CN114298242A - Intelligence house is with whole room circulation water purification system - Google Patents
Intelligence house is with whole room circulation water purification system Download PDFInfo
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Abstract
The invention discloses a full-house circulating water purification system for smart home, relates to the technical field of water purification, and solves the technical problem that the sewage treatment process is complex because the sewage properties are not judged and the sewage cannot be treated in different categories in the existing scheme; the system comprises a processor, a sewage collection module, a water quality judgment module, a data storage module, a sewage treatment device, a water quality detection module and a management display module; the invention is provided with the water quality prejudging module and the sewage treatment device, detects and classifies the water quality of the domestic sewage, realizes the configuration of different sewage treatment devices according to the classification result, can ensure the domestic sewage treatment standard and simplify the sewage treatment process; the invention is provided with a sewage treatment device; the sewage treatment device comprises a plurality of grades of sewage treatment devices for treating the domestic sewage with different classification labels, and the sewage treatment devices with different grades can be used jointly, so that the treatment quality of the domestic sewage can be ensured.
Description
Technical Field
The invention belongs to the technical field of water body purification, and particularly relates to a full-house circulating water purification system for smart home.
Background
Modern sewage treatment technology is divided into primary, secondary and tertiary treatment technologies according to treatment degree. The sewage treatment adopts physical methods, such as screening, sedimentation and the like to remove insoluble suspended solids and floating substances in the sewage; the secondary treatment of sewage mainly adopts a biological treatment method, namely a process of substance conversion through the metabolism of microorganisms is adopted to oxidize and degrade various complex organic matters in the sewage into simple substances, and the biological treatment has certain requirements on the quality, the temperature, the dissolved oxygen amount and the pH value of the sewage; the third-stage sewage treatment is to remove organic matters, phosphorus, nitrogen and other nutrient substances which are difficult to dissolve in the sewage by physical and chemical methods such as coagulation, filtration, ion exchange, reverse osmosis and the like on the basis of the first-stage treatment and the second-stage treatment.
The invention patent with publication number CN109111059A discloses a circulating water purification system for domestic water, which purifies and discharges domestic sewage through natural ecological treatment, is suitable for treating domestic sewage generated by one to hundreds of people in each household and each building, and isolates and seals virus and bacteria in the domestic sewage in the system at the uppermost stage, the main body of the system is discharged through natural ecological treatment, and the system is permanently used by one-time installation, so that domestic water discharged 5 tons per household per month does not pollute natural surface water, river water and the like any more.
However, in the above scheme, before the sewage treatment process, the sewage properties are not judged, and the treated sewage is not classified, so that the whole sewage treatment process is complicated, and the purpose of recycling cannot be achieved.
Disclosure of Invention
The invention provides a full-house circulating water purification system for smart home, which is used for solving the technical problem that the sewage treatment process is complicated because the sewage properties are not judged and the sewage cannot be treated in different categories in the conventional scheme.
The purpose of the invention can be realized by the following technical scheme: a full-house circulating water purification system for smart home comprises a processor and a data storage module;
the processor is respectively communicated and/or electrically connected with the sewage collection module, the water quality pre-judging module and the sewage treatment device;
the sewage collection module is used for collecting domestic sewage, acquiring detection data of the domestic sewage through the collection sensor and sending the detection data to the water quality pre-judgment module;
generating a detection sequence according to the detection data, and generating a sewage classification label by the water quality pre-judging module according to the water quality classification model and the detection data sequence;
the processor discharges the domestic sewage into the sewage treatment devices of the corresponding types according to the classification labels, and the sewage treatment devices treat the domestic sewage.
Preferably, the obtaining of the classification label includes:
generating a detection sequence according to the detection data; wherein the detection sequence is presented in the form of data, such as: examples of [ [ collection time ], [ concentration of poorly soluble particulate matter ], [ concentration of colloidal organic matter ], [ concentration of soluble inorganic matter ] ]include: [ [10], [0.1], [0.1], [0.1] ];
and inputting the detection sequence into a water quality classification model to obtain an output result, wherein the output result is a classification label of the domestic sewage corresponding to the detection sequence.
Preferably, the obtaining of the water quality classification model includes:
obtaining classification training data through a data storage module; the classification training data comprises a plurality of groups of detection sequences and corresponding classification labels, and the values of the classification labels are 1, 2 or 3; the classification label in the classification training data is set according to the concentration of the insoluble particulate matter, the concentration of the colloidal organic matter and the concentration of the soluble inorganic matter in the detection sequence, and if the concentration of the insoluble particulate matter is 0.1 and the concentration of the colloidal organic matter and the concentration of the soluble inorganic matter are 0, the classification label is set to be 1;
constructing an artificial intelligence model; wherein the artificial intelligence model comprises one or more of an error inverse feedback neural network, an RBF neural network and a deep convolutional neural network;
and testing, training and checking the artificial intelligence model through the classified training data, and marking the trained artificial intelligence model as a water quality classification model.
Preferably, the domestic sewage is collected through different sewage pipelines; wherein the sewer lines include kitchen sewer lines, bathroom sewer lines, and rainwater lines.
Preferably, the acquisition sensor comprises a water quality sensor, a dissolved oxygen sensor and a pH sensor; the detection data comprise the concentration of insoluble particulate matters, the concentration of colloidal organic matters and the concentration of soluble inorganic matters; wherein the soluble inorganic substance comprises nitrogen and phosphorus; and the acquisition sensor is arranged in the sewage pipeline.
Preferably, the sewage treatment device comprises a primary sewage treatment device, a secondary sewage treatment device and a tertiary sewage treatment device, and the primary sewage treatment device, the secondary sewage treatment device and the tertiary sewage treatment device can be used jointly; the first-stage sewage treatment device is used for removing insoluble particulate matters in domestic sewage, the second-stage sewage treatment device is used for removing colloidal organic matter concentration in the domestic sewage, and the third-stage sewage treatment device is used for removing soluble inorganic matters in the domestic sewage.
Preferably, according to categorised label with corresponding domestic sewage input to different sewage treatment plant, specifically be:
when the classification label is 1, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device;
when the classification label is 2, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device and a secondary sewage treatment device;
and when the classification label is 3, inputting the corresponding domestic sewage into the primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device, the secondary sewage treatment device and the third-level sewage treatment device.
Preferably, the processor is also in communication and/or electrical connection with the management display module and the water quality detection module; the water quality pre-judging module is respectively communicated and/or electrically connected with the sewage collecting module and the sewage treatment device, and the management display module is respectively communicated and/or electrically connected with the data storage module and the water quality detection module;
the water quality detection module is used for detecting the water quality grade after being treated by the sewage treatment device through the water quality detector and storing the treated water in different water storage tanks according to the water quality grade; wherein, the water quality detector is arranged at the water outlets of the first-stage sewage treatment device, the second-stage sewage treatment device and the third-stage sewage treatment device;
the management display module is used for displaying detection data and water quality state in real time;
the data storage module is used for storing data generated in the working process of the system.
Compared with the prior art, the invention has the beneficial effects that:
1. the invention is provided with a water quality pre-judging module and a sewage treatment device; acquiring detection data of domestic sewage through an acquisition sensor, and analyzing and classifying the domestic sewage by a water quality pre-judging module according to a water quality classification model and a detection data sequence to acquire a sewage classification label; then configuring a corresponding sewage treatment device for the domestic sewage according to the water quality classification label; before sewage treatment, the quality of the domestic sewage is detected and classified, different sewage treatment devices are configured according to classification results, the domestic sewage treatment standard can be guaranteed, the sewage treatment process can be simplified, and the efficiency is improved.
2. The invention is provided with a sewage treatment device; the sewage treatment device comprises a plurality of levels of sewage treatment devices, such as a first-level sewage treatment device, a second-level sewage treatment device and a third-level sewage treatment device, and is used for treating the domestic sewage with different classification labels, and the sewage treatment devices with different levels can be jointly used, so that the treatment quality of the domestic sewage can be ensured.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
Fig. 1 is a schematic diagram of the principle of the present invention.
Detailed Description
The technical solutions of the present invention will be described clearly and completely with reference to the following embodiments, and it should be understood that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
The terminology used herein is for the purpose of describing embodiments and is not intended to be limiting and/or limiting of the present disclosure; it should be noted that the singular forms "a," "an," and "the" include the plural forms as well, unless the context clearly indicates otherwise; also, although the terms first, second, etc. may be used herein to describe various elements, the elements are not limited by these terms, which are only used to distinguish one element from another.
Referring to fig. 1, a whole-house circulating water purification system for smart home comprises a processor and a data storage module;
the processor is respectively communicated and/or electrically connected with the sewage collection module, the water quality pre-judging module and the sewage treatment device;
the sewage collection module is used for collecting domestic sewage, acquiring detection data of the domestic sewage through the collection sensor and sending the detection data to the water quality pre-judgment module;
generating a detection sequence according to the detection data, and generating a sewage classification label by the water quality pre-judging module according to the water quality classification model and the detection data sequence;
the processor discharges the domestic sewage into the sewage treatment devices of the corresponding types according to the classification labels, and the sewage treatment devices treat the domestic sewage.
The obtaining of the classification label comprises:
generating a detection sequence according to the detection data; wherein the detection sequence is presented in the form of data, such as: examples of [ [ collection time ], [ concentration of poorly soluble particulate matter ], [ concentration of colloidal organic matter ], [ concentration of soluble inorganic matter ] ]include: [ [10], [0.1], [0.1], [0.1] ];
and inputting the detection sequence into a water quality classification model to obtain an output result, wherein the output result is a classification label of the domestic sewage corresponding to the detection sequence.
In the embodiment, detection data of the domestic sewage is acquired through the acquisition sensor, and a detection sequence is generated according to the detection data; the content of the detection sequence is generated according to the content of the detection data, so that the detection data can be acquired according to the specific requirements for countless processes in daily life, and then the detection sequence is generated; if only countless domestic nitrogen elements need to be removed, the detection data only comprises the nitrogen elements in the detected domestic sewage, and the detection sequence is set to be [ [10], [0.2] ], wherein 10 is the acquisition time (10 points earlier), and 0.2 is the content of the nitrogen elements in the detected domestic sewage; different water quality detection requirements can be met by flexibly setting the detection sequence.
The acquisition of the water quality classification model comprises the following steps:
obtaining classification training data through a data storage module; the classification training data comprises a plurality of groups of detection sequences and corresponding classification labels, and the values of the classification labels are 1, 2 or 3; the classification label in the classification training data is set according to the concentration of the insoluble particulate matter, the concentration of the colloidal organic matter and the concentration of the soluble inorganic matter in the detection sequence, and if the concentration of the insoluble particulate matter is 0.1 and the concentration of the colloidal organic matter and the concentration of the soluble inorganic matter are 0, the classification label is set to be 1;
constructing an artificial intelligence model; wherein the artificial intelligence model comprises one or more of an error inverse feedback neural network, an RBF neural network and a deep convolutional neural network;
and testing, training and checking the artificial intelligence model through the classified training data, and marking the trained artificial intelligence model as a water quality classification model.
In the embodiment, an artificial intelligence model is trained through classification training data to obtain a water quality classification model; setting classification labels according to actual requirements, and if the existing five-stage processing device is used, setting the colors of the classification labels to be 1, 2, 3, 4 and 5; in the process of constructing the artificial intelligence model, not only a single model is used, but also a plurality of models can be fused and used on the basis of ensuring the precision of the model, and in some embodiments, the artificial intelligence model further comprises a support vector machine model; in the process of obtaining the water quality classification model or using the water quality classification model, normalization processing needs to be performed on input data, and reverse normalization processing needs to be performed on output data.
Collecting the domestic sewage through different sewage pipelines; wherein the sewer lines include kitchen sewer lines, bathroom sewer lines, and rainwater lines.
In this embodiment, the domestic sewage does not refer to sewage generated in the human life process, but also includes natural sewage, such as water sources of rainwater and other ways, and similar sewage is collected, detected data is collected and processed; considering various water sources, different treatments are performed on different water sources, and the core of the application is also provided.
The acquisition sensor comprises a water quality sensor, a dissolved oxygen sensor and a pH sensor; the detection data comprise the concentration of insoluble particulate matters, the concentration of colloidal organic matters and the concentration of soluble inorganic matters; wherein the soluble inorganic substance comprises nitrogen and phosphorus; and the acquisition sensor is arranged in the sewage pipeline.
In this embodiment, the detection data is acquired through the acquisition sensor, different acquisition sensors can be set according to different detection requirements, different detection data are acquired, and classification processing is performed according to the use of water.
The sewage treatment device comprises a primary sewage treatment device, a secondary sewage treatment device and a tertiary sewage treatment device, and the primary sewage treatment device, the secondary sewage treatment device and the tertiary sewage treatment device can be used jointly; the first-stage sewage treatment device is used for removing insoluble particulate matters in domestic sewage, the second-stage sewage treatment device is used for removing colloidal organic matter concentration in the domestic sewage, and the third-stage sewage treatment device is used for removing soluble inorganic matters in the domestic sewage.
In this embodiment, when needs are higher, can set up the sewage treatment plant of more grades, for example five-level sewage treatment plant, can satisfy the processing demand of different grades of sewage.
According to categorised label with domestic sewage input to different sewage treatment plant, specifically do:
when the classification label is 1, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device;
when the classification label is 2, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device and a secondary sewage treatment device;
and when the classification label is 3, inputting the corresponding domestic sewage into the primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device, the secondary sewage treatment device and the third-level sewage treatment device.
In this embodiment, different sewage treatment flows are set according to different classification labels, and the next-stage sewage treatment flow includes the previous-stage sewage treatment flow, and if the classification label is 2, the corresponding domestic sewage is input into the first-stage sewage treatment device, and the domestic sewage is treated by the first-stage sewage treatment device and the second-stage sewage treatment device; according to the sewage treatment demand, set up sewage treatment flow, can guarantee sewage treatment's quality, when the sewage treatment rank is lower, just can satisfy the processing requirement through less sewage treatment link, also improved sewage treatment's efficiency.
The processor is also in communication and/or electrical connection with the management display module and the water quality detection module; the water quality pre-judging module is respectively communicated and/or electrically connected with the sewage collecting module and the sewage treatment device, and the management display module is respectively communicated and/or electrically connected with the data storage module and the water quality detection module;
the water quality detection module is used for detecting the water quality grade after being treated by the sewage treatment device through the water quality detector and storing the treated water in different water storage tanks according to the water quality grade; wherein, the water quality detector is arranged at the water outlets of the first-stage sewage treatment device, the second-stage sewage treatment device and the third-stage sewage treatment device;
and the management display module is used for displaying the detection data and the water quality state in real time.
In the embodiment, the treated water is stored in different water storage tanks according to water quality grades, and water with different grades can be extracted from the water storage tanks according to requirements, so that the cyclic utilization of domestic sewage is ensured; and the water quality state can be monitored in real time through the management display module, so that the water quality monitoring system is convenient for users to use.
The above formulas are all calculated by removing dimensions and taking numerical values thereof, the formula is a formula which is obtained by acquiring a large amount of data and performing software simulation to obtain the closest real situation, and the preset parameters and the preset threshold value in the formula are set by the technical personnel in the field according to the actual situation or obtained by simulating a large amount of data.
The working principle of the invention is as follows:
the sewage collection module collects domestic sewage, detection data of the domestic sewage are obtained through the collection sensor, and the detection data are sent to the water quality pre-judging module. The classification training data are obtained through the data storage module, an artificial intelligence model is built, the artificial intelligence model is tested, trained and verified through the classification training data, and the trained artificial intelligence model is marked as a water quality classification model.
Generating a detection sequence according to the detection data, inputting the detection sequence into a water quality classification model to obtain a classification label of the domestic sewage corresponding to the detection sequence; the processor discharges the domestic sewage to the sewage treatment devices of the corresponding types according to the classification labels, and when the classification label is 1, the corresponding domestic sewage is input into the primary sewage treatment device, and the domestic sewage is treated by the primary sewage treatment device; when the classification label is 2, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device and a secondary sewage treatment device; and when the classification label is 3, inputting the corresponding domestic sewage into the primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device, the secondary sewage treatment device and the third-level sewage treatment device.
In the description herein, references to the description of "one embodiment," "an example," "a specific example" or the like are intended to mean that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the invention. In this specification, the schematic representations of the terms used above do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
The foregoing is merely exemplary and illustrative of the present invention and various modifications, additions and substitutions may be made by those skilled in the art to the specific embodiments described without departing from the scope of the invention as defined in the following claims.
Claims (8)
1. A full-house circulating water purification system for smart home comprises a processor and a data storage module, and is characterized in that the processor is respectively in communication and/or electrical connection with a sewage collection module, a water quality pre-judging module and a sewage treatment device;
the sewage collection module is used for collecting domestic sewage, acquiring detection data of the domestic sewage through the collection sensor and sending the detection data to the water quality pre-judgment module;
generating a detection sequence according to the detection data, and generating a sewage classification label by the water quality pre-judging module according to the water quality classification model and the detection data sequence;
the processor discharges the domestic sewage into the sewage treatment devices of the corresponding types according to the classification labels, and the sewage treatment devices treat the domestic sewage.
2. The intelligent household full-house circulating water purification system according to claim 1, wherein the obtaining of the classification label comprises:
generating a detection sequence according to the detection data; wherein the detection sequence is presented in the form of data;
and inputting the detection sequence into a water quality classification model to obtain an output result, wherein the output result is a classification label of the domestic sewage corresponding to the detection sequence.
3. The intelligent household full-house circulating water purification system according to claim 2, wherein the water quality classification model is obtained by:
obtaining classification training data through a data storage module; the classification training data comprises a plurality of groups of detection sequences and corresponding classification labels;
constructing an artificial intelligence model;
and testing, training and checking the artificial intelligence model through the classified training data, and marking the trained artificial intelligence model as a water quality classification model.
4. The intelligent household whole-house circulating water purification system according to claim 1, wherein the domestic sewage is collected through different sewage pipelines; wherein the sewer lines include kitchen sewer lines, bathroom sewer lines, and rainwater lines.
5. The intelligent household full-house circulating water purification system according to claim 1, wherein the acquisition sensor comprises a water quality sensor, a dissolved oxygen sensor and a pH sensor; the detection data comprise the concentration of insoluble particulate matters, the concentration of colloidal organic matters and the concentration of soluble inorganic matters.
6. The intelligent household full-house circulating water purification system according to claim 2, wherein the sewage treatment device comprises a primary sewage treatment device, a secondary sewage treatment device and a tertiary sewage treatment device, and the primary sewage treatment device, the secondary sewage treatment device and the tertiary sewage treatment device can be used in combination.
7. The whole house circulation water purification system for smart home according to claim 6, wherein according to the classification label, corresponding domestic sewage is input to different sewage treatment devices, specifically:
when the classification label is 1, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device;
when the classification label is 2, inputting the corresponding domestic sewage into a primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device and a secondary sewage treatment device;
and when the classification label is 3, inputting the corresponding domestic sewage into the primary sewage treatment device, and treating the domestic sewage through the primary sewage treatment device, the secondary sewage treatment device and the third-level sewage treatment device.
8. The intelligent household full-house circulating water purification system according to claim 7, wherein the processor is further in communication and/or electrical connection with the management display module and the water quality detection module; the water quality pre-judging module is respectively communicated and/or electrically connected with the sewage collecting module and the sewage treatment device, and the management display module is respectively communicated and/or electrically connected with the data storage module and the water quality detection module;
the water quality detection module is used for detecting the water quality grade after being treated by the sewage treatment device through the water quality detector and storing the treated water in different water storage tanks according to the water quality grade; wherein, the water quality detector is arranged at the water outlets of the first-stage sewage treatment device, the second-stage sewage treatment device and the third-stage sewage treatment device;
and the management display module is used for displaying the detection data and the water quality state in real time.
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CN114855932A (en) * | 2022-06-02 | 2022-08-05 | 保定市利源水务技术开发服务中心 | Intelligent rainwater recycling system |
CN114938547A (en) * | 2022-05-24 | 2022-08-23 | 皖江工学院 | Automatic household sewage reuse device and working method thereof |
CN115571997A (en) * | 2022-08-22 | 2023-01-06 | 华能(大连)热电有限责任公司 | Method for utilizing industrial wastewater reuse water of power plant to desulfurization process water |
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