A fuzzy-logic based expert system for cupola furnaces

S. Kuppuswamy, M. Abdelrahman
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引用次数: 1

Abstract

Successful operation of a cupola furnace is highly dependent upon the mitigation of operational problems occurring in them. Cupolas rely on the experience of the operator for a smooth operation. The focus of this research is to develop a fuzzy-logic based expert system, which would provide expert advice to a cupola operator to address multiple operational problems occurring simultaneously in the cupola. An expert system for a cupola operation is not currently available. Expert sub-systems, which address individual operational problems, are developed and tested. These sub-systems are integrated using an intelligent methodology so as to provide suggestions that address multiple operational problems simultaneously. A self-corrective capability was introduced into the expert system by developing an iterative process for some vital parameters in the cupola furnace. Provisions were given to the user to prioritize the inputs and seek the pertinent suggestions from expert system. The expert system was tested on a set of operational problems. It performed satisfactorily. As expected some problems could not be addressed simultaneously as they require contradictory solutions. The user was given the ability to modify the requirements so that a solution satisfying part of the requirements can be achieved.
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基于模糊逻辑的冲天炉专家系统
冲天炉的成功运行在很大程度上依赖于在冲天炉中发生的操作问题的缓解。冲天炉的顺利操作依赖于操作人员的经验。本研究的重点是开发一个基于模糊逻辑的专家系统,该系统可以为冲天炉操作员提供专家建议,以解决冲天炉同时发生的多个操作问题。目前还没有冲天炉操作的专家系统。专家子系统,解决个别的操作问题,开发和测试。这些子系统使用智能方法集成,以便提供建议,同时解决多个操作问题。通过对冲天炉关键参数进行迭代求解,使专家系统具有自校正能力。规定了用户对输入进行排序,并向专家系统寻求针对性建议。专家系统在一系列操作问题上进行了测试。它的表现令人满意。正如预期的那样,有些问题不能同时解决,因为它们需要相互矛盾的解决办法。用户被赋予修改需求的能力,这样就可以实现满足部分需求的解决方案。
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