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A reasoning inference making tool for recommending actions based on a hybridisation of a data driven model and knowledge based logic.

机译:一种推理推理工具,用于基于数据驱动模型和基于知识的逻辑的混合来推荐操作。

摘要

The integration of data driven models such as self-organising maps (SOMs), Kohonen maps, decision trees & neural networks with knowledge based logic models such as Bayesian networks, proxy models & expert systems. An implementation may include determining recommended action(s) using a reasoning component having a data-driven modelling portion and a knowledge-based portion. Such determining includes integrating one or more determination aspects determined by the data-driven modelling portion, and one or more additional determination aspects determined by the knowledge-based portion. Applications include suggesting recommended actions in process control, management and production environments, including oilfield production operations.
机译:数据驱动模型(如自组织图(SOM),Kohonen图,决策树和神经网络)与基于知识的逻辑模型(如贝叶斯网络,代理模型和专家系统)的集成。一种实现可以包括使用具有数据驱动的建模部分和基于知识的部分的推理组件来确定推荐动作。这种确定包括整合由数据驱动的建模部分确定的一个或多个确定方面,以及由基于知识的部分确定的一个或多个附加确定方面。应用包括建议在过程控制,管理和生产环境(包括油田生产运营)中建议采取的措施。

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