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An integrated expert system/operations research approach for natural gas pipeline operations optimization

机译:天然气管道运行优化的集成专家系统/运筹学方法

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Most of the process control and monitoring problems cannot be solved by either operations research (OR) or expert systems (ES) techniques alone. We present an integrated approach in which expert systems and operations research techniques complement each other for optimizing natural gas pipeline operations. Typically, expert systems are used in problems where mathematical calculations cannot but the knowledge of an experienced human expert can provide a satisfactory solution. The ES approach has shown exceptional performance in process control and monitoring when the working knowledge of the system is non-linear and incomplete. The OR approach, on the other hand, can be used to handle problems in which well constructed mathematical models are available or can be developed.
机译:大多数过程控制和监视问题都不能仅通过运筹学(OR)或专家系统(ES)的技术来解决。我们提出了一种集成方法,其中专家系统和运筹学技术可以相互补充,以优化天然气管道的运维。通常,专家系统用于无法进行数学计算但只有经验丰富的人类专家才能提供令人满意的解决方案的问题中。当系统的工作知识是非线性的和不完整的时,ES方法在过程控制和监视中表现出卓越的性能。另一方面,“或”方法可用于处理可用的或可开发的结构良好的数学模型的问题。

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