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发酵过程酵母浓度的软测量 被引量:5

Soft Sensor Technique Applied to Yeast Concentration in the Commercial Fermentation
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摘要  针对发酵过程酵母浓度的测量,提出一种基于支持向量机的软测量建模方法。仿真证明,该方法比典型的RBF神经网络软测量有着明显的优势,对于实现发酵过程自动控制和优化运行有着重大的意义。 This article presents a soft sensor modeling via support vector machine considering the problem of yeast concentration in the commercial fermentation. Experiments show that the SVM-based soft sensor has the evident advantage than the RBF-based soft sensor. The SVM-based soft sensor is of important significance for the automatic control and optimal running in the commercial fermentation.
出处 《化工自动化及仪表》 EI CAS 北大核心 2004年第5期49-50,共2页 Control and Instruments in Chemical Industry
基金 "十五"国家科技攻关计划项目(2001BA201A04)
关键词 酵母菌体浓度 软测量 径向基神经网络 支持向量机 yeast concentration soft sensor RBF neural networks SVM
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参考文献5

  • 1Wang X,Luo R,Shao H.Designing a Soft Sensor for Distillation Column with the Fuzzy Distributed Radial Basis Function Neural Networks[J].Proceedings of the 35th IEEE Conference on Decision and Control,1996,2:1714-1719.
  • 2Brosilow C B,Joseph B.Inferential Control of Process[J].AIChE J,1978,24(3):485-509.
  • 3McAvoy T J.Contemplative Stance for Chemical Process[J].Automatica,1992,28(2):441-442.
  • 4Warnes M R,Glassey J,Montague G A.On Data-based Modeling Techniques for Fermentation Processes[J].Process Biochem,1996,31(1):147-155.
  • 5Luo J,Shao H.Soft Sensor Modeling Using Neurofuzzy System Based on Rough Set Theory[J].Proceedings of the American Control Conference,2002,543-548.

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