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反向传播神经网络 (BPNN) 预测模型与产甲烷相反应器处理中药废水 (TCMW) 的控制策略。

Back propagation neural network (BPNN) prediction model and control strategies of methanogen phase reactor treating traditional Chinese medicine wastewater (TCMW).

机构信息

Harbin Engineering University, Hei Long-Jiang Province, China.

出版信息

J Biotechnol. 2009 Oct 12;144(1):70-4. doi: 10.1016/j.jbiotec.2009.08.014. Epub 2009 Sep 2.

DOI:10.1016/j.jbiotec.2009.08.014
PMID:19732800
Abstract

Based on the prototype experiment of treating herb wastewater by Up flow Anaerobic Sludge Bed and Anaerobic Filter reactor (UASBAF), an artificial neural network (ANN) model which adopts a back propagation algorithm with momentum and adaptive learning rate was established. And the effect of each parameter to the performance of the reactor was compared, using the method of partitioning connection weights (PCW). The result is pH values>influent of chemical oxygen demand (COD)>hydraulic retention time (HRT)>alkalinity. In addition, many strategies were proposed to optimize the working condition of the system. Adding some alkali to increase pH value when raising influent COD, was an effective way to avoid negative effect to system; low influent COD had a negative impact on the performance of the reactor; pH was suggested to be controlled more than 7.5 when the influent COD was increased over 6000mgL(-1). The best influent COD concentration was 6000-8000mgL(-1) when the conditions were that pH was 7.5, alkalinity was 2000mgL(-1) and HRT was 35-50h; HRT was suggested to be controlled more than 50h to maintain good performance of the reactor with high influent COD (8000-10,000mgL(-1)). These strategies provided an effective way of controlling UASBAF simply.

摘要

基于上流式厌氧污泥床和厌氧滤池(UASBAF)处理草本废水的原型实验,建立了采用动量和自适应学习率反向传播算法的人工神经网络(ANN)模型。并采用分区连接权(PCW)的方法,比较了各参数对反应器性能的影响。结果表明,pH 值>进水化学需氧量(COD)>水力停留时间(HRT)>碱度。此外,还提出了许多优化系统工作条件的策略。当提高进水 COD 时,添加一些碱来提高 pH 值是避免对系统产生负面影响的有效方法;低进水 COD 对反应器的性能有负面影响;当进水 COD 超过 6000mg/L 时,建议将 pH 值控制在 7.5 以上。当 pH 值为 7.5、碱度为 2000mg/L、HRT 为 35-50h 时,进水 COD 的最佳浓度为 6000-8000mg/L;建议将 HRT 控制在 50h 以上,以保持高进水 COD(8000-10000mg/L)时反应器的良好性能。这些策略为简单控制 UASBAF 提供了一种有效的方法。

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