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Design of Objective Functions for Optimization of Process of Additional Oil Recovery

机译:额外采油过程优化目标函数的设计

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The problems of the engineering often are characterized to have many objectives that are in conflict and these they concern to diverse knowledge of the engineering.In this item,it is looked for to design the functions objectives for the engineering problem that is presented.Defining the criteria of design in a multi-dominion system combines different engineering fields,this a complex process that involves many variables that must be analyzed from the petroleum engineering and optimization point of view.The additional recovery processes are an example of multi-dominion for simulation.The design of a function for the optimization is in many,cases a complex procedure that implies a great amount of experience in multiple engineering fields.The production of hydrocarbons is either originated by recovery mechanisms by energy characteristic of the location(primary)or for the injection of fluids and the maintenance of pressure(secondary)which are not enough to recover all the volume of hydrocarbons of the locations.Due to the above-mentioned they are volumes feasible considerable remainders of recovering by means of well-known techniques as of improved recovery(Tertiary),which are more complex and they require of the application of new methodologies to support the taking of decisions as for the projects of additional recovery in the reservoirs.Taber,Chaumet and Cottin have defined criteria for the processes of additional oil recovery but these investigations are generic and they have been based on the experience of the authors.In this item a revision of those investigations and an analysis of behaviors of 550 fields with additional oil recovery processes(secondary and tertiary)that includes more than 80 years of experiences are made.Also,a factorial analysis based on artificial intelligence with method QFD(Quality Function Deployment)is made.The QFD method is used in this study to clarify the relation between the characteristic of the system and the system parameters.The approach used for this study is divided in the following phases:the knowledge integration of world-wide cases;statistical multivariant analyses(data mining)and matrix criteria designs definition(fuzzy neural networks)and optimization objective design functions.In conclusion,criteria of designing additional oil recovery processes,as well as processes for each reservoir,type of fluid,and type of rock were determined by artificial intelligence.The objective functions for every reservoir type and type of fluids that are essential for the process simulation were also defined.
机译:工程问题经常具有许多在冲突中的目标以及这些目标,它们关注了对工程的不同知识。在此项目中,它被寻找设计了呈现的工程问题的功能目标。定义多级别系统中的设计标准结合了不同的工程领域,这是一种复杂的过程,涉及许多必须从石油工程和优化的观点分析的变量。额外的恢复过程是用于模拟的多主机的示例。优化功能的设计在许多情况下,案例是一种复杂的程序,这些程序意味着多种工程领域的经验。烃的产生是由位置(主要)的能量特性的恢复机制起源于恢复机制注射流体和维持压力(二次),其不足以恢复所有的水电量地点的rbons.due到上述它们是通过改进恢复(第三次)的众所周知的技术来恢复的可行剩余的卷,这是更复杂的,并且它们需要应用新方法来支持对储存器中的额外恢复项目的决定,Chaumet和Cottin的额外恢复项目已经确定了额外的石油恢复过程的标准,但这些调查是通用的,他们一直是基于作者的经验。在此项目a修订这些调查和550个领域的行为分析,其中包括包含超过80年的经验的额外的石油恢复过程(中等和大专).Also,基于方法QFD方法的人工智能(质量函数部署)的因子分析是制作的。本研究中使用了QFD方法,以阐明系统的特性和系统参数之间的关系。AP用于本研究的Proach在以下阶段分开:全球案例的知识集成;统计多变量分析(数据挖掘)和矩阵标准设计定义(模糊神经网络)和优化目标设计功能。结论,设计标准,设计标准通过人工智能决定了额外的采油过程,以及每个储存器,流体类型和岩石类型的过程。还定义了每个储层类型和对过程模拟必不可少的流体类型的目标功能。

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