CN112630375B - Environment-friendly detection method and device for color printing device - Google Patents
Environment-friendly detection method and device for color printing device Download PDFInfo
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/0004—Gaseous mixtures, e.g. polluted air
- G01N33/0009—General constructional details of gas analysers, e.g. portable test equipment
- G01N33/0027—General constructional details of gas analysers, e.g. portable test equipment concerning the detector
- G01N33/0031—General constructional details of gas analysers, e.g. portable test equipment concerning the detector comprising two or more sensors, e.g. a sensor array
- G01N33/0034—General constructional details of gas analysers, e.g. portable test equipment concerning the detector comprising two or more sensors, e.g. a sensor array comprising neural networks or related mathematical techniques
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/0004—Gaseous mixtures, e.g. polluted air
- G01N33/0009—General constructional details of gas analysers, e.g. portable test equipment
- G01N33/0062—General constructional details of gas analysers, e.g. portable test equipment concerning the measuring method, e.g. intermittent, or the display, e.g. digital
- G01N33/0063—General constructional details of gas analysers, e.g. portable test equipment concerning the measuring method, e.g. intermittent, or the display, e.g. digital using a threshold to release an alarm or displaying means
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- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
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Abstract
The invention discloses an environment-friendly detection method and device for a color printing device, wherein the method comprises the following steps: obtaining consumption amount information of toner of a printing apparatus; obtaining component information of the toner; inputting the consumption information of the toner and the component information of the toner into a training model to obtain output information of the training model, wherein the output information comprises a first output result and a second output result, the first output result is a result that the environment of the printing device does not reach the standard, and the second output result is a result that the environment of the printing device reaches the standard. This application reaches the environmental protection hidden danger that exists to the color printing device through above-mentioned technical scheme and carries out the technological effect that detects accurately and high-efficiently.
Description
Technical Field
The invention relates to the field of environment-friendly detection of printing devices, in particular to an environment-friendly detection method and device of a color printing device.
Background
The printing industry is one of the fastest technologically advancing industries in the world for 20 years, and has now entered a new era of digital printing. The international development trend is as follows: high-grade color prints are growing rapidly. For a long time, in various printing processes, due to the high-speed rotation of a printing machine, an ink film between ink rollers is split and elongated to generate fragments, and the fragments shrink under the action of the surface tension of ink to form a plurality of fine ink drops which are dispersed in the air, wherein the phenomenon of 'ink flying' is a common printing fault with great harmfulness in color printing and is also a problem of causing environmental pollution by introduction. The environmental problem not only relates to the future of human civilization, but also relates to the survival development of enterprises. Therefore, various environmental tests in the printing process become indispensable works.
However, in the process of implementing the technical solution of the invention in the embodiments of the present application, the inventors of the present application find that the above-mentioned technology has at least the following technical problems:
a series of environmental protection problems and harmful degrees existing in a color printing device are not detected accurately and efficiently.
Disclosure of Invention
The embodiment of the application provides the environmental protection detection method and the device for the color printing device, so that the technical problem that a series of environmental protection hidden dangers existing in color printing cannot be accurately and efficiently detected is solved, and the technical effect that the environmental protection problems existing in the operation of the color printing device can be accurately and efficiently detected is achieved.
The embodiment of the application provides an environment-friendly detection method of a color printing device, wherein the method comprises the following steps: obtaining consumption amount information of toner of a printing apparatus; obtaining component information of the toner; inputting the consumption information of the toner and the composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, and each set of training data in the plurality of sets comprises: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection; obtaining output information of the training model, wherein the output information comprises a first output result and a second output result, the first output result is a result that the environment-friendly printing device does not reach the standard, and the second output result is a result that the environment-friendly printing device reaches the standard; and determining whether a first early warning instruction is obtained or not according to the first output result and the second output result, wherein the first early warning instruction is used for reminding the printing device that the environmental protection does not reach the standard.
In another aspect, the present application further provides an environmental protection detecting apparatus for a color printing apparatus, wherein the apparatus includes: a first obtaining unit configured to obtain consumption amount information of toner of the printing apparatus; a second obtaining unit for obtaining composition information of the toner; a first input unit configured to input consumption amount information of toner of the printing apparatus and composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, each of the plurality of sets of training data including: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection; a third obtaining unit, configured to obtain output information of the training model, where the output information includes a first output result and a second output result, where the first output result is a result that the environment of the printing apparatus does not reach the standard, and the second output result is a result that the environment of the printing apparatus reaches the standard.
One or more technical solutions provided in the embodiments of the present application have at least the following technical effects or advantages:
the printing device is monitored for volatile gas components to obtain volatile gas component information and obtain a preset harmful gas database, whether the volatile gas component information contains the harmful gas information in the preset harmful gas database is judged, a first judgment result is obtained, and according to the first judgment result, the mode for identifying the identification information for identifying whether the environmental protection of the printing device reaches the standard is determined, so that the convenience of environmental protection detection of the color printing device is improved, the technical problem that the environmental protection hidden danger existing in color printing cannot be accurately and efficiently detected is solved, and the technical effect of accurately and efficiently detecting the environmental protection of the color printing device is realized.
The foregoing description is only an overview of the technical solutions of the present application, and the present application can be implemented according to the content of the description in order to make the technical means of the present application more clearly understood, and the following detailed description of the present application is given in order to make the above and other objects, features, and advantages of the present application more clearly understandable.
Drawings
FIG. 1 is a schematic flow chart illustrating an environmental protection inspection method for a color printer according to an embodiment of the present disclosure;
FIG. 2 is a schematic flowchart illustrating a process of obtaining a first warning instruction in an environmental protection inspection method for a color printing apparatus according to an embodiment of the present disclosure;
FIG. 3 is a schematic flowchart illustrating a process of obtaining a more accurate training model in an environmental protection inspection method for a color printing apparatus according to an embodiment of the present disclosure;
FIG. 4 is a schematic view illustrating a process of obtaining toner composition information in an environmental protection inspection method for a color printer according to an embodiment of the present disclosure;
FIG. 5 is a schematic flow chart illustrating a process of obtaining identification information indicating whether the environmental protection of the printing apparatus meets the standard in the method for detecting environmental protection of a color printing apparatus according to the embodiment of the present application;
FIG. 6 is a schematic flow chart illustrating refining to obtain identification information indicating whether the environmental protection of the printing apparatus meets the standard in the method for detecting environmental protection of a color printing apparatus according to the embodiment of the present application;
FIG. 7 is a schematic flowchart of a training model of an environmental protection inspection method for a color printing apparatus according to an embodiment of the present disclosure;
FIG. 8 is a schematic structural diagram of an environmental protection inspection apparatus for a color printer according to an embodiment of the present disclosure;
fig. 9 is a schematic structural diagram of an exemplary electronic device according to an embodiment of the present application.
Description of reference numerals: a first obtaining unit 11, a second obtaining unit 12, a first input unit 13, a third obtaining unit 14, a bus 300, a receiver 301, a processor 302, a transmitter 303, a memory 304, a bus interface 306.
Detailed Description
The embodiment of the application provides the environmental protection detection method for the color printing device, so that the technical problem that environmental protection hidden dangers existing in color printing cannot be accurately and efficiently detected is solved, and the technical effect of accurately and efficiently detecting the environmental protection existing in the color printing device is achieved. Hereinafter, example embodiments according to the present application will be described in detail with reference to the accompanying drawings. It should be apparent that the described embodiments are merely some embodiments of the present application and not all embodiments of the present application, and it should be understood that the present application is not limited to the example embodiments described herein.
Summary of the application
The printing industry is one of the fastest technologically advancing industries in the world for 20 years, and has now entered a new era of digital printing. The international development trend is as follows: high-grade color printed matters are rapidly increased, and high and new technologies such as computers, electronics and the like are widely applied to the printing process. The phenomenon of 'ink flying' in various printing processes is a common printing fault with great harmfulness in color printing for a long time, and is also a problem of environmental pollution caused by introduction. The environmental problem not only relates to the future of human civilization, but also relates to the survival development of enterprises. However, a series of environmental protection hidden troubles existing in the current color printing device cannot be detected by a college or university.
In view of the above technical problems, the technical solution provided by the present application has the following general idea:
the embodiment of the application provides an environment-friendly detection method and device for a color printing device, wherein the method comprises the following steps: obtaining consumption amount information of toner of a printing apparatus; obtaining component information of the toner; inputting the consumption information of the toner and the composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, and each set of training data in the plurality of sets comprises: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection; obtaining output information of the training model, wherein the output information comprises a first output result and a second output result, the first output result is a result that the environment-friendly printing device does not reach the standard, and the second output result is a result that the environment-friendly printing device reaches the standard; and determining whether a first early warning instruction is obtained or not according to the first output result and the second output result, wherein the first early warning instruction is used for reminding the printing device that the environmental protection does not reach the standard.
Having thus described the general principles of the present application, various non-limiting embodiments thereof will now be described in detail with reference to the accompanying drawings.
Example one
As shown in fig. 1, an embodiment of the present application provides an environmental protection detection method and apparatus for a color printing apparatus, where the method includes:
step S100: obtaining consumption amount information of toner of a printing apparatus;
specifically, ink mixing is an important task in a color printing process, and in order to maintain image quality, toner particles need to be replenished at any time to stabilize toner concentration, because toner particles need to be consumed for image formation during color printing. The developer causes toner to adhere to an electrostatic latent image formed on the image carrier to form a toner image on the image carrier. The amount of toner consumption is usually calculated using the output value of the toner sensor. The toner supply mechanism supplies the toner contained in the toner container to the developing device based on an output value of the toner sensor. The consumption amount of the toner is an amount of the toner consumed in the developing device. The method for obtaining the toner consumption information of the color printing device lays a tamping foundation for subsequently obtaining identification information for identifying whether the printing environment-friendly device reaches the standard or not.
Step S200: obtaining component information of the toner;
specifically, the toner component information is obtained from the toner cartridge, and the specific toner component can ensure fixability and printability, increase environmental friendliness, and improve the charge amount and fluidity of the developer. The waste toner can be recycled, so that environmental pollution and resource waste are prevented, and the component information is not separable. The component information of the toner is acquired, and a foundation is laid for subsequently judging whether the printing environment-friendly device reaches the standard.
Step S300: inputting the consumption information of the toner and the composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, and each set of training data in the plurality of sets comprises: the toner consumption information and the toner composition information and identification information for identifying whether the printing apparatus is environmentally friendly.
Specifically, the identification information for identifying whether the environmental protection of the printing apparatus is up to standard is specifically accurate information of whether the printing apparatus is in environmental protection. The training model is a machine learning model, and the machine learning model can continuously learn through a large amount of data, further continuously correct the model, and finally obtain satisfactory experience to process other data.
Further, the machine model is obtained by training a plurality of sets of training data, and the process of training the neural network model by the training data is essentially a process of supervised learning. The plurality of groups of training data are specifically: consumption information of the toner, composition information of the toner, and the identification information for identifying whether the printing apparatus is environmentally friendly. In the case where the toner contains a harmful component, the greater the toner consumption, the lower the level of environmental protection of the printing apparatus. The machine learning model outputs information whether the environment of the printing device reaches the standard or not by inputting consumption information of the toner and component information of the toner, the information whether the environment of the printing device reaches the standard or not output by the machine learning model is verified by the information whether the environment of the identified printing device reaches the standard or not, if the output information whether the environment of the printing device reaches the standard or not is consistent with the information whether the environment of the identified printing device reaches the standard or not, the data supervised learning is finished, and then the next group of data supervised learning is carried out; and if the output information of whether the environment protection of the printing device reaches the standard is inconsistent with the identified information of whether the environment protection of the printing device reaches the standard, adjusting the machine learning model by the machine learning model, and performing supervised learning of the next group of data until the machine learning model reaches the expected accuracy. The machine learning model is continuously corrected and optimized through training data, the accuracy of the machine learning model for processing the data is improved through the process of supervision learning, and then whether the environment-friendly information of the printing device reaches the standard is accurate, and the accuracy and the efficiency of environment-friendly detection of the printing device are improved through accurately evaluating whether the environment-friendly information of the printing device reaches the standard.
Step S400: and obtaining output information of the training model, wherein the output information comprises a first output result and a second output result, the first output result is a result that the environment-friendly printing device does not reach the standard, and the second output result is a result that the environment-friendly printing device reaches the standard.
Specifically, the training model continuously corrects the position of the logistic regression line through supervised learning, and then obtains a logistic regression model which can more accurately judge whether the environment of the printing device reaches the standard, so that whether the environment of the printing device reaches the standard is judged through the model, the environment of the printing device does not reach the standard to obtain the first output result, and the environment of the printing device reaches the standard to obtain the second output result, so that the effect of accurately judging whether the environment of the printing device reaches the standard is realized, and the detection accuracy is improved.
Step S500: and determining whether a first early warning instruction is obtained or not according to the first output result and the second output result, wherein the first early warning instruction is used for reminding the printing device that the environmental protection does not reach the standard.
Specifically, the first output result and the second output result obtained through the logistic regression model for judging whether the environmental protection of the printing device reaches the standard are used for accurately detecting the environmental protection of the printing device, and the first early warning instruction obtained according to the first judgment result is used for accurately early warning that the environmental protection detection result does not reach the standard, so that the technical purpose of accurately detecting the environmental protection of the printing device is achieved.
As shown in fig. 2, in order to achieve more accurate output result, step S500 of the embodiment further includes:
step S510: if the output result is a first output result, obtaining a first early warning instruction;
step S520: and if the output result is a second output result, first prompt information is obtained, and the first prompt information is used for prompting that the environment-friendly effect of the printing device reaches the standard.
Specifically, the output result comprises a first output result and a second output result, and the first output result represents that the environmental protection detection of the printing device does not reach the standard, and then a first early warning instruction is obtained; and if the second output result represents that the environment-friendly detection of the printing device reaches the standard, acquiring first prompt information for prompting that the environment-friendly detection of the printing device reaches the standard. For the step, whether the environmental protection of the printing device reaches the standard is effectively informed through the first early warning information and the first prompt information, and the technical effects of informing qualification and informing unqualified are achieved. The first early warning instruction and the first prompt information improve the detection convenience.
As shown in fig. 3, in order to obtain a more accurate training model, step S300 in this embodiment of the present application further includes:
step S310 a: obtaining consumption amount information of the toner, and taking the consumption amount information of the toner as an abscissa;
step S320 a: obtaining component information of the toner, and taking the component information of the toner as a vertical coordinate;
step S330 a: obtaining a logistic regression line according to the abscissa and the ordinate by adopting a logistic regression model, wherein the logistic regression line comprises a first position and a first angle, and the first position and the first angle are located in a coordinate system constructed by the abscissa and the ordinate; wherein one side of the logistic regression line represents a first output result and the other side of the logistic regression line represents a second output result, wherein the first output result and the second output result are different.
Specifically, when the neural network model is constructed, a coordinate system may be established based on the toner consumption information and the toner component information as horizontal and vertical coordinates, respectively. And obtaining a logistic regression line according to a logistic regression algorithm through the coordinate system. One side of the logistic regression line represents the result that the environment protection of the printing device does not reach the standard; and the other side of the logistic regression line is a result of the printing device reaching the environmental protection standard. The logistic regression line is controlled by a first position and a first angle, and can be dynamically adjusted according to the first position and the first angle. The first position and the first angle are controlled by a first influencing parameter and a second influencing parameter, respectively. Through the supervised learning, it is essentially a process of adjusting the position of the logistic regression line. The position of the logistic regression line is continuously corrected through supervised learning, so that a logistic regression model for more accurately judging whether the environment of the printing device reaches the standard is obtained, a neural network model for more accurately judging whether the environment of the printing device reaches the standard is obtained, the effect of accurately judging whether the environment of the printing device reaches the standard is achieved, and the accuracy of detection is improved.
As shown in fig. 4, in order to obtain the component information of the toner, step S200 of the embodiment of the present application further includes:
step S210: obtaining attribute information of the printing device;
step S220: obtaining the type information of the toner according to the attribute information of the printing device;
step S230: and obtaining the component information of the toner according to the model information of the toner.
Specifically, attribute information related to the attribute of the printing device is obtained from an information display area of a display unit of the printing device, the type information of the toner is further obtained from toner information corresponding to the attribute information of the printing device, after a proper toner type is selected, component information of the toner can be obtained from a toner outer box, and harmful component information in the toner is obtained from the component information of the toner, so that the harmful gas database is convenient to establish, a foundation is laid for environment protection detection of the printing device, and the accuracy of environment protection detection of the printing device is improved.
As shown in fig. 5, in order to make the identification information for identifying whether the environmental protection of the printing apparatus meets the standard more accurate, step S300 in the embodiment of the present application further includes:
step S310b, volatile gas component monitoring is carried out on the printing device to obtain volatile gas component information;
step S320 b: obtaining a preset harmful gas database, wherein the preset harmful gas database contains harmful gas and harmful metering critical value information corresponding to the harmful gas;
step S330 b: judging whether the volatile gas component information contains harmful gas information in the preset harmful gas database or not, and obtaining a first judgment result;
step S340 b: and determining the identification information for identifying whether the environment protection of the printing device reaches the standard or not according to the first judgment result.
Specifically, the harmful gas information database is built, namely, instrument equipment is utilized to realize real-time monitoring and control on harmful gas, display, collection, arrangement and transmission of data are completed, various data resources are subjected to unified planning, unified storage and unified management, and the harmful metering critical value is determined. And monitoring the volatile gas components of the printing device, then obtaining volatile gas component information, and comparing the volatile gas component information with harmful metering critical value information specified by the harmful gas database to obtain a first judgment result. The judgment result enables the supervision data to be more accurate, the convenience of detecting the environmental protection performance is improved, and the technical effect of accurately and efficiently detecting the environmental protection performance of the color printing device is achieved.
As shown in fig. 6, in order to determine the identification information for identifying whether the environment of the printing apparatus meets the standard more accurately according to the first determination result, step S340b according to this embodiment of the present invention further includes:
step S340b 1: if the first judgment result is that the volatile gas component information contains harmful gas information in the preset harmful gas database, determining the identification information for identifying that the environment protection of the printing device does not reach the standard;
step S340b 2: and if the first judgment result is that the volatile gas component information does not contain the harmful gas information in the preset harmful gas database, determining the identification information for identifying the environment-friendly standard of the printing device.
Specifically, in the harmful gas information uniformly stored and sorted in the harmful gas database, if the first judgment result includes the harmful gas information in the harmful gas database, the identification information for identifying that the printing device does not reach the environmental protection standard can be determined; and if the first judgment result does not contain the harmful gas information in the harmful gas database, determining the identification information for identifying the environment-friendly standard of the printing device. The accuracy of detection is further improved through the first judgment result.
As shown in fig. 7, in order to determine whether the environmental protection information of the printing apparatus reaches the standard accurately and improve the accuracy of the environmental protection detection of the printing apparatus, step S300 in the embodiment of the present application further includes:
step S310 c: using the identification information for identifying whether the printing apparatus is environmentally friendly as first supervision data, the first supervision data being supervision data of consumption amount information of the toner and composition information of the toner;
step S320 c: and performing supervised learning on the process of inputting the consumption information of the toner and the component information of the toner into the training model by using the first supervision data, so that the output information of the training model reaches a convergence state.
Specifically, the machine model is obtained by training a plurality of sets of training data, and the process of training the neural network model by the training data is essentially a process of supervised learning. The plurality of groups of training data are specifically: consumption information of the toner, composition information of the toner, and the identification information for identifying whether the printing apparatus is environmentally friendly. In the case where the toner contains a harmful component, the greater the toner consumption, the lower the level of environmental protection of the printing apparatus. The machine learning model outputs information whether the environment of the printing device reaches the standard or not by inputting consumption information of the toner and component information of the toner, the information whether the environment of the printing device reaches the standard or not output by the machine learning model is verified by the information whether the environment of the identified printing device reaches the standard or not, if the output information whether the environment of the printing device reaches the standard or not is consistent with the information whether the environment of the identified printing device reaches the standard or not, the data supervised learning is finished, and then the next group of data supervised learning is carried out; and if the output information of whether the environment protection of the printing device reaches the standard is inconsistent with the identified information of whether the environment protection of the printing device reaches the standard, adjusting the machine learning model by the machine learning model, and performing supervised learning of the next group of data until the machine learning model reaches the expected accuracy. The machine learning model is continuously corrected and optimized through training data, the accuracy of the machine learning model for processing the data is improved through the process of supervision learning, and then whether the environment-friendly information of the printing device reaches the standard is accurate, and the accuracy and the efficiency of environment-friendly detection of the printing device are improved through accurately evaluating whether the environment-friendly information of the printing device reaches the standard.
In summary, the environmental protection detection method for a color printing apparatus provided by the embodiment of the present application has the following technical effects:
1. because the consumption information of the toner and the component information of the toner are input into the training model, and then the training model outputs the environment protection detection of the printing device to be up to the standard, the environment protection detection of the printing device is more accurate based on the characteristic that the training model can continuously optimize learning and obtain experience to process data, the environment protection detection of the printing device is more accurate, the accuracy of the environment protection detection of the printing device is improved by accurately judging the environment protection of the printing device, and the technical purpose of accurately and efficiently detecting the environment protection of the printing device is achieved.
2. Because the mode of supervised learning of the training model is adopted, and the mode of establishing a coordinate system and obtaining a logistic regression line is respectively adopted according to the consumption information of the toner and the component information of the toner, the conclusion judged by the training model is more accurate, the environment-friendly detection of the printing device is more accurate, and the technical effect of improving the detection accuracy is achieved.
3. The printing device is used for monitoring the volatile gas components, then obtaining the volatile gas component information, establishing a harmful gas database, comparing the volatile gas component information obtained by monitoring with the harmful metering critical value information specified by the harmful gas database, and obtaining a first judgment result, so that the supervision data is more accurate, the convenience of detecting the environmental protection performance is improved, and the technical effect of accurately and efficiently detecting the environmental protection performance of the color printing device is achieved.
Example 2
Based on the same inventive concept as the environmental protection detection method of the color printing device in the previous embodiment, the present invention further provides an environmental protection detection device of a color printing device, as shown in fig. 8, the device includes:
a first obtaining unit 11, the first obtaining unit 11 being configured to obtain consumption amount information of toner of the printing apparatus;
a second obtaining unit 12, the second obtaining unit 12 being configured to obtain component information of the toner;
a first input unit 13, configured to input toner consumption information of the printing apparatus and toner composition information into a training model, wherein the training model is obtained by training a plurality of sets of training data, and each set of training data in the plurality of sets includes: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection;
a third obtaining unit 14, where the third obtaining unit 14 is configured to obtain output information of the training model, where the output information includes a first output result and a second output result, where the first output result is a result that the environment of the printing apparatus does not reach the standard, and the second output result is a result that the environment of the printing apparatus reaches the standard;
further, the apparatus further comprises:
a fourth obtaining unit, configured to obtain a first warning instruction if the output result is the first output result;
a fifth obtaining unit, configured to obtain first prompt information if the output result is a second output result, where the first prompt information is used to prompt the printing apparatus that the environmental protection reaches the standard;
further, the apparatus further comprises:
a sixth obtaining unit configured to obtain consumption amount information of the toner, and to take the consumption amount information of the toner as an abscissa;
a seventh obtaining unit configured to obtain component information of the toner, and take the component information of the toner as an ordinate;
an eighth obtaining unit, configured to obtain a logistic regression line according to the abscissa and the ordinate by using a logistic regression model, where the logistic regression line includes a first position and a first angle, and the first position and the first angle are located in a coordinate system constructed by the abscissa and the ordinate; wherein one side of the logistic regression line represents a first output result and the other side of the logistic regression line represents a second output result, wherein the first output result and the second output result are different;
further, the apparatus further comprises:
a ninth obtaining unit configured to obtain attribute information of the printing apparatus;
a tenth obtaining unit configured to obtain model information of the toner based on attribute information of the printing apparatus;
an eleventh obtaining unit configured to obtain component information of the toner based on the model information of the toner.
Further, the apparatus further comprises:
a twelfth obtaining unit, configured to monitor a volatile gas component of the printing device, and obtain volatile gas component information;
a thirteenth obtaining unit, configured to obtain a predetermined harmful gas database, where the predetermined harmful gas database includes harmful gas and harmful metering threshold information corresponding to the harmful gas;
the first judgment unit is used for judging whether the volatile gas component information contains harmful gas information in the preset harmful gas database or not to obtain a first judgment result;
a fourteenth obtaining unit, configured to obtain, according to the first determination result, the identification information for identifying whether the environment of the printing apparatus meets the standard.
Further, the apparatus further comprises:
a fifteenth obtaining unit, configured to obtain the identification information for identifying that the printing apparatus does not meet the environmental protection standard if the volatile gas component information includes the harmful gas information in the predetermined harmful gas database according to the first determination result;
a sixteenth obtaining unit, configured to obtain the identification information for identifying that the printing apparatus meets the environmental standard if the first determination result indicates that the volatile gas component information does not include the harmful gas information in the predetermined harmful gas database.
Further, the apparatus further comprises:
a seventeenth obtaining unit that obtains first supervision data that is supervision data of the consumption amount information of the toner and the component information of the toner;
a first supervision unit that performs supervised learning of a process of inputting the consumption amount information of the toner and the component information of the toner into the training model using the first supervision data so that output information of the training model reaches a converged state.
Various modifications and embodiments of the environmental protection detection method for a color printing apparatus in the first embodiment of fig. 1 are also applicable to the environmental protection detection apparatus for a color printing apparatus of this embodiment, and the implementation method of the environmental protection detection apparatus for a color printing apparatus in this embodiment is clear to those skilled in the art from the foregoing detailed description of the environmental protection detection method for a color printing apparatus, so for the sake of brevity of the description, detailed descriptions thereof are omitted here.
Exemplary electronic device
The electronic apparatus of the embodiment of the present application is described below with reference to fig. 9.
Fig. 9 illustrates a schematic structural diagram of an electronic device according to an embodiment of the present application.
Based on the inventive concept of the environmental protection detection method for a color printing apparatus in the foregoing embodiments, the present invention further provides an environmental protection detection apparatus for a color printing apparatus, on which a computer program is stored, which when executed by a processor implements the steps of any one of the methods of the environmental protection detection method for a color printing apparatus described above.
Where in fig. 9 a bus architecture (represented by bus 300), bus 300 may include any number of interconnected buses and bridges, bus 300 linking together various circuits including one or more processors, represented by processor 302, and memory, represented by memory 304. The bus 300 may also link together various other circuits such as peripherals, voltage regulators, power management circuits, and the like, which are well known in the art, and therefore, will not be described any further herein. A bus interface 306 provides an interface between the bus 300 and the receiver 301 and transmitter 303. The receiver 301 and the transmitter 303 may be the same element, i.e., a transceiver, providing a means for communicating with various other apparatus over a transmission medium.
The processor 302 is responsible for managing the bus 300 and general processing, and the memory 304 may be used for storing data used by the processor 302 in performing operations.
As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, apparatus, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (devices), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks. While preferred embodiments of the present invention have been described, additional variations and modifications in those embodiments may occur to those skilled in the art once they learn of the basic inventive concepts. Therefore, it is intended that the appended claims be interpreted as including preferred embodiments and all such alterations and modifications as fall within the scope of the invention.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present invention without departing from the spirit and scope of the invention. Thus, if such modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalents, the present invention is also intended to include such modifications and variations.
Claims (6)
1. An environmental protection inspection method of a color printing apparatus, wherein the method comprises:
obtaining consumption amount information of toner of a printing apparatus;
obtaining component information of the toner;
inputting the consumption information of the toner and the composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, and each set of training data in the plurality of sets comprises: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection;
obtaining output information of the training model, wherein the output information comprises a first output result and a second output result, the first output result is a result that the environment-friendly printing device does not reach the standard, and the second output result is a result that the environment-friendly printing device reaches the standard;
determining whether a first early warning instruction is obtained or not according to the first output result and the second output result, wherein the first early warning instruction is used for reminding the printing device that the environmental protection does not reach the standard;
wherein the training model comprises:
obtaining consumption amount information of the toner, and taking the consumption amount information of the toner as an abscissa;
obtaining component information of the toner, and taking the component information of the toner as a vertical coordinate;
obtaining a logistic regression line according to the abscissa and the ordinate by adopting a logistic regression model, wherein the logistic regression line comprises a first position and a first angle, and the first position and the first angle are located in a coordinate system constructed by the abscissa and the ordinate; wherein one side of the logistic regression line represents a first output result and the other side of the logistic regression line represents a second output result, wherein the first output result and the second output result are different;
wherein the method comprises the following steps:
monitoring the volatile gas components of the printing device to obtain volatile gas component information;
obtaining a preset harmful gas database, wherein the preset harmful gas database contains harmful gas and harmful metering critical value information corresponding to the harmful gas;
judging whether the volatile gas component information contains harmful gas information in the preset harmful gas database or not, and obtaining a first judgment result;
according to the first judgment result, determining the identification information for identifying whether the environment protection of the printing device reaches the standard;
wherein, according to the first judgment result, determining the identification information for identifying whether the environmental protection of the printing device reaches the standard comprises:
if the first judgment result is that the volatile gas component information contains harmful gas information in the preset harmful gas database, determining the identification information for identifying that the environment protection of the printing device does not reach the standard;
and if the first judgment result is that the volatile gas component information does not contain the harmful gas information in the preset harmful gas database, determining the identification information for identifying the environment-friendly standard of the printing device.
2. The method of claim 1, wherein determining whether to obtain a first warning instruction based on the first output result and the second output result comprises:
if the output result is a first output result, obtaining a first early warning instruction;
and if the output result is a second output result, first prompt information is obtained, and the first prompt information is used for prompting that the environment-friendly effect of the printing device reaches the standard.
3. The method of claim 1, wherein the obtaining component information of the toner comprises:
obtaining attribute information of the printing device;
obtaining the type information of the toner according to the attribute information of the printing device;
and obtaining the component information of the toner according to the model information of the toner.
4. The method of claim 1, wherein the training model comprises:
using the identification information for identifying whether the printing apparatus is environmentally friendly as first supervision data, the first supervision data being supervision data of consumption amount information of the toner and composition information of the toner;
and performing supervised learning on the process of inputting the consumption information of the toner and the component information of the toner into the training model by using the first supervision data, so that the output information of the training model reaches a convergence state.
5. An environmental protection inspection apparatus for a color printing apparatus, wherein the apparatus comprises:
a first obtaining unit configured to obtain consumption amount information of toner of the printing apparatus;
a second obtaining unit for obtaining composition information of the toner;
a first input unit configured to input consumption amount information of toner of the printing apparatus and composition information of the toner into a training model, wherein the training model is obtained by training a plurality of sets of training data, each of the plurality of sets of training data including: consumption information of the toner, composition information of the toner, and identification information for identifying whether the printing apparatus meets the environmental protection;
a third obtaining unit, configured to obtain output information of the training model, where the output information includes a first output result and a second output result, where the first output result is a result that the environment of the printing apparatus does not reach the standard, and the second output result is a result that the environment of the printing apparatus reaches the standard;
a sixth obtaining unit configured to obtain consumption amount information of the toner, and take the consumption amount information of the toner as an abscissa;
a seventh obtaining unit configured to obtain component information of the toner, and take the component information of the toner as an ordinate;
an eighth obtaining unit, configured to obtain a logistic regression line according to the abscissa and the ordinate by using a logistic regression model, where the logistic regression line includes a first position and a first angle, and the first position and the first angle are located in a coordinate system constructed by the abscissa and the ordinate; wherein one side of the logistic regression line represents a first output result and the other side of the logistic regression line represents a second output result, wherein the first output result and the second output result are different;
a twelfth obtaining unit, configured to monitor a volatile gas component of the printing device, and obtain volatile gas component information;
a thirteenth obtaining unit, configured to obtain a predetermined harmful gas database, where the predetermined harmful gas database includes harmful gas and harmful metering threshold information corresponding to the harmful gas;
the first judgment unit is used for judging whether the volatile gas component information contains harmful gas information in the preset harmful gas database or not to obtain a first judgment result;
a fourteenth obtaining unit, configured to obtain, according to the first determination result, the identification information for identifying whether the environmental protection of the printing apparatus meets the standard;
a fifteenth obtaining unit, configured to obtain the identification information for identifying that the printing apparatus does not meet the environmental protection standard if the volatile gas component information includes the harmful gas information in the predetermined harmful gas database according to the first determination result;
a sixteenth obtaining unit, configured to obtain the identification information for identifying that the printing apparatus meets the environmental standard if the first determination result indicates that the volatile gas component information does not include the harmful gas information in the predetermined harmful gas database.
6. An environmental protection inspection apparatus for a color printing apparatus, comprising a memory, a processor and a computer program stored on the memory and executable on the processor, wherein the processor implements the steps of the method of any one of claims 1 to 4 when executing the program.
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Citations (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| BE747889A (en) * | 1969-03-27 | 1970-08-31 | Rca Corp | DEVICE AND METHOD FOR CONTROLLING AND MONITORING THE CONCENTRATION OF A TURNING SUBSTANCE IN A DEVELOPING MIXTURE |
| DE3173272D1 (en) * | 1980-10-21 | 1986-01-30 | Xerox Corp | Toner concentration monitor |
| JP2970663B1 (en) * | 1998-07-13 | 1999-11-02 | 日本電気株式会社 | Printed matter contamination inspection device and inspection method |
| JP2000292967A (en) * | 1999-04-02 | 2000-10-20 | Sharp Corp | Toner evaluation method |
| CN101604151A (en) * | 2009-06-29 | 2009-12-16 | 杭州电子科技大学 | A kind of detection control method that is used for printing color |
| CN104715481A (en) * | 2015-03-17 | 2015-06-17 | 西安交通大学 | Multi-scale presswork defect detecting method based on random forest |
| CN106228562A (en) * | 2016-08-01 | 2016-12-14 | 浙江科技学院 | Printed on line product chromaticity evaluation methodology based on probabilistic neural network algorithm |
| CN110533032A (en) * | 2019-08-22 | 2019-12-03 | 江苏联峰实业有限公司 | A kind of method and apparatus obtaining high-purity cryogenic steel |
| CN110570400A (en) * | 2019-08-19 | 2019-12-13 | 河北极目楚天微电子科技有限公司 | Information processing method and device for chip 3D packaging detection |
| CN110627182A (en) * | 2019-09-24 | 2019-12-31 | 康玄谷(北京)国际生物科技有限公司 | Method and device for obtaining mineral water |
| CN110794088A (en) * | 2019-06-26 | 2020-02-14 | 汕头东风印刷股份有限公司 | Odor detection method and device for printed finished product |
| CN111191716A (en) * | 2019-12-26 | 2020-05-22 | 汕头东风印刷股份有限公司 | Method and device for classifying printed pictures |
| CN111401635A (en) * | 2020-03-16 | 2020-07-10 | 北京百度网讯科技有限公司 | Method and device for detecting environmental pollution data and electronic equipment |
Family Cites Families (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108519345A (en) * | 2018-04-02 | 2018-09-11 | 沈耀梅 | A kind of printing machine working region air quality intelligent monitor system based on machine learning |
-
2020
- 2020-07-31 CN CN202010756571.3A patent/CN112630375B/en active Active
Patent Citations (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| BE747889A (en) * | 1969-03-27 | 1970-08-31 | Rca Corp | DEVICE AND METHOD FOR CONTROLLING AND MONITORING THE CONCENTRATION OF A TURNING SUBSTANCE IN A DEVELOPING MIXTURE |
| DE3173272D1 (en) * | 1980-10-21 | 1986-01-30 | Xerox Corp | Toner concentration monitor |
| JP2970663B1 (en) * | 1998-07-13 | 1999-11-02 | 日本電気株式会社 | Printed matter contamination inspection device and inspection method |
| JP2000292967A (en) * | 1999-04-02 | 2000-10-20 | Sharp Corp | Toner evaluation method |
| CN101604151A (en) * | 2009-06-29 | 2009-12-16 | 杭州电子科技大学 | A kind of detection control method that is used for printing color |
| CN104715481A (en) * | 2015-03-17 | 2015-06-17 | 西安交通大学 | Multi-scale presswork defect detecting method based on random forest |
| CN106228562A (en) * | 2016-08-01 | 2016-12-14 | 浙江科技学院 | Printed on line product chromaticity evaluation methodology based on probabilistic neural network algorithm |
| CN110794088A (en) * | 2019-06-26 | 2020-02-14 | 汕头东风印刷股份有限公司 | Odor detection method and device for printed finished product |
| CN110570400A (en) * | 2019-08-19 | 2019-12-13 | 河北极目楚天微电子科技有限公司 | Information processing method and device for chip 3D packaging detection |
| CN110533032A (en) * | 2019-08-22 | 2019-12-03 | 江苏联峰实业有限公司 | A kind of method and apparatus obtaining high-purity cryogenic steel |
| CN110627182A (en) * | 2019-09-24 | 2019-12-31 | 康玄谷(北京)国际生物科技有限公司 | Method and device for obtaining mineral water |
| CN111191716A (en) * | 2019-12-26 | 2020-05-22 | 汕头东风印刷股份有限公司 | Method and device for classifying printed pictures |
| CN111401635A (en) * | 2020-03-16 | 2020-07-10 | 北京百度网讯科技有限公司 | Method and device for detecting environmental pollution data and electronic equipment |
Non-Patent Citations (1)
| Title |
|---|
| 绿色印刷的环保检测方法研究;严格和张红霞;《包装工程》;20120531;第33卷(第9期);摘要、第1和2节 * |
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|---|---|
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Effective date of registration: 20240102 Address after: Factory Building 2 # 3 #, No. 75 Aimin Road, Economic Development Zone, Jiujiang City, Jiangxi Province, 332000 Patentee after: Jiujiang Yuto printing packaging Co.,Ltd. Address before: 226000 ground floor, building 8, Gangsheng Textile Science and Technology Pioneer Park, group 22, Qinglongqiao community, Guanyinshan street, Chongchuan District, Nantong City, Jiangsu Province Patentee before: Nantong Beide Color Printing Co.,Ltd. |