Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
Referring to fig. 1, an automatic mixing control system for plastic manufacturing comprises a mixing scheme making unit, a raw material distributing unit, a mixing adjusting unit and a quality detecting unit.
And the mixing scheme making unit is used for numbering all mixing equipment in the area, then acquiring historical mixing data of all mixing equipment and making a mixing reference table of all mixing equipment.
Wherein, obtain the historical compounding data of each compounding equipment from automatic compounding control system.
In a specific embodiment, the method for preparing the mixing reference table of each mixing device comprises the following steps of extracting a raw material proportioning scheme, a stirring scheme, an additive adding scheme, a mixing duration, mixing energy consumption and mixing characteristic values corresponding to each mixing under a default operating power gear from historical mixing data of each mixing device.
It should be noted that the default operation power gear is a power gear for setting the best operation of the mixing device by a manufacturer, and can be obtained from a specification of the mixing device.
The raw material proportioning scheme comprises the number of various raw materials, the stirring scheme comprises stirring speed, stirring frequency and the like, and the additive adding scheme comprises the content of various additives, wherein the various additives comprise calcium carbonate, talcum powder and the like.
Normalizing the mixing time length, mixing energy consumption and mixing characteristic value corresponding to each mixing of each mixing device, and respectively marking the processed values as、AndI represents the number corresponding to each mixing device, f represents the number corresponding to each mixing device, and i and f are positive integers; and then inputting the mixed materials into a mixed evaluation model, and outputting mixed evaluation results corresponding to the mixed materials of each mixing device.
Preferably, the hybrid evaluation model expression is: In the following 、Respectively setting an upper limit value and a lower limit value of the mixing evaluation coefficient,And (5) representing a mixing evaluation result corresponding to the f secondary mixing of the ith mixing device.
The upper limit value and the lower limit value of the mixing evaluation coefficient are critical values for judging whether the mixing effect is good or bad, and are set by equipment professionals, when the calculated value is larger than the upper limit value of the mixing evaluation coefficient, the mixing effect is good, when the calculated value is larger than the lower limit value of the mixing evaluation coefficient and smaller than or equal to the upper limit value of the mixing evaluation coefficient, the mixing effect is general, and when the calculated value is smaller than the lower limit value of the mixing evaluation coefficient, the mixing effect is poor. For example, the upper and lower limits of the blending estimation coefficients are 5 and 2 respectively,The calculated value of (2) is 6,6>5, which shows that the mixing effect corresponding to the f secondary mixing of the ith mixing device is good.
The mixing evaluation results included values of 1,0 and-1, and when the mixing evaluation result was 1, it was shown that the mixing effect was good, when the mixing evaluation result was 0, it was shown that the mixing effect was general, and when the mixing evaluation result was-1, it was shown that the mixing effect was poor.
Extracting the mixed materials with the mixing evaluation result of 1 in each mixing device, recording as each marked mixed material, extracting the raw material proportioning scheme, the stirring scheme and the additive adding scheme corresponding to each marked mixed material, comparing the raw material proportioning schemes of each marked mixed material, integrating the same raw material proportioning schemes, obtaining each stirring scheme and each additive adding scheme corresponding to each raw material proportioning scheme, and recording as each stirring scheme and each additive adding scheme respectivelyAndY represents the number of each raw material preparation scheme, g represents the number of each stirring scheme, r represents the number of each additive addition scheme, y, g and r are all positive integers, and then the reference stirring scheme and the reference additive addition scheme corresponding to each raw material preparation scheme are confirmed, and each raw material preparation scheme, the reference stirring scheme and the reference additive addition scheme corresponding to each raw material preparation scheme are used as a first-stage mixing reference scheme in each mixing device.
Preferably, the specific process of confirming the reference stirring scheme and the reference additive adding scheme corresponding to each raw material proportioning scheme is as follows:
Will be AndRespectively inputting a calculation formula:、 Obtaining a stirring difference result and an additive difference result of the y-th raw material proportioning scheme in the ith mixing device, wherein n and m respectively represent the number of stirring schemes and the number of additive adding schemes, 、Respectively representing a preset stirring scheme and a preset additive adding scheme of each raw material proportioning scheme in the t-th mixing equipment,、The stirring difference coefficient threshold value and the additive difference threshold value are respectively set.
Wherein, 、And、The setting process is the same and will not be described in detail here.
The preset stirring scheme and the preset additive adding scheme of the proportioning scheme of the raw materials in the t-th mixing equipment are obtained by testing when factories leave factories and can be obtained from the specifications of the mixing equipment.
If the stirring difference result of a certain raw material proportioning scheme in a certain mixing device is 1, selecting a preset stirring scheme as a reference stirring scheme, and if the stirring difference result of a certain raw material proportioning scheme in a certain mixing device is 0, acquiring stirring quality sequences of the raw material proportioning scheme in the mixing device corresponding to all stirring schemes, and selecting a stirring scheme with a first sequence as the reference stirring scheme.
In the above, the mixing evaluation coefficient corresponding to the f secondary mixing of the ith mixing deviceThe calculation formula of (2) is as follows: And obtaining a raw material proportioning scheme corresponding to each mixing of each mixing device, taking a mixing evaluation coefficient corresponding to each mixing of each mixing device as a mixing evaluation coefficient of a raw material proportioning scheme corresponding to each mixing of each mixing device, counting each mixing evaluation coefficient of each raw material proportioning scheme of each mixing device, then carrying out average calculation to obtain an average mixing evaluation coefficient of each raw material proportioning scheme of each mixing device, and sequencing each raw material proportioning scheme of each mixing device according to the descending order of the average mixing evaluation coefficient to obtain the stirring quality sequencing of each stirring scheme corresponding to each raw material proportioning scheme. If the stirring difference result of a certain raw material proportioning scheme in a certain mixing device is 0, the stirring sequence of the raw material proportioning scheme corresponding to each stirring scheme in the mixing device is obtained from the stirring sequence of the raw material proportioning scheme corresponding to each stirring scheme.
According to the analysis mode of the reference stirring scheme, a reference additive adding scheme is obtained.
And extracting each mixing in each mixing device, wherein the mixing evaluation result is 0, and obtaining a secondary mixing reference plan in each mixing device according to the analysis mode of the primary mixing reference plan in each mixing device.
Extracting each mixing of-1 mixing evaluation results in each mixing device, and obtaining a three-level mixing reference plan in each mixing device according to an analysis mode of the first-level mixing reference plan in each mixing device.
And taking the primary mixing reference plan, the secondary mixing reference plan and the tertiary mixing reference plan in each mixing device as a mixing reference table.
And the raw material distribution unit is used for extracting a mixing schedule, distributing corresponding mixing schedules for all mixing devices by utilizing the mixing reference table of all mixing devices, and distributing raw materials according to the corresponding mixing schedules.
In a specific embodiment, the corresponding mixing plans are allocated to the mixing devices, and the specific method includes the following steps that S1, all preset raw material proportioning schemes and the expected end time of the preset raw material proportioning schemes are obtained from a mixing plan table, and all the preset raw material proportioning schemes are ordered according to the descending order of the expected time.
S2, comparing the first-ordered preset raw material proportioning scheme with each raw material proportioning scheme in the first-level mixing reference plan of the mixing reference table of each mixing device in sequence, and distributing the first-ordered preset raw material proportioning scheme to the mixing device if the first-ordered preset raw material proportioning scheme is the same as a certain raw material proportioning scheme in the first-level mixing reference plan of the mixing reference table of a certain mixing device.
S3, if the first preset raw material proportioning scheme is the same as or different from the raw material proportioning schemes in the first-stage mixing reference plan in the mixing reference table of each mixing device, taking the first preset raw material proportioning scheme as a first to-be-determined scheme, acquiring the second preset raw material proportioning scheme, and distributing according to the distribution mode of the first preset raw material proportioning scheme, so that each preset raw material proportioning scheme is distributed for one round, and each to-be-determined scheme and each rest mixing device are acquired.
S4, comparing each undetermined scheme with each raw material proportioning scheme in a secondary mixing reference plan in a mixing reference table of the rest mixing equipment, distributing each undetermined scheme according to the steps of S2-S3, completing distribution, acquiring a preset raw material proportioning scheme corresponding to each mixing equipment, and simultaneously extracting a reference stirring scheme and a reference additive adding scheme corresponding to the preset raw material proportioning scheme of each mixing equipment from the mixing reference table of each mixing equipment to serve as a mixing plan of each mixing equipment.
The mixing adjusting unit comprises an operation monitoring module and a stirring adjusting module.
The operation monitoring module is used for monitoring the operation of each mixing device and classifying the operation of the mixing device, and when the operation of the mixing device is classified as a high consumption type, the stirring adjustment module is executed.
In a specific embodiment, the operation of the mixing devices is classified by collecting the actual power and the operation temperature of each mixing device by using a power meter and a temperature sensor, and when the actual power of a certain mixing device is greater than the preset power and the duration is longer than the preset duration, or the operation temperature is greater than the preset temperature and the duration is longer than the preset duration, recording the mixing device as high-consumption devices, thereby counting the number of the high-consumption devices.
And when the number of the high-consumption devices is larger than the number of the preset devices, classifying the operation of the mixing devices into a high-consumption type.
Wherein, the setting process and the setting process of the preset power, the preset duration, the preset temperature and the preset equipment quantity、The setting process is the same and will not be described in detail here.
The stirring adjustment module is used for adjusting the power gear of each mixing device according to the mixing plan corresponding to each mixing device.
In a specific embodiment, the power gear of each mixing device is adjusted, and the specific adjustment process is as follows, the number of various raw materials is obtained from a preset raw material proportioning scheme corresponding to each mixing device, meanwhile, a stirring image corresponding to each mixing device is collected, the uniformity of the raw materials in each mixing device is obtained by utilizing a machine vision technology, whether the mixing device capable of suspending operation exists is analyzed according to the actual power and the operation temperature of each mixing device, if so, each mixing device capable of suspending operation is suspended, and each mixing device incapable of suspending operation is recorded as each adjusting device.
The method comprises the steps of obtaining detection quantity of various raw materials from stirring images corresponding to various mixing equipment by utilizing a machine vision technology, calculating difference values of the detection quantity of the various raw materials and the quantity of the various raw materials, subtracting the ratio of the absolute value of the difference values to the quantity of the various raw materials from 1, and then calculating the average value to obtain the uniformity of the raw materials in the various mixing equipment.
Preferably, the analysis is performed for the presence of a suspendable operation of the mixing apparatus. The specific process is that the difference value is calculated for the quantity of each raw material in the preset raw material proportioning scheme corresponding to each mixing device, the maximum weight difference is selected as the raw material weight difference of each mixing device, and the difference is recorded as the raw material weight differenceI represents the number of each mixing device, i is a positive integer, and the uniformity, the actual power and the running temperature of the raw materials in each mixing device are respectively recorded as、And。
Using the analytical formula: Obtaining the operation characteristic value of the ith mixing equipment Wherein G, JY, P, T respectively represents a preset weight difference threshold, average uniformity, preset power and preset duration.
When the operation characteristic value of each mixing device is 0, the mixing device which can be suspended is not present, and when the operation characteristic value of at least one mixing device is 1, the mixing device which can be suspended is present, and each mixing device with the operation characteristic value of 1 is each mixing device which can be suspended.
It should be noted that when the weight difference of the raw materials is too large, the raw materials are easily layered after the apparatus is suspended, resulting in a previous mixing effect, and thus when the weight difference of the raw materials is too large, the operation cannot be suspended.
Setting process of preset weight difference、The setting process is the same and will not be described in detail here.
The average uniformity is obtained by calculating the average value of the uniformity of the raw materials in each mixing device.
And extracting the raw material proportioning scheme, the raw material uniformity before adjustment and the mixing characteristic value of each adjustment device from the historical mixing data of each adjustment device, wherein the adjustment of each adjustment device from the default operation power gear to each low power gear is recorded as each adjustment.
And the historical mixing data of each adjusting device is stored with the adjustment from the default running power to each power gear, and each power gear with the power gear smaller than the default running power is used as each low power gear.
Comparing the raw material proportioning scheme of each adjustment device with a preset raw material proportioning scheme, selecting each adjustment of which the raw material proportioning scheme is the same as the preset raw material proportioning scheme as each marked adjustment, acquiring low-power gear corresponding to each marked adjustment, raw material uniformity before adjustment and mixing characteristic values, analyzing stirring characteristic values corresponding to each marked adjustment of each adjustment device, selecting the low-power gear of which the stirring characteristic value is adjusted by the first corresponding mark in each adjustment device as the adjustment power gear of each adjustment device, and then correspondingly adjusting the power gear of each adjustment device.
It should be noted that, the uniformity of the raw material before adjustment indicates the uniformity of the raw material before adjustment, and the uniformity of the raw material before adjustment is the same as the uniformity of the raw material in each mixing device, which is not described herein.
Preferably, the analysis process of the stirring characteristic value corresponding to each marking adjustment of each adjusting device comprises the steps of respectively marking the uniformity and the mixing characteristic value of the raw material before adjustment corresponding to each marking adjustment of each adjusting device asAndQ represents the number of each mark adjustment, q is a positive integer, and the positive integer is substituted into an analysis formula: Obtaining the stirring characteristic value corresponding to the q-th mark adjustment of the ith adjusting equipment In which, in the process,And (5) representing the average value of the mixing characteristic values corresponding to the mark adjustment of the ith adjustment equipment, wherein e is a natural constant.
When the mixing of a certain adjusting device is finished, the restarting priority sequence of each mixing device capable of suspending operation is obtained, the mixing device with the first restarting priority sequence is restarted, the adjusting power gear of the mixing device with the first restarting priority sequence is obtained according to the adjusting power gear analysis mode of each adjusting device, and then corresponding adjustment is carried out, so that the adjustment of the power gear of each mixing device is completed.
The quality detection unit is used for detecting and feeding back the quality of the mixed materials of the mixing devices after the mixing devices are mixed.
In a specific embodiment, the quality of the mixed materials of the mixing devices is detected by sampling the mixed materials of the mixing devices randomly to obtain the mixed materials of the mixing devices, dividing the mixed materials into three parts, and testing the viscosity, the hardness and the density of the three parts by using a viscosity sensor, a hardness sensor and a densimeter to obtain the corresponding viscosity, hardness and density of the mixed materials.
And calculating the mixing characteristic value of each mixing device by using the viscosity, the hardness and the density of each sample in the mixture of each mixing device, and judging whether the mixing quality of each mixing device is qualified.
In another specific embodiment, the mixing characteristic value of each mixing device is calculated by acquiring the predicted viscosity, the predicted hardness, the predicted density, the allowable viscosity difference, the allowable hardness difference and the allowable density difference of each mixing device corresponding to the preset raw material proportioning scheme from a mixing schedule, and respectively recording as、、、、AndI represents the number of each mixing device, i is a positive integer, and the viscosity, hardness and density of each sample in the mixture of each mixing device are respectively recorded as、AndK represents the number of each sample, and k is a positive integer.
Using a calculation formula: obtaining the mixing characteristic value of the ith mixing equipment In the following、Respectively representing the quality coincidence coefficient and quality uniformity coefficient of the kth sample in the ith mixed material, s represents the number of samples,、E represents a natural constant.
Wherein, the mixing characteristic value of each mixing device is stored in an automatic mixing control system.
Preferably, when the mixing characteristic value of a certain mixing device is smaller than the set mixing characteristic value, the mixing quality of the mixing device is indicated to be unqualified, otherwise, the mixing quality of the mixing device is indicated to be qualified, whether the mixing quality of each mixing device is qualified is judged, and an analysis result of whether the mixing quality of each mixing device is qualified is fed back to a display for displaying. Wherein the mixing characteristic value、The setting process is the same and will not be described in detail here.
According to the embodiment of the invention, the historical mixing data of each mixing device and each preset raw material proportioning scheme in the mixing schedule are utilized, the corresponding mixing schedule is distributed for each mixing device, the mixing process is monitored, when in a high-consumption mode, the starting and stopping of each mixing device are controlled, the power is controlled, the mixing quality is detected after the mixing is finished, the mixing quality of plastic raw materials is effectively improved, the stirring effect of the mixing device is exerted to the greatest extent, meanwhile, the energy consumption and damage of the mixing device are reduced, the mixture is detected from multiple dimensions, the reliability and accuracy of the quality detection of the mixture are ensured, and effective parameters are provided for subsequent mixing control, so that the mixing optimizing effect is improved.
The foregoing is merely illustrative and explanatory of the principles of the invention, as various modifications and additions may be made to the specific embodiments described, or similar arrangements may be substituted by those skilled in the art, without departing from the principles of the invention or beyond the scope of the invention as defined in the description.