Directed acyclic graph-based sewage treatment process analysis and diagnosis method

A directed acyclic graph and process analysis technology, which is applied in the field of sewage treatment process analysis and diagnosis based on directed acyclic graphs, and can solve problems with limited data processing capability, difficult systems, multi-index real-time problem analysis, process diagnosis, and comparative impact. It can reduce the cost of process analysis, improve work efficiency and the accuracy of process control.

Pending Publication Date: 2021-03-30
济南中科成水质净化有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] The sewage treatment process is complex, and is greatly affected by external uncertain factors such as influent water quality, water volume, and stability. It is necessary to continuously pay attention to the process operation status of the system in order to find problems in the first place and make process decisions in a timely manner.
[0003] In the traditional sewage treatment operation analysis work, it is often limited by the data processing capacity. It can only pay attention to some indicators such as dissolved oxygen, sludge concentration, ORP, and influent and effluent water quality. It is difficult to achieve real-time monitoring of multiple indicators of the system. Problem Analysis and Process Diagnosis
The traditional mechanism model needs a large amount of basic data for parameter adjustment, and it is very dependent on the accuracy of data and instruments, and the fault tolerance is not good, and because the model is too complex, it is difficult for the operator to judge the system status through the model behavior; Rules to implement decision-making on process regulation
However, there are problems such as over-dependence on a certain key variable, too mechanical analysis and decision-making during generation, too much reliance on built-in rules for the quality of knowledge base reasoning, and large deviations between analysis conclusions and actual operating conditions, so the practicability is weak

Method used

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  • Directed acyclic graph-based sewage treatment process analysis and diagnosis method
  • Directed acyclic graph-based sewage treatment process analysis and diagnosis method
  • Directed acyclic graph-based sewage treatment process analysis and diagnosis method

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Experimental program
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Effect test

Embodiment 1

[0029]A sewage treatment process analysis method based on a ring-free chart, including the following steps:

[0030]S1, read the real-time data of all online instruments of the sewage treatment plant;

[0031]S2, combined with the parameters of the established structure, calculate the related process index (V);

[0032]S3, in the process indicator (V) in the process chain, the reaction mechanism is guided by the indicator, and the relationship (E) is established between the two or two indicators and is poor in a limited number of indicators, and pass the text The relationship is labeled, and the present invention mainly considers the regular relationship, restrictive relationship, guidance decisive relationship of the index calculation of mathematical expressions. Therefore, the inter-index inter-independent association is always unidirection, and this is constructed to have a ringless diagram G. E, V), different indicators constitute the nodes of the ringless diagram G, and have the extent ...

Embodiment 2

[0034]Read the sewage treatment plant, the online instrument real-time data, combined with the parameters of the built structure, calculate the related process index, as the feature variable of the transfer process information, is expressed in one-dimensional array V, as in the formula (1).

[0035]

[0036]With the order of process chain and inter-index, the relationship between the two or two indicators is established and the poor is in the limited number of indicators; the relationship between the indicator includes three types: regular relationship, defined by the index, mathematical expression Form decision, such as residence time and water flow (RT → Q); restrictive decision relationship, that is, an indicator is normal to another indicator, such as the premise of normal nitrification rate (K_NO → SRT / RT_SLUDGE) ); Guidance determines the relationship, that is, if nitrate nitrogen abnormality is easy to cause a total nitrogen abnormality (TN → NO); It can be seen that the establis...

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Abstract

The invention discloses a sewage treatment process analysis method based on a directed acyclic graph. The method comprises the following steps: reading real-time data of each online instrument; calculating a process index (V) in combination with the existing parameters; according to the sequence of the process indexes (V) in a process chain and an index reaction mechanism, establishing a directedrelationship (E) between the indexes, exhaustion of the indexes in a limited number of indexes, and marking the relationship by using characters; establishing a set (E') by taking characteristic values in a graph as all nodes as objects; establishing a directed acyclic graph subset (G') of the directed acyclic graph G by taking nodes in the set as objects; and performing path search among the nodes E' in the connected state in the graph G', and taking the maximum path to establish a set R. According to the method, index association can be rapidly constructed, directed acyclic graph paths can be easily modified along with simple increase and decrease of the nodes, and corresponding reasoning paths can be automatically generated.

Description

Technical field[0001]The present invention relates to the field of sewage treatment process analysis, in particular, a method of analyzing a sewage treatment process based on a non-ring chart.Background technique[0002]The sewage treatment process is complex, and the influence of the external uncertainties such as water quality, water volume, stability is large, and it is necessary to continue to pay attention to the system process operation in order to find problems in the first time, and make process decisions in time.[0003]In the traditional sewage treatment operation analysis, often is limited to data processing capabilities, only to focus on some indicators such as dissolved oxygen, sludge concentration, ORP, and entering and out of water quality, more difficult to do real-time Problem Analysis and Process Diagnosis. The traditional mechanism model requires a large amount of basic data, and it is very dependent on data and instrumentation. It is not easy to mislength, and becaus...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N5/04
CPCG06N5/04
Inventor 罗晋徐鹏陈翰
Owner 济南中科成水质净化有限公司
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