Sludge bulking control expert system for diagnosis based on filamentous bacteria population structure
A technology of sludge bulking and expert system, which is applied in general control system, control/regulation system, adaptive control, etc., can solve problems such as slow judgment speed and human misjudgment, and achieve the effect of preventing high cost
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[0015] Specific implementation mode 1: the following combination figure 1 This embodiment will be described in detail. This embodiment is composed of five parts: knowledge base 1, database 2, inference engine 3, interpreter 4 and human-computer interaction unit 5;
[0016] Knowledge base 1, using production-based knowledge representation (the technology is a well-known technology), storing knowledge based on filamentous bacteria population structure to diagnose sludge bulking and corresponding control strategies. The establishment of rules in the knowledge base is based on the advantages that appear Changes in filamentous bacteria types and sludge settlement performance, and can update the knowledge base and add accident samples in time through the human-computer interaction unit 5;
[0017] Database 2, used to store the original sludge sampling data obtained by online monitoring instruments, offline detection data, ecological and morphological characteristics obtained during the i...
Example Embodiment
[0021] Specific embodiment 2: The difference between this embodiment and the first embodiment is: the knowledge of diagnosing sludge expansion based on the filamentous bacteria population structure stored in the knowledge base 1 also includes the signs of sludge expansion, that is, according to the sludge Sedimentation index SVI, filamentous bacteria index, sludge layer height, effluent suspended solids concentration and whether sludge loss occurs to determine whether sludge bulking occurs. Under the conditions of microscopic examination that filamentous bacteria are found, when the following occurs When one or more symptoms occur simultaneously, it is determined that sludge bulking has occurred. Symptoms include: (1) The sludge sedimentation index SVI is higher than 250mL / g; (2) The filamentous bacteria index (filamentous bacteria index is a known parameter) is higher than 3 when observed under microscope; (3) sludge The height of the layer is close to the warning position; (4...
Example Embodiment
[0023] Specific implementation manner three: the following combination figure 2 with 3 4. The present invention will be further explained in detail. The difference between this embodiment and the first or second embodiment is that the diagnosis of the cause of sludge expansion in the inference engine 3 is realized by the rules compiled by CLIPS, and the rules are realized by the constructed sludge expansion fault diagnosis decision tree. See you in the process figure 2 .
[0024] If sludge expansion is suspected or determined in the sewage treatment system, the sludge expansion fault diagnosis decision tree can be triggered, and the sludge expansion fault diagnosis decision tree can be used to analyze the cause and formulate a solution; the decision tree first analyzes the sludge settlement performance (SVI value) , Filamentous bacteria index and sludge layer height), if the SVI value is normal or low (less than 150mL / g, the value can be modified manually), continue to analyze ...
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