CN110795051B - Printing method and printing system for preventing printing data errors - Google Patents

Printing method and printing system for preventing printing data errors Download PDF

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CN110795051B
CN110795051B CN202010002944.8A CN202010002944A CN110795051B CN 110795051 B CN110795051 B CN 110795051B CN 202010002944 A CN202010002944 A CN 202010002944A CN 110795051 B CN110795051 B CN 110795051B
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printing
printed
manuscript
error
printed matter
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CN110795051A (en
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林树斌
李祖军
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Zhongti Color Printing Technology Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/12Digital output to print unit, e.g. line printer, chain printer
    • G06F3/1201Dedicated interfaces to print systems
    • G06F3/1202Dedicated interfaces to print systems specifically adapted to achieve a particular effect
    • G06F3/121Facilitating exception or error detection and recovery, e.g. fault, media or consumables depleted
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/12Digital output to print unit, e.g. line printer, chain printer
    • G06F3/1201Dedicated interfaces to print systems
    • G06F3/1223Dedicated interfaces to print systems specifically adapted to use a particular technique
    • G06F3/1229Printer resources management or printer maintenance, e.g. device status, power levels
    • G06F3/1234Errors handling and recovery, e.g. reprinting
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/12Digital output to print unit, e.g. line printer, chain printer
    • G06F3/1201Dedicated interfaces to print systems
    • G06F3/1223Dedicated interfaces to print systems specifically adapted to use a particular technique
    • G06F3/1237Print job management
    • G06F3/1259Print job monitoring, e.g. job status
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/12Digital output to print unit, e.g. line printer, chain printer
    • G06F3/1201Dedicated interfaces to print systems
    • G06F3/1223Dedicated interfaces to print systems specifically adapted to use a particular technique
    • G06F3/1275Print workflow management, e.g. defining or changing a workflow, cross publishing

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Abstract

The application discloses a printing method and a printing system for preventing printing data errors, wherein the printing method for preventing the printing data errors specifically comprises the following steps: acquiring a printed matter paper edition original, and preprocessing the printed matter paper edition original; performing preliminary inspection on the printed electronic edition manuscript generated after the pretreatment; acquiring printing data meeting a printing standard from a printed matter electronic edition manuscript, and performing simulated printing according to the printing data; checking whether an error occurs in the simulated printing; if no error occurs, the printing process is executed based on the print data in the dummy print. The defect detection of printed matter can be accomplished well in this application, and manpower and materials have been saved in automatic and accurate inspection simultaneously, greatly reduced the incidence of mistake, can in time prevent the production of defective printed matter.

Description

Printing method and printing system for preventing printing data errors
Technical Field
The present invention relates to the field of computers, and in particular, to a printing method and a printing system for preventing printing data errors.
Background
Printed products such as newspapers, books, magazines, and product packaging have become an important part of people's daily lives and jobs. However, in the printing process, due to the imperfect printing equipment, printing materials, operator techniques, etc., various defects, i.e., various printing defects, which are mainly expressed as color distortion, misalignment, hole leakage, vacuum black spots, or character blurring, are generated on the surface of the printed product. In the past, people mainly detect qualified products on a production line by eyes, the detection method has the defects of easy error detection, low detection speed and the like due to eye fatigue, and particularly has high missing rate of identification with small area and dense characters, so that visual inspection is low in efficiency and high in error rate, printed products produced by final batch printing still have printing errors frequently, the product rejection rate is high, and the enterprise cost is high.
Therefore, how to effectively prevent errors during the printing process and how to quickly check errors of the printing data is a problem that needs to be solved by those skilled in the art.
Disclosure of Invention
The application aims to provide a printing method and a printing system for preventing printing data errors, which can well complete the defect detection of printed matters, save manpower and material resources due to automatic and accurate inspection, greatly reduce the occurrence rate of errors and prevent the generation of defective printed matters in time.
In order to achieve the above object, the present application provides a printing method for preventing printing data errors, which specifically includes the following steps: acquiring a printed matter paper edition original manuscript, and preprocessing the printed matter paper edition original manuscript; performing preliminary inspection on the printed electronic edition manuscript generated after the pretreatment; acquiring printing data meeting a printing standard from a printed matter electronic edition manuscript, and performing simulated printing according to the printing data; checking whether an error occurs in the simulated printing; if no error occurs, the printing process is executed based on the print data in the dummy print.
As above, among them, the preprocessing is to scan and store a printed paper version original as a printed electronic version original in TIFF format.
As above, before preliminarily checking the printed electronic version original, the following sub-steps are further included:
recording the time of the storage information received by the window of the storage medium; calculating a time interval for receiving the stored information; calculating the mean and variance of the time intervals according to the time intervals; and judging the probability of the stored information arriving after the corresponding time interval.
As above, wherein the time interval is represented as:
Figure 726198DEST_PATH_IMAGE001
wherein, in the step (A),
Figure 402030DEST_PATH_IMAGE002
indicates to receive
Figure 249900DEST_PATH_IMAGE003
The time at which the information is stored is,
Figure 158819DEST_PATH_IMAGE004
indicates to receive
Figure 851969DEST_PATH_IMAGE005
The time at which the information is stored is,
Figure 913466DEST_PATH_IMAGE006
representing a natural number.
As above, if the probability that the stored information arrives after the corresponding time interval is greater than the specified threshold, the preliminary inspection is performed on the printed electronic version document.
As above, the preliminary inspection of the electronic version manuscript of printed matter includes the inspection of the format problem of the electronic version manuscript of printed matter, if no format error is found, the printing data meeting the printing standard is obtained from the electronic version manuscript of printed matter, and the simulated printing is carried out according to the printing data.
In the above, the entire print data is divided into a plurality of pieces of print data and printed, and when the print data is printed for a predetermined time, an instruction to slow down the printing is issued to the printer, and after the instruction is executed, a certain piece of print data is checked.
As described above, if there is no problem in the inspection of a certain piece of print data, it further includes performing error prediction of formal printing using a neural network prediction model.
A printing system for preventing printing data errors specifically comprises: the device comprises an acquisition processing unit, a preliminary inspection unit, a simulated printing unit, an error judgment unit and an execution unit; the acquisition processing unit is used for acquiring a printed matter paper edition manuscript and preprocessing the printed matter paper edition manuscript; the preliminary inspection unit is used for carrying out preliminary inspection on the printed electronic edition manuscript generated after the pretreatment; the analog printing unit is used for acquiring printing data meeting the printing standard from the printed matter electronic edition manuscript and performing analog printing according to the printing data; an error judgment unit for checking whether an error occurs in a printed matter simulation board in the simulation printing; and an execution unit configured to execute the printing process based on the print data in the analog printing.
As above, the preliminary checking unit specifically includes the following sub-modules: the device comprises a recording module, an interval calculation module, a mean variance calculation module and a probability calculation module; the recording module is used for recording the time of the storage information received by the window of the storage medium; the interval calculation module is used for calculating the time interval for receiving the storage information; the mean variance calculation module is used for calculating the mean and the variance of the time interval according to the time interval; and the probability calculation module is used for judging the probability of the arrival of the stored information after the corresponding time interval.
The application has the following beneficial effects:
(1) the printing method and the printing system for preventing the printing data errors well complete the defect detection of the printed matters, meanwhile, manpower and material resources are saved through automatic and accurate inspection, the error occurrence rate is greatly reduced, and the generation of defective printed matters can be prevented in time.
(2) The printing method and the printing system for preventing the printing data errors can simulate the execution of the printing process, adopt multiple error checks in the printing process, greatly reduce the error probability in the printing process and improve the printing accuracy.
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In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments described in the present application, and other drawings can be obtained by those skilled in the art according to the drawings.
FIG. 1 is a flow chart of a printing method for preventing printing data errors according to an embodiment of the application;
FIG. 2 is an internal block diagram of a printing system for preventing print data errors according to an embodiment of the present application;
fig. 3 is a diagram of internal sub-modules of a printing system for preventing printing data errors according to an embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application are 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 some, but not all, embodiments of the present application. 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.
The present application relates to a printing method and a printing system for preventing printing data errors. According to the method and the device, the defect detection of the printed matter can be well completed, meanwhile, manpower and material resources are saved through automatic and accurate detection, the error occurrence rate is greatly reduced, and the production of defective printed matter can be timely prevented.
As shown in fig. 1, the printing method for preventing print data errors provided by the present application specifically includes the following steps:
step S110: and acquiring a printed matter paper edition manuscript, and preprocessing the printed matter paper edition manuscript.
Specifically, a printed paper edition document is received from a client, and is scanned into a printed electronic edition document (for example, a document in TIFF format) by a scanning method in the prior art, and is stored.
Step S120: and performing primary inspection on the printed electronic edition manuscript generated after the pretreatment.
Specifically, since the printed electronic version original is used as the printing basis in the printing process, the error prevention of the print data in the embodiment is mainly two aspects, on one hand, it is required to ensure that no error occurs in the storage of the printed electronic version original, and on the other hand, it is required to ensure that the print data during the printing process is correct.
Further, because the printed paper-based original is scanned into a printed electronic-based original and stored, but due to the physical characteristics of the medium, in the storage process, due to the influence of the external environment, a reception error may occur in the data transmission process, so before preliminarily checking the printed electronic-based original for errors, a process check of data storage needs to be performed after the storage is completed to check whether the stored data information has a delay or an error, specifically including the following substeps:
wherein it is assumed that the printed electronic version of the original is printed at time intervals
Figure 932237DEST_PATH_IMAGE007
Sending uninterrupted storage information to a storage medium, the storage medium establishing a storage window to receive the storage information, wherein the size of the storage window is N。
Step D1: and recording the time of the storage information received by the window of the storage medium.
Wherein the printed electronic edition manuscript is divided into a plurality of storage information to be transmitted to the storage medium, and the time of the storage information is respectively set as
Figure 548026DEST_PATH_IMAGE008
Wherein the time record is updated in real-time. Preferably, the storage information received by the storage medium is numbered, wherein the time of arrival of the storage information corresponds to the number of several storage information, e.g. the first storage information is in
Figure 310446DEST_PATH_IMAGE009
Time of arrival, second storage information at
Figure 475717DEST_PATH_IMAGE009
Interval time interval
Figure 399811DEST_PATH_IMAGE010
After that
Figure 34054DEST_PATH_IMAGE011
The moment is reached, and so on, the nth stored information is
Figure 334586DEST_PATH_IMAGE012
Interval time interval
Figure 839516DEST_PATH_IMAGE013
After that
Figure 200091DEST_PATH_IMAGE014
The moment is reached.
Preferably, the storage information can be divided and transmitted in a frame dividing manner in the prior art, so that the storage medium can receive the storage information uninterruptedly and number the storage information conveniently.
Step D2: the time interval for receiving the stored information is calculated.
In particular, a time interval is calculated from the time recorded in step D1, wherein the time interval
Figure 305319DEST_PATH_IMAGE015
Expressed as:
Figure 143962DEST_PATH_IMAGE016
(formula one)
Wherein the content of the first and second substances,
Figure 34557DEST_PATH_IMAGE017
indicates to receive
Figure 566033DEST_PATH_IMAGE018
The time at which the information is stored is,
Figure 909289DEST_PATH_IMAGE019
indicates to receive
Figure 286044DEST_PATH_IMAGE020
The time at which the information is stored is,
Figure 283343DEST_PATH_IMAGE021
denotes a natural number (
Figure 720141DEST_PATH_IMAGE006
=1、2、3…n-1)。
Step D3: the mean and variance of the time intervals are calculated from the time intervals.
Specifically, the mean and variance of the time intervals are calculated from the calculated n-1 time intervals, wherein the mean of the time intervals
Figure 550694DEST_PATH_IMAGE022
Expressed as:
Figure 996719DEST_PATH_IMAGE023
(formula two)
Wherein the content of the first and second substances,
Figure 596327DEST_PATH_IMAGE024
the amount of time that information is stored for recorded receptions,
Figure 469605DEST_PATH_IMAGE006
is a natural number (i =1, 2, 3 … n-1),
Figure 505563DEST_PATH_IMAGE025
the time interval for receiving the stored information.
In particular, variance
Figure 755279DEST_PATH_IMAGE026
Expressed as:
Figure 209394DEST_PATH_IMAGE027
(formula three)
Where n is the number of recorded times of receiving the stored information,
Figure 253574DEST_PATH_IMAGE028
is a natural number (
Figure 527560DEST_PATH_IMAGE028
=1、2、3…n-1),
Figure 564655DEST_PATH_IMAGE025
In order to receive the time interval of the stored information,
Figure 138856DEST_PATH_IMAGE029
is the mean of the time intervals.
Step D4: and judging the probability of the arrival of the stored information after the corresponding time interval according to the mean value and the variance of the time interval.
Specifically, the probability that the stored information arrives after the corresponding time interval can be obtained from the calculated variance of the time interval
Figure 88357DEST_PATH_IMAGE030
Comprises the following steps:
Figure 380798DEST_PATH_IMAGE031
(formula four)
Wherein the content of the first and second substances,
Figure 441158DEST_PATH_IMAGE032
is the root number of the variance,
Figure 135445DEST_PATH_IMAGE033
is the average of the time intervals,
Figure 770694DEST_PATH_IMAGE034
for receiving a time interval of the stored information, wherein
Figure 284852DEST_PATH_IMAGE035
Is determined by the received number of the storage information, e.g. if the number of the storage information is the third storage information
Figure 148903DEST_PATH_IMAGE036
If the number of the storage information is the fifth storage information, then
Figure 697696DEST_PATH_IMAGE037
And so on.
Wherein if the probability of the storage information arriving is larger than the specified threshold, the storage information is indicated in the time interval
Figure 254579DEST_PATH_IMAGE038
Later times are reached with uninterrupted transmission and reception, and on the basis of this it is checked whether the stored information is all reached during storage.
And if all the stored information can be reached, if no data transmission error occurs in the process of describing the storage of the printed electronic version manuscript, carrying out error check on the printed electronic version manuscript after the stored information is completely stored. If part of the stored information can not arrive during the storage period, an instruction of a storage error is returned, the transmission of the current stored information is suspended, and the stored information is retransmitted after the designated time.
Wherein the specified threshold and the specified time are preset by a worker and can be changed, and are not limited herein.
Further, the preliminary inspection of the printed electronic version original includes the inspection of format problems of the printed electronic version original and the inspection of form problems of layout and the like, wherein the printed electronic version original and the paper version original can be compared, if no format or layout error is found, the step S130 is executed, otherwise, the process exits.
Step S130: and acquiring printing data meeting the printing standard from the printed electronic edition manuscript, and performing simulated printing according to the printing data.
Specifically, if an error has not occurred in the electronic version document of the printed matter during storage, the next error check is performed, in which since the printing process is performed based on the electronic version document of the printed matter, and the return processing cannot be performed if an error occurs in the printing process, it is necessary to perform analog printing of the print data before the execution of the main printing process.
Further, a section of virtual space is reserved in the printing machine and used for executing the virtual operation program, simulating a real printing process and obtaining a result after formal printing. According to the virtual simulation printing result, errors which can occur after formal printing can be predicted, for example, whether errors of printing data can occur due to machine errors or not can be predicted, and the mode can effectively prevent the errors of the printing data before formal printing.
Step S140: it is checked whether an error occurs in the simulated printing.
Wherein the simulated printing inspection comprises error inspection in simulated printing and error prediction of formal printing.
Specifically, in this embodiment, a method of detecting while printing is adopted, and the whole print data is divided into a plurality of pieces
And printing the printing data, and sending a command of slowing down the printing to the printer when the printing is carried out for a specified time. After the instruction is executed, a check is performed on a piece of print data whose printing is completed.
If the inspection of a certain section of printing data has no problem, an acceleration instruction is sent to the printing machine to recover the original printing speed, otherwise, the flow execution is suspended.
Preferably, a certain section of printing data can be subjected to printing comparison with the printed electronic version manuscript, namely patterns or characters except for the background in the printed electronic version manuscript are automatically compared with the patterns or characters in a certain section of printing data.
Preferably, if there is no problem in the inspection of a certain section of printing data, a neural network prediction model can be used to make a misprediction of formal printing, wherein the simulated printing specifically includes the following sub-steps:
step P1: and acquiring printing data in a designated time of the printing machine, and taking the data and the result of the printing error check as a neural network input layer.
Illustratively, the print data in the specified time may be print data in which a specified number of lines are printed in 5 seconds, whether or not an error occurs in the print data. Selecting printing data in a plurality of designated times as an input layer, wherein the number of the designated times and the structure of the printing error check are combined to form the number of neurons of the input layer.
Step P2: the printed score was used as the output layer.
Wherein the printing score is a composite score for the printing process based on the printing data and the result of the printing error check within the designated time, and the printing score is used as a neuron of the output layer.
Preferably, a rating standard may be preset, for example, the number of the printing data is in a specified proportion to the final printing error result, and the rating standard is modified and set by a worker, and the setting in other ways is not limited herein.
Step P3: the design of the neural network implicit neurons is performed.
The neural network prediction model has hidden neuron number, and excessive hidden neuron number can increase network calculation amount and easily generate overfitting problem; if the number of the neurons is too small, the network performance is affected and the expected effect cannot be achieved.
Specifically, the determination of the number of implicit neurons may be performed according to the following formula:
Figure 256033DEST_PATH_IMAGE039
(formula five)
Wherein
Figure 170113DEST_PATH_IMAGE040
Represents the number of neurons of the input layer,
Figure 573413DEST_PATH_IMAGE041
represents the number of neurons of the output layer,
Figure 35618DEST_PATH_IMAGE042
is [1,10 ]]The constant between the two can be selected according to actual needs.
Step P4: and training the network neural model.
Specifically, the neural network model is constructed through the determination of the input layer, the output layer and the hidden layer. The training of the network can be performed through a neural network toolbox in MATLAB, and the specific training process is not repeated herein, which refers to the prior art.
Step P5: and checking whether the simulated printing has errors or not through the output printing score.
Specifically, if the print score is higher than the predetermined threshold, the print score in the entire print data is acquired. Preferably, the plurality of scores are summed and averaged, and if the average printing score is still higher than the designated threshold, it indicates that there is a low possibility that an error occurs after the entire print data is formally printed, and then there is no error, and step S150 is performed. Otherwise, the flow exits.
Step S150: the printing process is executed based on the print data in the analog printing.
Specifically, since the formal printing is predicted according to the simulated printing data, the formal printing can be directly printed according to the printing data in the simulated printing without acquiring the printing data again, and the printing accuracy is ensured.
The present application also provides a printing system for preventing printing data errors, as shown in fig. 2, which includes an acquisition processing unit 201, a preliminary inspection unit 202, a simulation printing unit 203, an error determination unit 204, and an execution unit 205.
The acquiring and processing unit 201 is configured to acquire a printed paper edition manuscript and preprocess the printed paper edition manuscript.
The preliminary inspection unit 202 is connected to the acquisition processing unit 201, and is configured to perform preliminary inspection on the preprocessed electronic version document of the printed matter.
As shown in fig. 3, the preliminary inspection unit 202 specifically includes the following sub-modules: a recording module 301, an interval calculation module 302, a mean variance calculation module 303, and a probability calculation module 304.
The recording module 301 is used to record the time of the storage information received by the window of the storage medium.
The interval calculation module 302 is connected to the recording module 301 for calculating the time interval for receiving the stored information.
The mean variance calculation module 303 is connected to the interval calculation module 302 for calculating the mean and variance of the time interval according to the time interval.
The probability calculation module 304 is connected to the mean variance calculation module 303, and is configured to determine whether the stored information corresponds to a time interval
Figure 524368DEST_PATH_IMAGE043
Probability of late arrival.
The analog printing unit 203 is connected to the preliminary inspection unit 202, and is configured to acquire print data meeting a printing standard from the electronic version document of the printed matter, and perform analog printing according to the print data.
The error determination unit 204 is connected to the analog printing unit 203, and checks whether an error occurs in the printed matter analog board in the analog printing.
The execution unit 205 is connected to the error determination unit 204, and executes a printing process based on print data in the analog printing.
The application has the following beneficial effects:
(1) the printing method and the printing system for preventing the printing data errors well complete the defect detection of the printed matters, meanwhile, manpower and material resources are saved through automatic and accurate inspection, the error occurrence rate is greatly reduced, and the generation of defective printed matters can be prevented in time.
(2) The printing method and the printing system for preventing the printing data errors can simulate the execution of the printing process, adopt multiple error checks in the printing process, greatly reduce the error probability in the printing process and improve the printing accuracy.
Although the present application has been described with reference to examples, which are intended to be illustrative only and not to be limiting of the application, changes, additions and/or deletions may be made to the embodiments without departing from the scope of the application.
The above description is only for the specific embodiments of the present application, but the scope of the present application is not limited thereto, and any person skilled in the art can easily conceive of the changes or substitutions within the technical scope of the present application, and shall be covered by the scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.

Claims (8)

1. A printing method for preventing printing data errors is characterized by comprising the following steps:
acquiring a paper edition original of a printed matter, and preprocessing the original of the printed matter;
performing primary inspection on the preprocessed electronic edition manuscript of the printed matter;
acquiring printing data meeting a printing standard from a printed matter electronic edition manuscript, and performing simulated printing according to the printing data;
checking whether an error occurs in the simulated printing;
if no error occurs, executing a printing procedure according to the printing data in the simulated printing; before the preliminary inspection of the printed electronic edition manuscript, the method also comprises the following substeps:
recording the time of the storage information received by the window of the storage medium;
calculating a time interval for receiving the stored information;
calculating the mean and variance of the time intervals according to the time intervals;
judging whether the next storage information is separated by time
Figure 356259DEST_PATH_IMAGE001
Probability of late arrival;
wherein the probability of the next stored information arriving after t time intervals is obtained according to the calculated time interval and variance as follows:
Figure 742241DEST_PATH_IMAGE002
wherein, in the step (A),
Figure 990819DEST_PATH_IMAGE003
the variance of the time interval is given a root number,
Figure 854870DEST_PATH_IMAGE004
is the average of the time intervals,
Figure 872505DEST_PATH_IMAGE005
indicating the time interval for the next stored information to arrive.
2. The printing method for preventing print data errors according to claim 1, wherein the preprocessing is to scan a printed original into an electronic version of the printed original in TIFF format and store it.
3. The printing method of preventing the error of the printing data according to claim 1, wherein the time interval is expressed as:
Figure 665274DEST_PATH_IMAGE006
wherein
Figure 401148DEST_PATH_IMAGE007
Is a natural number starting from 1.
4. The printing method for preventing the error of the printing data according to claim 1, wherein if the next stored information is in
Figure 68890DEST_PATH_IMAGE008
And if the later reaching probability is larger than a specified threshold value, performing preliminary inspection on the printed electronic edition manuscript.
5. The printing method for preventing the printing data error according to claim 1, wherein the preliminary inspection of the printed electronic version manuscript includes an inspection of a format problem of the printed electronic version manuscript, if no format error is found, the step of obtaining the printing data meeting the printing standard from the printed electronic version manuscript and performing the simulation printing according to the printing data is performed.
6. The printing method for preventing the error of the printing data according to claim 1, wherein the entire printing data is divided into a plurality of pieces of printing data to be printed, when the printing is performed for a predetermined time, an instruction to slow down the printing is issued to the printing machine, and after the instruction is executed, a certain piece of printing data is checked.
7. The printing method for preventing the printing data error according to claim 6, wherein if the inspection of a certain section of the printing data has no problem, further comprising performing error prediction of formal printing by using a neural network prediction model.
8. A printing system for preventing printing data errors is characterized by specifically comprising: the device comprises an acquisition processing unit, a preliminary inspection unit, a simulated printing unit, an error judgment unit and an execution unit;
the acquisition processing unit is used for acquiring a printed matter paper edition original manuscript and preprocessing the printed matter original manuscript;
the preliminary inspection unit is used for carrying out preliminary inspection on the preprocessed electronic edition manuscript of the printed matter;
the analog printing unit is used for acquiring printing data meeting the printing standard from the printed matter electronic edition manuscript and performing analog printing according to the printing data;
an error judgment unit for checking whether an error occurs in a printed matter simulation board in the simulation printing;
an execution unit configured to execute a printing process based on print data in the analog printing; the preliminary examination unit specifically comprises the following sub-modules: the device comprises a recording module, an interval calculation module, a mean variance calculation module and a probability calculation module;
the recording module is used for recording the time of the storage information received by the window of the storage medium;
the interval calculation module is used for calculating the time interval for receiving the storage information;
the mean variance calculation module is used for calculating the mean and the variance of the time interval according to the time interval;
the probability calculation module is used for judging the probability of the arrival of the next storage information after the interval of time t;
the probability that the next stored information arrives after t time intervals is as follows:
Figure 3348DEST_PATH_IMAGE009
wherein, in the step (A),
Figure 465553DEST_PATH_IMAGE010
the variance of the time interval is given a root number,
Figure 688724DEST_PATH_IMAGE011
is the average of the time intervals,
Figure 894578DEST_PATH_IMAGE012
indicating the time interval for the next stored information to arrive.
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