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首页> 外文期刊>Desalination: The International Journal on the Science and Technology of Desalting and Water Purification >Global optimal design of reverse osmosis networks for seawater desalination:modeling and algorithm
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Global optimal design of reverse osmosis networks for seawater desalination:modeling and algorithm

机译:海水淡化反渗透网络的全局优化设计:建模与算法

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A novel global optimization algorithm to solve nonconvex problem is used to find the global optimal design of reverse osmosis networks for seawater desalination.The objective is to determine the optimal process design and operating conditions for a given water production.The networks were designed by using hollow fiber reverse osmosis modules.The Kimura-Sourirajan model was used for describing transport phenomena of solute and water transport through the membrane.The concentration polarization phenomenon has been taken into account.It was mathematically described using the film theory.The objective function to be minimized is the cost,which includes capital investment (membrane cost,pumping and energy recovery system,intake and pre-treatment systems,etc.) and operation and maintenance costs (membrane replacement,chemical treatment,spares,required and recovered energy,etc.).The proposed algorithm is deterministic and attains finite convergence to the global optimum.It is iterative and a main problem is solved each iteration.The main problem has convex constraints and a nonconvex objective function.The main problem solution indicates either a better solution for the original problem,or a region which can be discarded.Therefore,the feasible region to improve the objective function is reduced each iteration.The algorithm finishes when the whole region has been analysed and discarded.A bound reduction technique is performed in order to accelerate the convergence speed.The algorithm shows a good performance and efficient execution time.Different cases are solved in order to show the methodology and computational performance.
机译:一种新颖的求解非凸问题的全局优化算法被用于寻找海水淡化反渗透网络的全局最优设计,目的是确定给定产水量的最佳工艺设计和运行条件。纤维反渗透模块,使用Kimura-Sourirajan模型描述溶质和水通过膜的迁移现象,考虑了浓差极化现象,使用薄膜理论对其进行数学描述,以最小化目标函数是成本,包括资本投资(膜成本,泵和能量回收系统,进料和预处理系统等)以及运营和维护成本(膜置换,化学处理,备件,需要和回收的能源等)所提出的算法是确定性的,并且达到全局最优解的有限收敛性。每次迭代都解决主要问题。主要问题具有凸约束和非凸目标函数。主要问题解决方案表示对原始问题的较好解决方案或可以丢弃的区域。因此,有一个可行的区域可以改善目标每次迭代减少函数,算法完成对整个区域的分析和丢弃后完成,执行了边界约简技术以加快收敛速度​​,算法表现出良好的性能和高效的执行时间,依次解决了各种情况展示方法和计算性能。

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