CN115048981B - Method and device for processing and inspecting high-calorific-value components of decoration garbage and electronic equipment - Google Patents

Method and device for processing and inspecting high-calorific-value components of decoration garbage and electronic equipment Download PDF

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CN115048981B
CN115048981B CN202210522183.8A CN202210522183A CN115048981B CN 115048981 B CN115048981 B CN 115048981B CN 202210522183 A CN202210522183 A CN 202210522183A CN 115048981 B CN115048981 B CN 115048981B
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garbage disposal
decoration garbage
decoration
data
records
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CN115048981A (en
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郝粼波
张波
王晨瑾
杨柳
王莉
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Zhongcheng Institute (Beijing) Environmental Technology Co.,Ltd.
China Urban Construction Design and Research Institute Co Ltd
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Zhongchengyuan Beijing Environmental Technology Co ltd
China Urban Construction Design and Research Institute Co Ltd
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Abstract

The embodiment of the application provides a method and a device for processing and inspecting high-calorific-value components of decoration garbage, and electronic equipment. According to the method, the coincidence condition is reflected on multiple scales, so that the initial inspection decoration garbage disposal records obtained by combining the decoration garbage disposal records through the initial coincidence degrees obtain the final inspection decoration garbage disposal records, the coincidence degree analysis process of the decoration garbage disposal records and the standard garbage disposal data description results on multiple scales is enhanced, and the accuracy of the final inspection result is ensured.

Description

Decoration garbage high-calorific-value component treatment and inspection method and device and electronic equipment
Technical Field
The application relates to the field of garbage treatment, in particular to a method and a device for treating and inspecting high-calorific-value components of decoration garbage and electronic equipment.
Background
Decoration garbage is a special type of building garbage and is generated in indoor and outdoor decoration processes in urban areas. According to the prior research literature, 0.1-0.4 m is generally generated per square meter of building area in the decoration process 3 The amount of garbage, such as decoration garbage, generated in Shanghai city is thousands of tons per day. Such a large amount of decoration garbage can cause a great negative effect on residents if it cannot be properly disposed of. Corresponding regulations are set in various places to standardize the treatment of decoration garbage, however, the decoration garbage has various types, about 15 percent of the garbage can be comprehensively treated to generate recycled building raw materials to be reused for city construction, 80 percent of the trenched earthwork can be used for engineering backfill, road paving, green land matrix and the like, and about 5 percent of harmful toxic waste and decoration garbage have no recycling value temporarily. These wastes are subjected to classification treatment, for example, wastes of high calorific value components are used for power generation, scrap metals are melted and recycled in steel works, waste plastics are used for recycled particles, hazardous waste products are subjected to solidification treatment, and the like. If these processes can be carried out strictly, the damage of the decoration waste to the environment can be greatly solved, and a mode for checking the decoration waste treatment process is needed.
Disclosure of Invention
In order to solve the above problems, embodiments of the present application provide a method, an apparatus, and an electronic device for processing and inspecting high calorific value components of decoration garbage, so as to inspect the processing process of high calorific value components of decoration garbage and help front-end supervision of garbage processing.
In order to achieve the above purpose, the embodiments of the present application adopt the following technical solutions:
in a first aspect, an embodiment of the present application provides a method for processing and inspecting high calorific value components of decoration waste, including: obtaining a decoration garbage disposal record set of decoration garbage disposal data to be inspected and a standard garbage disposal data description result, wherein each decoration garbage disposal record in the decoration garbage disposal record set is obtained through a garbage classification metering record and a heat value statistical record of the decoration garbage disposal data to be inspected, and the standard garbage disposal data description result is obtained through standard garbage disposal data in the standard garbage disposal data set; for each decoration garbage disposal record in the decoration garbage disposal record set, combining the decoration garbage disposal records based on the initial goodness of fit corresponding to the decoration garbage disposal records to obtain corresponding initial inspection decoration garbage disposal records, wherein the initial goodness of fit of each decoration garbage disposal record is obtained by comparing the initial goodness of fit of the decoration garbage disposal records with the goodness of fit of standard garbage disposal data description results on a plurality of comparison scales preset for the standard garbage disposal data set through the decoration garbage disposal records; combining the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and repeating the steps to obtain at least two initial inspection decoration garbage disposal records; determining final inspection decoration garbage treatment records of decoration garbage treatment data to be inspected through at least two initial inspection decoration garbage treatment records; and obtaining a detection result of the standard garbage disposal data to the decoration garbage disposal data to be detected based on the final detection decoration garbage disposal record and the final goodness of fit of the standard garbage disposal data description result.
Further, to each fitment garbage disposal record in the fitment garbage disposal record set, through the initial goodness of fit that the fitment garbage disposal record corresponds, merge the fitment garbage disposal record and handle, obtain the corresponding initial inspection fitment garbage disposal record, include: performing matching degree comparison on each comparison scale and the standard garbage disposal data description result aiming at each decoration garbage disposal record to obtain a matching value of the decoration garbage disposal record; summing the obtained coincidence values of the decoration garbage treatment records on each comparison scale to obtain initial coincidence degrees corresponding to the decoration garbage treatment records; and based on the initial goodness of fit, summing the corresponding decoration garbage disposal records according to the weight distribution coefficient to obtain the corresponding initial inspection decoration garbage disposal records.
Further, based on the initial goodness of fit, summing the corresponding decoration garbage disposal records according to the weight distribution coefficient to obtain corresponding initial inspection decoration garbage disposal records, comprising: based on the sum of all the obtained initial goodness of fit, carrying out normalization operation on each initial goodness of fit one by one; and summing the corresponding decoration garbage disposal records according to the weight distribution coefficient through each initial goodness of fit after the normalization operation to obtain the corresponding initial inspection decoration garbage disposal records.
Further, for each decoration garbage disposal record in the decoration garbage disposal record set, the decoration garbage disposal records are merged and processed through the initial goodness of fit corresponding to the decoration garbage disposal records, and the step of obtaining the corresponding initial inspection decoration garbage disposal records is repeated to obtain at least two initial inspection decoration garbage disposal records, including: obtaining a decoration garbage treatment data inspection model, wherein the decoration garbage treatment data inspection model comprises at least two data merging modules; inputting each decoration garbage disposal record and the standard garbage disposal data description result into a data merging module of the decoration garbage disposal data inspection model; the method comprises the steps that each decoration garbage disposal record in a decoration garbage disposal record set is merged through initial goodness of fit corresponding to the decoration garbage disposal records based on at least two data merging modules respectively to obtain at least two initial inspection decoration garbage disposal records, each data merging module is merged once and outputs one initial inspection decoration garbage disposal record, the initial inspection decoration garbage disposal records output by each data merging module are different, and the different data merging modules have the same structure and different parameters.
Further, the decoration garbage disposal record set comprises a decoration garbage disposal record vector, and the standard garbage disposal data description result comprises a standard garbage disposal data vector; each data merging module merges the decoration garbage disposal records, and when the initial inspection decoration garbage disposal records are obtained, the processing of the decoration garbage disposal records comprises the following steps: calculating a total vector of a decoration garbage disposal record vector and a standard garbage disposal data vector in the decoration garbage disposal record set; summing a decoration garbage disposal record vector, a standard garbage disposal data vector and a resultant vector to obtain a to-be-input sum vector; and inputting the to-be-input data and the vector into one of the data merging modules, and processing the to-be-input data and the vector through a full-connection network in the data merging module to obtain an initial goodness of fit corresponding to a decoration garbage processing record.
Further, the training process of the data merging module comprises the following steps: initializing the data merging module at least twice to obtain at least two data merging modules to be trained, wherein different data merging modules to be trained have different parameters; training a data merging module to be trained based on a preset loss function until a preset training condition is reached; and determining each data merging module to be trained in the at least two data merging modules to be trained as a data merging module.
Further, based on the final coincidence degree of the final inspection decoration garbage disposal record and the standard garbage disposal data description result, the inspection result of the standard garbage disposal data to the decoration garbage disposal data to be inspected is determined, and the method comprises the following steps: acquiring at least one test result comparison content; the checking result contrast content comprises contrast content of the decoration garbage processing data to be checked, contrast content of the standard garbage processing data and operator content corresponding to the decoration garbage processing data to be checked; and determining the inspection result of the standard garbage disposal data on the decoration garbage disposal data to be inspected according to at least one inspection result comparison content, the final inspection decoration garbage disposal record and the standard garbage disposal data description result.
In a second aspect, an embodiment of the present application provides a device for processing and inspecting high calorific value components of decoration waste, including: the data acquisition module is used for acquiring a decoration garbage treatment record set of decoration garbage treatment data to be inspected and a standard garbage treatment data description result, wherein each decoration garbage treatment record in the decoration garbage treatment record set is obtained through a garbage classification metering record and a heat value statistical record of the decoration garbage treatment data to be inspected, and the standard garbage treatment data description result is obtained through standard garbage treatment data in the standard garbage treatment data set; the data merging module is used for merging the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and the initial goodness of fit of each decoration garbage disposal record is obtained by comparing the initial goodness of fit of the decoration garbage disposal records with the goodness of fit of standard garbage disposal data description results at a plurality of comparison scales preset for the standard garbage disposal data set; combining the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and repeating the steps to obtain at least two initial inspection decoration garbage disposal records; determining final inspection decoration garbage treatment records of decoration garbage treatment data to be inspected through at least two initial inspection decoration garbage treatment records; and the inspection module is used for obtaining the inspection result of the standard garbage disposal data on the decoration garbage disposal data to be inspected based on the final inspection decoration garbage disposal record and the final goodness of fit of the standard garbage disposal data description result.
Further, the data acquisition module carries out merging processing on the decoration garbage disposal records through the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and the method comprises the following steps of: performing matching degree comparison on each comparison scale and the standard garbage disposal data description result aiming at each decoration garbage disposal record to obtain a matching value of the decoration garbage disposal record; summing the obtained coincidence values of the decoration garbage treatment records on each comparison scale to obtain initial coincidence degrees corresponding to the decoration garbage treatment records; and based on the initial goodness of fit, summing the corresponding decoration garbage disposal records according to the weight distribution coefficient to obtain the corresponding initial inspection decoration garbage disposal records.
In a third aspect, an embodiment of the present application further provides an electronic device, which includes a processor and a memory, which are connected to each other, where the memory stores a computer program, and the processor is configured to execute the computer program on the memory to perform the method provided in the first aspect of the present application.
The method comprises the steps of determining a decoration garbage processing record set and a standard garbage processing data description result of decoration garbage processing data to be inspected, combining initial goodness of fit corresponding to the decoration garbage processing records to obtain corresponding initial inspection decoration garbage processing records for each decoration garbage processing record in the decoration garbage processing record set, obtaining at least two initial inspection decoration garbage processing records through repeated processing, determining a final inspection decoration garbage processing record of the decoration garbage processing data to be inspected based on the at least two initial inspection decoration garbage processing records, and determining an inspection result of the standard garbage processing data to the decoration garbage processing data to be inspected at least through the final inspection final goodness of fit of the decoration garbage processing records and the standard garbage processing data description result. The method for processing and inspecting the high-calorific-value components of the decoration garbage is used for analyzing based on the decoration garbage processing record set and the standard garbage processing data description result, matching degrees between the decoration garbage processing record set and the standard garbage processing data description result are compared from a plurality of different comparison scales, and matching conditions are reflected on a plurality of scales, so that initial inspection decoration garbage processing records obtained by combining the decoration garbage processing records according to the initial matching degrees are used for obtaining final inspection decoration garbage processing records, the matching degree analysis process of the decoration garbage processing records and the standard garbage processing data description result from a plurality of scales is enhanced, and the accuracy of the final inspection result is ensured.
In the following description, other features will be set forth in part. These features will be in part apparent to those skilled in the art upon examination of the following and the accompanying drawings, or may be learned by production or use. The features of the present application may be realized and attained by practice or use of various aspects of the methodologies, instrumentalities and combinations particularly pointed out in the detailed examples that follow.
Drawings
To more clearly illustrate the technical solutions of the embodiments of the present application, the drawings needed in the embodiments will be briefly described below, it should be understood that the following drawings only illustrate some embodiments of the present application and therefore should not be considered as limiting the scope, and those skilled in the art can also obtain other related drawings based on the drawings without inventive efforts.
The methods, systems, and/or processes of the figures are further described in accordance with the exemplary embodiments. These exemplary embodiments will be described in detail with reference to the drawings. These exemplary embodiments are non-limiting exemplary embodiments in which example numerals represent similar mechanisms throughout the various views of the drawings.
FIG. 1 is a schematic view showing the kinds of components of house decoration garbage.
Fig. 2 is a block architecture diagram of an electronic device according to an embodiment of the present disclosure.
FIG. 3 is a flow chart illustrating a method for inspecting the high calorific value component treatment of the finishing waste according to some embodiments of the present application.
FIG. 4 is a block diagram of the decoration waste high calorific value component treatment and inspection device according to the embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, 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 application.
Referring to fig. 1, it can be seen that the main components of the decoration garbage are bricks, concrete blocks, wood shavings, lime soil, waste ceramics, waste hardware, waste sundries, and the like. The value of each component has large fluctuation, which is mainly related to the original state of a house and the decoration requirement of an individual. In the garbage disposal operation, useful materials are sorted out and then classified, bagged and collected. The fine ash and soil of the toxic and harmful garbage, and the recyclable wood blocks and shavings are suitable to be separately bagged with the bricks and stones. The poisonous and harmful fine ash soil is processed by the environmental protection bureau, the recyclable garbage enters the urban waste recycling system, the inflammable garbage is sent to a garbage incineration plant, and the rest of bricks and concrete blocks are suitable for crushing and paving or are used as aggregates. Once the metal of the hardware is mixed into the brick blocks and the concrete blocks, garbage to be treated is formed, the possibility of recycling the metal is low, and the metal content of the hardware in the decoration garbage is low, so that the metal of the hardware can be harmful to a crusher in the crushing process when the brick blocks and the concrete blocks enter a recycling stage to be crushed, and the measures such as magnetic separation cannot be specially set for recycling the metal. Therefore, when the garbage is treated, the hardware garbage needs to be separately stacked for convenient recovery and treatment. Correspondingly, a hardware garbage recycling bin is arranged in a community or a living community, and hardware garbage generated in daily life or decoration can be recycled. The above classification process is often neglected because of the inertia of the personnel, and it is difficult to perform accountability on the personnel afterwards.
Therefore, in the embodiment of the application, when the decoration garbage is treated, the decoration garbage treatment records are generated to form a decoration garbage treatment record set, and the decoration garbage treatment record set is checked to judge whether the decoration garbage treatment process is in compliance.
The embodiment of the application provides a method for separately processing and detecting high heat value of decoration rubbish, which is applied to electronic equipment, wherein the form of the electronic equipment is not limited, and the electronic equipment can be a PC, a server, a tablet personal computer, a smart phone and the like. Referring to fig. 2, a block diagram of an electronic device 100 includes a decoration garbage high-heat value division processing verifying unit 110, a memory 120, and a processor 130. The memory 120 and the processor 130 are electrically connected to each other directly or indirectly to achieve data transmission or interaction. For example, the components may be electrically connected to each other via one or more communication buses or signal lines. The finishing waste high calorific value component treatment verification apparatus 110 includes at least one software functional module which may be stored in the memory 120 in the form of software or firmware or solidified in the operating system of the electronic device. The processor 130 is used for executing executable modules stored in the memory 120, such as software functional modules and computer programs included in the decoration waste high heating value component processing and verifying device 110. The memory 120 may be, but is not limited to, a random access memory, a read only memory, a programmable read only memory, an erasable read only memory, an electrically erasable read only memory, and the like. The memory 120 is used for storing programs, and the processor 130 executes the programs after receiving execution instructions.
The processor 130 may be an integrated circuit chip having signal processing capabilities. The processor 130 may be a general-purpose processor, such as a central processing unit or a network processor, and may also be a digital signal processor, an application specific integrated circuit, a field programmable gate array, a programmable logic device, discrete gate or transistor logic, and discrete hardware components. Which is used to perform the methods, steps and logic blocks disclosed in the embodiments of the present application. It will be readily appreciated that the configuration shown in FIG. 2 is merely illustrative and that electronic device 100 may include more or fewer components than shown in FIG. 2 or have a different configuration than shown in FIG. 2. The components shown in fig. 2 may be implemented in hardware, software, or a combination thereof.
Referring to fig. 3, fig. 3 is a flow chart illustrating a method for processing and inspecting high calorific value components of decoration waste, which is applied to the electronic device 100, according to some embodiments of the present disclosure. The following steps S101 to S104 may be included, and each step will be described in detail below.
And S101, acquiring a decoration garbage disposal record set of decoration garbage disposal data to be inspected and a standard garbage disposal data description result.
In this application embodiment, the decoration garbage processing data that is to be inspected is decoration garbage processing data that need carry out inspection operation standardization, and decoration garbage processing data is to finishing the back to the decoration rubbish is handled, the result data that obtain, for example the classification result of decoration rubbish, handles to, final income etc..
The decoration garbage treatment record is a classification measurement record of garbage and a heat value statistical record of high-heat value component garbage in the process of obtaining the decoration garbage treatment data, and the decoration garbage treatment record can be obtained through the garbage classification measurement record and the heat value statistical record of decoration garbage treatment data to be inspected. For example, the garbage classification metering record may be a record performed when a worker classifies garbage, and includes a classification sequence, a classification category, a quantity corresponding to the classification, and the like, and of course, the garbage classification metering record may be generated by the operator according to an operation procedure, or may be generated by an apparatus automatically recording, for example, the apparatus automatically records according to an operation process on the apparatus after the worker classifies the garbage, and the garbage classification metering record may include, but is not limited to, a garbage classification sequence, a garbage classification level, a quality of various types of garbage, a state of the garbage, such as a dry condition and a mixed condition, a community to which the garbage belongs, and the like. The heat value can be estimated data of the heat value of the high heat value component garbage, for example, the product of the unit heat value of the garbage type corresponding to each branch in the high heat value component garbage and the quality of the garbage in the garbage classification metering record, and the heat value statistical record is a record of the process of classifying the high heat value component garbage from the garbage by workers, and comprises classification identification, classification result, effective heat value quality evaluation and the like of the high heat value component garbage. And sorting the garbage classification metering records and the heat value statistical records to obtain a decoration garbage treatment record set. In the embodiment of the present application, the standard garbage disposal data description result is a garbage disposal data description result for comparison, that is, garbage disposal data used as a reference. Of course, the description result may be correct or incorrect, in other words, the data in the standard garbage disposal data description result may be the standard garbage classification measurement record and the heat value statistical record, or the non-standard garbage classification measurement record and the heat value statistical record. For example, for the recording process of the garbage classification metering record, the standard garbage processing data description result may describe a standard workflow as follows: classification ((1) waste plastic classification- (2) waste paper classification- (3) waste metal classification- (4) waste wood classification- (5) waste hazardous article classification- (6) hazardous concrete brick classification- (7) light brick classification- (8) waste gypsum putty classification- (9) waste heat insulation material classification) -impurity cleaning-humidity evaluation-mixed separation-metering weighing. In the above working process, the ninth method is used as a standard method of the classification link, after the classification is completed, the impurity cleaning of the classified garbage, the humidity evaluation of the garbage, especially the high-heat value component garbage, and the final metering for ensuring the pure mixed separation of the garbage, such as the separation of metal fixtures in wood, are performed, which is a set of standard working process. As another embodiment, common error operations may also be described, such as: classifying ((1) combustible- (2) metal- (3) waste hazardous material- (4) building material) -metering and weighing. It should be noted that the text content presented in the foregoing examples is only an example of the presentation form of the description result, and in the actual description result, the presentation form and the specific content may not be subject to the above case. Each of the fitment garbage disposal records is obtained from the garbage classification metric record and the heating value statistical record, and then a fitment garbage disposal record set is formed, which may be represented in a tabular manner as an embodiment, for example, see the following table. Each project and corresponding actual content are a decoration garbage disposal record.
Figure BDA0003642029170000091
Figure BDA0003642029170000101
It is to be understood that the above table is only an example, and in other embodiments, the above table may be presented in other forms, for example, by way of a flowchart, and the present application is not limited thereto.
And S102, for each decoration garbage disposal record in the decoration garbage disposal record set, combining the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records to obtain a corresponding initial inspection decoration garbage disposal record. And repeating the step S102 at least twice to obtain at least two initial inspection and decoration garbage treatment records.
And the initial goodness of fit of each decoration garbage disposal record is obtained by comparing the matching values of the decoration garbage disposal records and the standard garbage disposal data description results in a plurality of comparison scales preset aiming at the standard garbage disposal data set. The comparison scale may include whether the transactions are generated, the order in which the transactions are generated, whether the values corresponding to the transactions are within the error range, etc. For example, it may be checked whether the worker has performed garbage classification based on the scale of item generation, whether the classification is performed according to a predetermined order of the ninth method based on the scale of item generation, and whether the error between the estimated effective calorific value quality and the estimated effective calorific value quality of the result of the final garbage disposal data presentation is within a reasonable range based on the scale of item generation. In other words, similarity comparison is carried out between the decoration garbage disposal records and the standard garbage disposal data description results on each scale, whether the decoration garbage disposal records are matched with the standard garbage disposal data description results or not is judged, and if the decoration garbage disposal records are matched with the standard garbage disposal data description results, similarity exists. As some examples, if there is similarity, a value of 1 may be recorded, otherwise a value of 0 may be recorded.
The decoration garbage disposal records are merged, and the coincidence degree of each decoration garbage disposal record can be compared with the coincidence degree of the standard garbage disposal data description result on each comparison scale, so that the coincidence value of each decoration garbage disposal record is obtained, for example, one of the decoration garbage disposal records is as follows:
Figure BDA0003642029170000102
Figure BDA0003642029170000111
it is easy to understand that, in terms of three dimensions such as item generation, item generation order and item matching numerical value, the above-mentioned one decoration garbage disposal record can only evaluate whether items are generated and the order of item generation corresponding to items is generated, if in the standard garbage disposal data description result, the description result included covers the item need to be generated and the item corresponding to the item needs to satisfy the order of waste plastics-waste paper-waste metals-waste wood, the above item generation and item generation order matching can record 1;1 and output. And the corresponding numerical value of the item needs to be compared at other positions in the record, for example, the quality of various types of garbage recorded at the metering result has a statistical result of effective heat value for the garbage with high heat value components, the decoration garbage processing data to be inspected contains final processing result data, after an error is considered, a reference range value is given in a standard garbage processing data description result, when the corresponding numerical value of the decoration garbage processing record related to the numerical value is within the range value, the coincidence can be considered, and at the moment, the recorded numerical value is 1 and output. Then, the fit values of the decoration garbage disposal records on the three scales are added to obtain the initial fit degree of 3 corresponding to the decoration garbage disposal records.
As an embodiment, in step S102, initial inspection and combination of the decoration garbage disposal records may be performed on each decoration garbage disposal record in the decoration garbage disposal record set. Wherein, the initial inspection and decoration garbage disposal record merging treatment of each time can be as follows: determining one decoration garbage disposal record in the decoration garbage disposal records, respectively matching the decoration garbage disposal records with the description result of the standard garbage disposal data on the comparison scales, and processing the corresponding decoration garbage disposal record based on the obtained matching values to obtain the corresponding initial inspection decoration garbage disposal record, wherein the process of combining the initial inspection decoration garbage disposal records is described in detail later. In one embodiment, the efficiency and accuracy of obtaining the at least two initial inspection decoration garbage disposal records are improved, and the efficiency of obtaining the inspection result of the standard garbage disposal data aiming at the to-be-inspected decoration garbage disposal data is improved. In the embodiment of the invention, each decoration garbage processing record and the standard garbage processing data description result can be processed based on the decoration garbage processing data inspection model obtained by artificial intelligence by means of an artificial intelligence technology, so that the inspection result of the standard garbage processing data aiming at the decoration garbage processing data to be inspected is obtained. For example, a plurality of data merging modules can be arranged in the decoration garbage disposal data inspection model, and then, decoration garbage disposal records and the standard garbage disposal data description results in decoration garbage disposal data to be inspected can be input into the decoration garbage disposal data inspection model, and at least two times of data merging operation can be performed through at least two data merging modules of the decoration garbage disposal data inspection model respectively, so that at least two initial inspection decoration garbage disposal records can be obtained. In the embodiment of the application, a data merging module performs a data merging operation to obtain an initial inspection decoration garbage disposal record, the initial inspection decoration garbage disposal records obtained by different data merging modules are different, each data merging module can determine the initial goodness of fit of each decoration garbage disposal record in a decoration garbage disposal record set in the process of obtaining the initial inspection decoration garbage disposal record, and the initial goodness of fit obtained by different data merging modules is different for each decoration garbage disposal record, so that when at least two initial inspection decoration garbage disposal records are obtained by using a decoration garbage disposal data inspection model, a plurality of weights corresponding to each decoration garbage disposal record are generated in the process of processing each decoration garbage disposal record by different data merging modules, that is, a plurality of initial goodness of fit are generated for each decoration garbage disposal record when at least two initial inspection decoration garbage disposal records are used for processing each decoration garbage disposal record. The weights of the decoration garbage treatment record represent the matching degree of the decoration garbage treatment record and the standard garbage treatment data description result on a plurality of comparison scales. In this embodiment, the form of the decoration garbage disposal data inspection model can be selected and configured according to actual needs, and for example, the form can be a convolutional neural network or a cyclic neural network. Each data merging module can structurally cover a plurality of full-connection networks, each data merging module can comprise a data merging unit, such as an attention unit and a pooling unit, the data merging unit is configured to process decoration garbage processing records and standard garbage processing data description results during merging processing to obtain initial goodness of fit corresponding to each decoration garbage processing record, and the pooling unit performs weighted pooling on the corresponding decoration garbage processing records based on each initial goodness of fit of the data merging unit, namely sums the corresponding decoration garbage processing records according to weight distribution coefficients to obtain corresponding initial inspection decoration garbage processing records. And respectively combining the decoration garbage disposal records through at least two data combining modules to obtain at least two initial inspection decoration garbage disposal records by using the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set.
The summation formula may be:
Figure BDA0003642029170000131
C n the nth data is combined to obtain an initial inspection and decoration garbage treatment record;
Figure BDA0003642029170000132
the initial goodness of fit of the mth decoration garbage treatment record during the nth data combination; p m And recording the m-th decoration garbage treatment record.
And each data merging module merges and processes once and outputs an initial inspection and decoration garbage processing record, the initial inspection and decoration garbage processing records output by each data merging module are different, and the different data merging modules have the same structure and different parameters.
As some embodiments, in order to enhance the accuracy of each obtained initial inspection decoration garbage disposal record and reduce the calculation difficulty of each obtained initial inspection decoration garbage disposal record, summing the corresponding decoration garbage disposal records according to the weight distribution coefficient based on the obtained initial goodness of fit, and obtaining the corresponding initial inspection decoration garbage disposal records may further include: based on the sum of all the obtained initial goodness of fit, performing normalization operation or standardization treatment on each initial goodness of fit one by one, and then based on each initial goodness of fit after the normalization operation, summing corresponding decoration garbage treatment records according to a weight distribution coefficient to obtain corresponding initial inspection decoration garbage treatment records. This process can be implemented using the following formula:
Figure BDA0003642029170000133
Figure BDA0003642029170000134
normalizing the initial goodness of fit of the nth decoration garbage treatment record during the nth data combination;
Figure BDA0003642029170000135
and the initial goodness of fit of the mth decoration garbage treatment record when the nth data is combined is shown. Summing the corresponding decoration garbage disposal records according to the weight distribution coefficient to obtain the corresponding initial inspection decoration garbage disposal records, wherein the initial inspection decoration garbage disposal records can be realized by a formula:
Figure BDA0003642029170000136
in one embodiment, the decoration garbage disposal record set includes a decoration garbage disposal record vector, that is, a decoration garbage disposal record recorded in a vector form, and the standard garbage disposal data description result includes a standard garbage disposal data vector. In this embodiment, when each data merging module merges the decoration garbage disposal records to obtain the initial inspection decoration garbage disposal record, the processing of the decoration garbage disposal records includes: calculating a resultant vector of a decoration garbage disposal record vector and a standard garbage disposal data vector in the decoration garbage disposal record set, then summing the decoration garbage disposal record vector, the standard garbage disposal data vector and the resultant vector to obtain a to-be-input sum vector, finally inputting the to-be-input sum vector into a data merging module, and processing the to-be-input sum vector through a full-connection network in the data merging module to obtain an initial goodness of fit corresponding to a decoration garbage disposal record. The resultant vector may be a normal vector, an outer product, a difference value, an inner product, or the like of two vectors.
In the embodiment of the present application, the following method may be referred to for the training process of the data merging module. The data merging module is initialized at least twice to obtain at least two data merging modules to be trained, and different data merging modules to be trained have different parameters. Training a data merging module to be trained based on a preset loss function until a preset training condition is reached; and determining each data merging module to be trained in the at least two data merging modules to be the data merging module. The preset training condition may be the number of training times or the convergence condition.
And S103, determining a final inspection decoration garbage treatment record of the decoration garbage treatment data to be inspected through at least two initial inspection decoration garbage treatment records.
As an implementation manner, at least two initial inspection decoration garbage disposal records may be spliced to obtain a final inspection decoration garbage disposal record of the decoration garbage disposal data to be inspected, or at least two initial inspection decoration garbage disposal records may be averaged, and the average value is used as the final inspection decoration garbage disposal record of the decoration garbage disposal data to be inspected. For example, the initial inspection and decoration garbage disposal records exist in a vector form, when a plurality of initial inspection and decoration garbage disposal record vectors are connected, the lengths of the plurality of initial inspection and decoration garbage disposal record vectors are added, and a vector of a dimension sum is obtained after connection and serves as a final inspection and decoration garbage disposal record of the decoration garbage disposal data to be inspected. Or the plurality of initial inspection decoration garbage disposal record vectors have the same size, the plurality of initial inspection decoration garbage disposal record vectors can be subjected to mean calculation in sequence at the same coordinate, and a plurality of obtained mean values are combined to obtain a combined vector, namely the final inspection decoration garbage disposal record of the decoration garbage disposal data to be inspected.
And S104, obtaining a detection result of the standard garbage disposal data to the decoration garbage disposal data to be detected based on the final detection decoration garbage disposal record and the final goodness of fit of the standard garbage disposal data description result.
In the embodiment of the application, the final coincidence degree of the final inspection decoration garbage treatment record and the standard garbage treatment data description result can be determined as the inspection result of the standard garbage treatment data on the decoration garbage treatment data to be inspected. In addition, at least one checking result comparison content can be obtained, and the checking result comparison information comprises the description content of the decoration garbage processing data to be checked, the description content of the standard garbage processing data and the operator content corresponding to the decoration garbage processing data to be checked. And determining the inspection result of the standard garbage disposal data aiming at the decoration garbage disposal data to be inspected according to at least one inspection result comparison content, the final inspection decoration garbage disposal record and the standard garbage disposal data description result. The description content can be a description result of the operation process, such as classification without the ninth order, missing classification details, out-of-range high calorific value content and the like, and the operator content can be personal evaluation of the operator. The accuracy of the inspection result is convenient to improve through the above mode.
To sum up, the high calorific value component processing inspection method of fitment rubbish that this application embodiment provided is through confirming fitment garbage disposal record set and the standard garbage disposal data description result of waiting to examine fitment garbage disposal data, again to each fitment garbage disposal record in the fitment garbage disposal record set, carry out the merging treatment through the initial goodness of fit that the fitment garbage disposal record corresponds, obtain corresponding initial inspection fitment garbage disposal record, obtain two at least initial inspection fitment garbage disposal records through repetitive processing, then based on two at least initial inspection fitment garbage disposal records, confirm the final inspection fitment garbage disposal record of waiting to examine fitment garbage disposal data, finally at least through the final goodness of fit of final inspection fitment garbage disposal record and standard garbage disposal data description result, it is right to confirm standard garbage disposal data wait to examine the inspection result of fitment garbage disposal data. The method for processing and inspecting the high-calorific-value components of the decoration garbage is used for analyzing based on the decoration garbage processing record set and the standard garbage processing data description result, matching degrees between the decoration garbage processing record set and the standard garbage processing data description result are compared from a plurality of different comparison scales, and matching conditions are reflected on a plurality of scales, so that initial inspection decoration garbage processing records obtained by combining the decoration garbage processing records according to the initial matching degrees are used for obtaining final inspection decoration garbage processing records, the matching degree analysis process of the decoration garbage processing records and the standard garbage processing data description result from a plurality of scales is enhanced, and the accuracy of the final inspection result is ensured.
In the electronic device 100 provided in the embodiment of the present application, the decoration garbage high calorific value component processing and checking apparatus 110 is configured to execute the decoration garbage high calorific value component processing and checking method provided in the embodiment of the present application, and the decoration garbage high calorific value component processing and checking apparatus 110 may include a plurality of functional modules, please refer to fig. 4, including a data obtaining module 111, a data merging module 112, and a checking module 113. The data obtaining module 111 is configured to obtain a decoration garbage disposal record set of decoration garbage disposal data to be inspected and a standard garbage disposal data description result. Each decoration garbage disposal record in the decoration garbage disposal record set is obtained through garbage classification metering records and heat value statistical records of decoration garbage disposal data to be detected, and standard garbage disposal data description results are obtained through standard garbage disposal data in the standard garbage disposal data set. The data merging module 112 is configured to merge the decoration garbage disposal records based on the initial goodness of fit corresponding to the decoration garbage disposal record for each decoration garbage disposal record in the decoration garbage disposal record set, so as to obtain a corresponding initial inspection decoration garbage disposal record. And the initial goodness of fit of each decoration garbage disposal record is obtained by comparing the matching values of the decoration garbage disposal records and the standard garbage disposal data description results in a plurality of comparison scales preset aiming at the standard garbage disposal data set. And (3) merging the decoration garbage treatment records according to the corresponding initial goodness of fit of the decoration garbage treatment records in the decoration garbage treatment record set to obtain corresponding initial inspection decoration garbage treatment records, repeating the steps to obtain at least two initial inspection decoration garbage treatment records, and determining the final inspection decoration garbage treatment record of the decoration garbage treatment data to be inspected according to the at least two initial inspection decoration garbage treatment records. The inspection module 113 is configured to obtain an inspection result of the standard garbage disposal data on the decoration garbage disposal data to be inspected based on the final inspection and decoration garbage disposal record and the final goodness of fit of the standard garbage disposal data description result. The data acquiring module 111 may be configured to perform step S101, the data merging module 112 may be configured to perform step S102, and the verifying module 113 may be configured to perform step S103. The steps are described in detail in the introduction of the method, and thus the high calorific value component treatment inspection device 110 of the decoration waste is not described in detail.
In the above embodiments, all or part of the implementation may be realized by software, hardware, firmware, or any combination thereof. When implemented in software, it may be implemented in whole or in part in the form of a computer program product. The computer program product includes one or more computer instructions. When loaded and executed on a computer, cause the processes or functions described in accordance with the embodiments of the application to occur, in whole or in part. The computer may be a general purpose computer, a special purpose computer, a network of computers, or other programmable device. The computer instructions may be stored in a computer readable storage medium or transmitted from one computer readable storage medium to another computer readable storage medium, for example, the computer instructions may be transmitted from one website, computer, server, or data center to another website, computer, server, or data center by wire (e.g., coaxial cable, fiber optic, digital subscriber line) or wirelessly (e.g., infrared, wireless, microwave, etc.). The computer-readable storage medium can be any available medium that can be accessed by a computer or a data storage device, such as a server, a data center, etc., that includes one or more available media. The usable medium may be a magnetic medium (e.g., floppy Disk, hard Disk, magnetic tape), an optical medium (e.g., DVD), or a semiconductor medium (e.g., solid State Disk (SSD)), among others.
It should be noted that, in the present disclosure, technical features in various alternatives can be combined to form an alternative, and the alternative is within the scope of the disclosure. Relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrases "comprising a," "8230," "8230," or "comprising" does not exclude the presence of additional like elements in a process, method, article, or apparatus that comprises the element.
The embodiments in the present specification are described in a related manner, each embodiment focuses on differences from other embodiments, and the same and similar parts in the embodiments are referred to each other.
The above description is only for the preferred embodiment of the present application and is not intended to limit the scope of the present application. Any modification, equivalent replacement, improvement and the like made within the spirit and principle of the present application are included in the protection scope of the present application.

Claims (10)

1. A method for processing and inspecting high-calorific-value components of decoration garbage is characterized by comprising the following steps:
acquiring a decoration garbage disposal record set and a standard garbage disposal data description result of decoration garbage disposal data to be inspected, wherein each decoration garbage disposal record in the decoration garbage disposal record set is obtained through a garbage classification metering record and a heat value statistical record of the decoration garbage disposal data to be inspected, and the standard garbage disposal data description result is obtained through standard garbage disposal data in a standard garbage disposal data set;
for each decoration garbage disposal record in the decoration garbage disposal record set, combining the decoration garbage disposal records based on the initial goodness of fit corresponding to the decoration garbage disposal records to obtain corresponding initial inspection decoration garbage disposal records, and comparing the initial goodness of fit of each decoration garbage disposal record with the goodness of fit of the standard garbage disposal data description result through a plurality of comparison scales preset for the standard garbage disposal data set by the decoration garbage disposal records;
combining the decoration garbage disposal records in the decoration garbage disposal record set according to the initial goodness of fit corresponding to the decoration garbage disposal records to obtain corresponding initial inspection decoration garbage disposal records, and repeating the steps to obtain at least two initial inspection decoration garbage disposal records;
determining final inspection decoration garbage treatment records of the decoration garbage treatment data to be inspected according to the at least two initial inspection decoration garbage treatment records;
and obtaining a detection result of the standard garbage disposal data to the decoration garbage disposal data to be detected based on the final coincidence degree of the final detection decoration garbage disposal record and the standard garbage disposal data description result.
2. The method of claim 1, wherein the merging, for each of the set of decoration garbage disposal records, the decoration garbage disposal records with their corresponding initial goodness of fit to obtain corresponding initial inspection decoration garbage disposal records comprises:
performing goodness of fit comparison on each comparison scale and the standard garbage disposal data description result aiming at each decoration garbage disposal record to obtain a fit value of the decoration garbage disposal record;
summing the obtained coincidence values of the decoration garbage treatment records on each comparison scale to obtain initial coincidence degree corresponding to the decoration garbage treatment records;
and summing the corresponding decoration garbage disposal records according to a weight distribution coefficient based on the initial goodness of fit to obtain the corresponding initial inspection decoration garbage disposal records.
3. The method of claim 2, wherein summing corresponding decoration garbage disposal records according to a weight distribution coefficient based on the initial goodness of fit to obtain the corresponding initial inspection decoration garbage disposal records comprises:
based on the sum of all the obtained initial goodness of fit, carrying out normalization operation on each initial goodness of fit one by one;
and summing the corresponding decoration garbage disposal records according to a weight distribution coefficient through each initial goodness of fit after normalization operation to obtain the corresponding initial inspection decoration garbage disposal records.
4. The method of claim 1, wherein the step of combining the decoration garbage disposal records to obtain corresponding initial inspection decoration garbage disposal records by the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set is repeated to obtain at least two initial inspection decoration garbage disposal records, comprising:
obtaining a decoration garbage treatment data inspection model, wherein the decoration garbage treatment data inspection model comprises at least two data merging modules;
inputting each decoration garbage disposal record and the standard garbage disposal data description result into a data merging module of the decoration garbage disposal data inspection model;
and respectively combining the decoration garbage disposal records in the decoration garbage disposal record set based on the at least two data combining modules to obtain at least two initial inspection decoration garbage disposal records, wherein each data combining module is used for combining and processing the decoration garbage disposal records once and outputting one initial inspection decoration garbage disposal record, the initial inspection decoration garbage disposal records output by each data combining module are different, and the different data combining modules have the same structure and different parameters.
5. The method of claim 4, wherein the set of decoration garbage disposal records comprises vectors of decoration garbage disposal records, and the standard garbage disposal data description result comprises vectors of standard garbage disposal data;
each data merging module merges the decoration garbage disposal records, and when the initial inspection decoration garbage disposal records are obtained, the processing of the decoration garbage disposal records comprises the following steps:
calculating a resultant vector of a decoration garbage disposal record vector and the standard garbage disposal data vector in the decoration garbage disposal record set;
summing the decoration garbage disposal record vector, the standard garbage disposal data vector and the resultant vector to obtain a to-be-input sum vector;
and inputting the to-be-input sum vector into one of the data merging modules, and processing the to-be-input sum vector through a full-connection network in the data merging module to obtain an initial goodness of fit corresponding to the decoration garbage processing record.
6. The method of claim 4, wherein the training process of the data merge module comprises:
initializing the data merging module at least twice to obtain at least two data merging modules to be trained, wherein different data merging modules to be trained have different parameters;
training the data merging module to be trained based on a preset loss function until a preset training condition is reached;
and determining each data merging module to be trained in the at least two data merging modules to be data merging modules.
7. The method according to any one of claims 1 to 5, wherein the step of determining the inspection result of the standard garbage disposal data for the decoration garbage disposal data to be inspected based on the final matching degree of the final inspection decoration garbage disposal record and the standard garbage disposal data description result comprises the following steps:
acquiring at least one test result comparison content;
the comparison content of the inspection result comprises the comparison content of the decoration garbage processing data to be inspected, the comparison content of the standard garbage processing data and the operator content corresponding to the decoration garbage processing data to be inspected;
and determining the inspection result of the standard garbage disposal data on the decoration garbage disposal data to be inspected according to the at least one inspection result comparison content, the final inspection decoration garbage disposal record and the standard garbage disposal data description result.
8. The utility model provides a decoration rubbish high calorific value component processing verifying attachment which characterized in that includes:
the data acquisition module is used for acquiring a decoration garbage treatment record set of decoration garbage treatment data to be inspected and a standard garbage treatment data description result, wherein each decoration garbage treatment record in the decoration garbage treatment record set is obtained through a garbage classification metering record and a heat value statistical record of the decoration garbage treatment data to be inspected, and the standard garbage treatment data description result is obtained through standard garbage treatment data in the standard garbage treatment data set;
the data merging module is used for merging the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records for each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and the initial goodness of fit of each decoration garbage disposal record is obtained by comparing the fit values of the decoration garbage disposal records and standard garbage disposal data description results at a plurality of preset comparison scales aiming at the standard garbage disposal data set; combining the decoration garbage disposal records according to the initial goodness of fit corresponding to the decoration garbage disposal records of each decoration garbage disposal record in the decoration garbage disposal record set to obtain corresponding initial inspection decoration garbage disposal records, and repeating the steps to obtain at least two initial inspection decoration garbage disposal records; determining final inspection decoration garbage treatment records of the decoration garbage treatment data to be inspected according to the at least two initial inspection decoration garbage treatment records;
and the inspection module is used for obtaining an inspection result of the standard garbage disposal data on the decoration garbage disposal data to be inspected based on the final inspection and decoration garbage disposal record and the final goodness of fit of the standard garbage disposal data description result.
9. The apparatus according to claim 8, wherein the data obtaining module performs a merging process on each decoration garbage disposal record in the decoration garbage disposal record set according to an initial matching degree corresponding to the decoration garbage disposal record to obtain a corresponding initial inspection decoration garbage disposal record, and the method comprises:
performing goodness of fit comparison on each comparison scale and the standard garbage disposal data description result aiming at each decoration garbage disposal record to obtain a fit value of the decoration garbage disposal record;
summing the obtained coincidence values of the decoration garbage treatment records on each comparison scale to obtain initial coincidence degrees corresponding to the decoration garbage treatment records;
and summing the corresponding decoration garbage treatment records according to a weight distribution coefficient based on the initial goodness of fit to obtain the corresponding initial inspection decoration garbage treatment records.
10. An electronic device comprising an interconnected processor and memory, the memory storing a computer program, the processor being configured to execute the computer program on the memory to perform the method of any of claims 1-7.
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