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在生物污水处理厂中,为了实现高效的营养物质去除,采用监督控制框架进行分数阶模型辨识与控制。

Fractional-order models identification and control within a supervisory control framework for efficient nutrients removal in biological wastewater treatment plants.

机构信息

Department of Chemical Engineering, National Institute of Technology, Warangal, 506 004, Telangana, India.

出版信息

Environ Sci Pollut Res Int. 2023 Feb;30(6):16642-16660. doi: 10.1007/s11356-022-23235-x. Epub 2022 Oct 3.

DOI:10.1007/s11356-022-23235-x
PMID:36190640
Abstract

Wastewater treatment plants (WWTPs) are highly non-linear processes that must be optimized to meet rigorous environmental water regulations. In this context, efficiency and costs are equally important terms. The ASM3bioP framework is employed in this study to enable simultaneous nitrogen and phosphorus removal using an activated sludge process model with seven-reactor configurations. The activated sludge process is the most complicated and energy-intensive phase of a WWTP. To control dissolved oxygen in aerobic reactors and nitrate levels in anoxic reactors, two robust PI controllers - a classical PI and a non-integer (fractional)-order PI - with both integer-order and fractional-order models are designed. The controllers are created and simulated with the use of a mathematical model that has been developed based on the input data. The lower level fractional controller with a fractional-order model improves both the effluent quality (EQI) and operational cost (OCI) indices significantly. For such biological WWTP, a hierarchical fuzzy logic controller is designed to adjust the dissolved oxygen in the seventh reactor (DO) to control ammonia. The implemented supervisory layer control strategy improves effluent quality EQI while increasing OCI marginally.

摘要

污水处理厂(WWTP)是高度非线性的过程,必须进行优化以满足严格的环境水法规。在这种情况下,效率和成本都是同等重要的因素。本研究采用 ASM3bioP 框架,利用具有七个反应器配置的活性污泥工艺模型实现同时去除氮和磷。活性污泥工艺是 WWTP 中最复杂和能源密集的阶段。为了控制好需氧反应器中的溶解氧和缺氧反应器中的硝酸盐水平,设计了两个强大的 PI 控制器——一个经典的 PI 和一个非整数(分数)阶 PI,它们都有整数阶和分数阶模型。控制器是使用基于输入数据开发的数学模型创建和模拟的。具有分数阶模型的低级分数控制器可显著提高出水质量(EQI)和操作成本(OCI)指标。对于这种生物 WWTP,设计了一个分层模糊逻辑控制器来调节第七个反应器中的溶解氧(DO)以控制氨。所实施的监督层控制策略在提高出水质量 EQI 的同时,略微增加了 OCI 裕度。

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