的设计,提出了一种优化方法与机器学习技术相结合。在案例研究中评估了使用不同绝缘材料的海底生产系统,讨论了优化结果。使用四种不同的绝缘材料,为每种材料模拟2000种型号,以准备机器学习算法的训练数据。训练有素的算法能够预测系统的最小温度,误差小于5.5%。遗传算法和粒子群优化用于找到每种材料的最有效的绝缘分布。然后比较与每个绝缘材料相关的优化成本。结果表明,该方法能够在整个海底系统中定义材料和厚度变化,目的是降低成本。

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