神经模糊系统的工业应用开发

B. Sonia, Zermane Hannane, Mouss Hayet, Bencherif Fateh
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引用次数: 0

摘要

在本文中,我们的目标是通过在故障前提供预防措施来检测估计运行时间内的恶化,并通过提供诊断和/或维护措施来对故障进行分类。为此,我们提出了一种新的基于模式识别的神经模糊辅助预后系统NFPROG (Neuro Fuzzy prognosis)。NFPROG是一款交互式仿真软件,由阿尔及利亚Batna大学自动化与生产实验室(LAP)开发。它是一种基于Elman神经网络的四层模糊感知器。该系统应用于阿尔及利亚Ain-Touta-Batna水泥制造公司的水泥生产过程(蒸煮过程)。由于本公司有一台安装配置S7-400的西门子PLC,所以选择了pcs7作为本系统的编程语言平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development of an Industrial Application with Neuro-Fuzzy Systems
In this paper, our objective is dedicated to the detection of a deterioration in the estimated operating time by giving preventive action before a failure, and the classification of breakdowns after failure by giving the action of the diagnosis and / or maintenance. For this reason, we propose a new Neuro-fuzzy assistance prognosis system based on pattern recognition called "NFPROG" (Neuro Fuzzy Prognosis). NFPROG is an interactive simulation software, developed within the Laboratory of Automation and Production (LAP) -University of Batna, Algeria. It is a four-layer fuzzy preceptor whose architecture is based on Elman neural networks. This system is applied to the cement manufacturing process (cooking process) to the cement manufacturing company of Ain-Touta-Batna, Algeria. And since this company has an installation and configuration S7-400 of Siemens PLC PCS7was chosen as a programming language platform for our system.
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