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Application of Artificial Intelligence in Oilfield Operation and Intervention

机译:人工智能在油田运行与干预中的应用

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Oilfield operation and production management particularly in extreme geographic location is still a challenge from optimisation and cost-effectiveness points of view. Further, data handling and storage attract huge capital investments with little realisation of ultimate goal of effective and efficient handling and management. In this work, we propose an artificial intelligence technique of oilfield operation monitoring and intervention. Real time data generated from remote and challenging oilfields is used to decipher the performance of operational processes. We integrate the meta-heuristic optimisation searching speed of an enhanced algorithm with the robustness of fuzzy logic reasoning; based on the degree of membership functions rather than exact or extreme conditions, and the learning capability of neural networks, to derive the required intelligence. This allows a predictive and proactive intervention in oilfield operations and management.
机译:油田运营和生产管理特别是在极端地理位置仍然是优化和成本效益的观点仍然是一项挑战。此外,数据处理和存储吸引了巨大的资本投资,几乎没有实现有效和有效的处理和管理的最终目标。在这项工作中,我们提出了一种油田操作监测和干预的人工智能技术。从远程和挑战性油田产生的实时数据用于破译操作过程的性能。我们通过模糊逻辑推理的鲁棒性集成了增强算法的元启发式优化搜索速度;基于会员函数的程度而非精确或极端条件,以及神经网络的学习能力,以获得所需的智能。这允许在油田运营和管理中进行预测和主动干预。

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