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Research on intelligent decision-making system for selecting development method of heavy oil reservoir

机译:选择稠油油藏开发方法的智能决策系统研究

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Choosing the right development method is to determine whether or not the heavy oil reservoirs can development successfully. At present, the development method of heavy oil is decided by experts of heavy oil reservoir development. So, different experts may obtain different results, which can't avoid the subjectivity brought by experts. To the problem, the paper established an intelligent decision-making system applied expert system and neural network to select the development method of heavy oil reservoir intelligently. Expert system play the role of summarizing and working up experiential knowledge of heavy oil reservoir development by knowledge base and the role of simulating experts' thinking process by inference engine. In the knowledge of KB, the weight of the sensitivity parameters of the heavy oil reservoir that affect the selecting significantly can not be accurately man-made determined. The article introduced three lays of neural network system to obtain the trusty weight through training a large number of samples. The Intelligent decision-making system for selecting development method of heavy oil reservoir combined expert system and neural network not only make use of expert's valuable knowledge effectively, but also avoided the subjectivity brought by experts. The result of proven examples showed that the intelligent decision-making system can select the development method of heavy oil reservoir rapidly and scientifically.
机译:选择正确的开发方法是确定稠油油藏能否成功开发。目前,稠油的开发方法是由稠油油藏开发专家决定的。因此,不同的专家可能会得到不同的结果,这不可避免地避免了专家带来的主观性。针对这一问题,本文建立了应用专家系统和神经网络的智能决策系统,以智能地选择稠油油藏的开发方法。专家系统的作用是通过知识库来总结和积累有关稠油油藏开发的经验知识,并通过推理机来模拟专家的思维过程。根据KB的知识,不能准确地人为确定重油储层敏感性参数的权重,这些权重会显着影响选择。本文介绍了三层神经网络系统,通过训练大量样本来获得可信度。专家系统与神经网络相结合的智能油藏开发方法选择智能决策系统,不仅有效利用了专家的宝贵知识,而且避免了专家带来的主观性。实例结果表明,智能决策系统可以快速,科学地选择稠油油藏的开发方法。

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