Storage cabinet tobacco leaf discharging flow control method
By collecting material information in real time on the storage cabinet and conveyor belt of the tobacco wire production line and performing intelligent control algorithm adjustment, the problem of unstable discharge flow of the storage cabinet is solved, and a more efficient and stable production process is achieved.
Patent Information
- Application Number
- CN202410454050.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-04-16
- Publication Date
- 2025-06-20
AI Technical Summary
In the existing tobacco wire production line, the discharge flow rate is unstable due to the fixed speed when discharged from the storage cabinet, which may be higher or lower than the subsequent processing requirements, affecting product quality.
By installing an image acquisition device on the storage cabinet and conveyor belt, the cross-sectional area and volume of the material are collected in real time, and frequency conversion adjustment is performed in combination with intelligent control algorithms to adjust the speed of the storage cabinet and conveyor belt to control the stability of the discharge flow.
The stability of the discharge flow of the storage cabinet is achieved, the stability of production efficiency and product quality is improved, and the production cost and energy consumption are reduced.
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Figure CN120172034A_ABST
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of automatic control, and particularly relates to a method for controlling the discharge flow rate of tobacco leaves in a storage cabinet. Background Art
[0002] When each storage cabinet in the current tobacco leaf processing production line discharges materials, in the existing production control, some storage cabinets give a fixed speed for discharging materials when the photoelectric tube detects that there is material, but it is not known what the discharge flow rate is. However, due to the structural characteristics of the storage cabinet, the thickness of the materials stored in the storage cabinet is different (the cross-section is trapezoidal), especially in the starting end and the ending end areas of the storage cabinet. The fixed speed will cause the discharge flow rate of the storage cabinet to be unstable, and it may be higher or lower than the subsequent flow rate requirements, unable to meet the flow rate requirements of the subsequent processing procedures, thereby making the processing accuracy unable to meet the process indicators and seriously affecting the product quality.
[0003] In view of the above problems, when each storage cabinet in the current tobacco leaf processing production line discharges materials, due to some factors, the materials in the storage cabinet are prone to appear in clusters when leaving the cabinet, and are distributed in piles on the discharge conveyor belt, which affects the subsequent homogenization production.
[0004] Therefore, the present invention provides a method for controlling the discharge flow rate of tobacco leaves in a storage cabinet, adding corresponding equipment for real-time flow rate data acquisition, and combining intelligent control algorithms to perform frequency conversion adjustment on the speeds of the storage cabinet and the conveyor belt, so as to improve the discharge stability. Summary of the Invention
[0005] The purpose of the present invention is to overcome the deficiencies of the prior art, and provide a method for controlling the discharge flow rate of tobacco leaves in a storage cabinet. By performing frequency conversion control on the bottom belt motor and the conveyor belt motor of the storage cabinet, the discharge stability of the storage cabinet is improved, thereby improving the production efficiency and the stability of the product quality, and reducing the production cost and energy consumption.
[0006] To solve the above technical problems, the basic concept of the technical solution adopted by the present invention is:
[0007] A method for controlling the discharge flow rate of tobacco leaves in a storage cabinet, wherein a first image acquisition device acquires the cross-sectional area of the material at the first position in the storage cabinet, calculates the volume of the material according to the cross-sectional area,
[0008] predicts the time T when the material at the first position reaches the end of the storage cabinet, and adjusts the speed of the storage cabinet according to the volume of the material at time T;
[0009] A second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt at time T,
[0010] predicts the time t when the material at the starting end of the conveyor belt reaches the end of the conveyor belt, and adjusts the speeds of the conveyor belt and the storage cabinet according to the volume of the material at time T + t.
[0011] Furthermore, the first image acquisition device acquires the cross-sectional areas of the materials at the first, second, and third positions of the storage cabinet at set time intervals, predicts the contact areas between the materials at the first, second, and third positions of the storage cabinet and the material pushing rollers based on the cross-sectional areas, and adjusts the rotation speeds of the material pushing rollers according to the contact areas between the materials and the material pushing rollers.
[0012] Furthermore, Adjust the speed of the conveyor belt to Vt according to the cross-sectional area of the material at the starting end of the conveyor belt within the time period of t - Δt.
[0013] Furthermore, calculate the volumes of the materials at the first, second, and third positions of the storage cabinet, and determine whether it is greater than the first volume when the material reaches the end of the storage cabinet. If so, adjust the speed of the storage cabinet.
[0014] Furthermore, three material pushing rollers are coaxially arranged vertically above the end of the storage cabinet. When the material pushing rollers come into contact with the material, adjust the rotation speeds of the material pushing rollers according to the contact areas between the material and the material pushing rollers;
[0015] When the contact area between the material and the material pushing rollers is greater than or equal to the first area and less than the second area, adjust the rotation speed of the first material pushing roller, and keep the rotation speeds of the second and third material pushing rollers unchanged;
[0016] When the contact area between the material and the material pushing rollers is greater than or equal to the first area and less than the second area, the rotation speed of the first material pushing roller is greater than the rotation speeds of the second and third material pushing rollers.
[0017] Furthermore, when the contact area between the material and the material pushing rollers is greater than or equal to the second area and less than the third area, adjust the rotation speeds of the first and second material pushing rollers, and keep the rotation speed of the third material pushing roller unchanged;
[0018] When the contact area between the material and the material pushing rollers is greater than or equal to the second area and less than the third area, the rotation speed of the first material pushing roller is greater than the rotation speed of the second material pushing roller, and the rotation speed of the second material pushing roller is greater than the rotation speed of the third material pushing roller.
[0019] Furthermore, when the contact area between the material and the material pushing rollers is greater than or equal to the third area, adjust the rotation speeds of the first, second, and third material pushing rollers simultaneously;
[0020] When the contact area between the material and the material pushing rollers is greater than or equal to the third area, the rotation speed of the first material pushing roller is greater than the rotation speed of the second material pushing roller, and the rotation speed of the second material pushing roller is greater than the rotation speed of the third material pushing roller;
[0021] Or, when the contact area between the material and the material pushing rollers is greater than or equal to the third area, the rotation speeds of the three material pushing rollers are the same.
[0022] Further, the rotation speed of the material distributing roller can also be adjusted according to the volume of the material at the starting end of the conveyor belt;
[0023] The first image acquisition device acquires the volume of the material at the starting end of the conveyor belt, determines whether the material at the starting end of the conveyor belt exceeds the first volume. If so, the rotation speeds of the first material distributing roller, the second material distributing roller, and the third material distributing roller are adjusted;
[0024] If not, the rotation speeds of the first material distributing roller and the second material distributing roller are adjusted, or the rotation speed of the first material distributing roller is adjusted.
[0025] Further, it further includes a constant-speed conveyor belt. A third image acquisition device is fixedly arranged at any position above the constant-speed conveyor belt. At time t, the third image acquisition device acquires the cross-sectional area of the material on the constant-speed conveyor belt in real time and calculates the volume of the material on the constant-speed conveyor belt.
[0026] It is judged whether the volume of the material on the constant-speed conveyor belt is greater than the set volume. If so, the speed of the conveyor belt is adjusted according to the volume of the material on the current constant-speed conveyor belt.
[0027] Further, the storage cabinet, the conveyor belt, and the constant-speed conveyor belt are arranged horizontally and transversely in sequence. The horizontal plane where the storage cabinet is located is the first horizontal plane, and the horizontal plane where the constant-speed conveyor belt is located is the second horizontal plane.
[0028] The first horizontal plane is higher than the second horizontal plane;
[0029] The conveyor belt is inclined. The bottom surface of the conveyor belt forms an angle greater than 30° and less than 60° with the second horizontal plane. The starting end of the conveyor belt is located on the second horizontal plane, and the end of the conveyor belt is higher than the first horizontal plane;
[0030] A first image acquisition device is arranged above the storage cabinet. The first image acquisition device moves back and forth horizontally to acquire the cross-sectional area of the material from the starting end to the ending end of the storage cabinet;
[0031] A second image acquisition device is fixedly arranged above the starting end of the conveyor belt. The second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt.
[0032] After adopting the above technical solutions, the present invention has the following beneficial effects compared with the prior art:
[0033] 1. The speeds of the storage cabinet, the material distributing roller, and the conveyor belt are adjusted according to the volume of the material per unit time, ensuring real-time detection of the material during each discharging and cyclic adjustment of the speed of the storage cabinet and / or the conveyor belt, making the discharging more stable and efficient. Avoiding excessive waste of tobacco leaves, reducing production costs, and improving resource utilization rate.
[0034] 2. Use the first image acquisition device to collect the cross-sectional area of the material at the first position of the storage cabinet, calculate the volume of the material, and predict the time T when the material reaches the end of the storage cabinet; at time T, adjust the rotation speed of the material distribution roller and the speed of the storage cabinet according to the volume of the material to control the discharge flow rate.
[0035] 3. Use the second image acquisition device to collect the cross-sectional area of the material at the starting end of the conveyor belt, calculate the volume of the material, and predict the time t when the material reaches the end of the conveyor belt; at time T + t, adjust the speed of the conveyor belt and the speed of the storage cabinet according to the volume of the material to further control the discharge flow rate.
[0036] The following further describes in detail the specific embodiments of the present invention with reference to the accompanying drawings. Description of the Drawings
[0037] The accompanying drawings, as part of the present invention, are used to provide a further understanding of the present invention. The schematic embodiments and descriptions thereof of the present invention are used to explain the present invention, but do not constitute an improper limitation to the present invention. Obviously, the accompanying drawings in the following description are only some embodiments, and those of ordinary skill in the art can obtain other drawings based on these drawings without creative efforts. In the drawings:
[0038] Figure 1 is a schematic diagram of tobacco leaves leaving the storage cabinet;
[0039] Figure 2 is a flow chart of tobacco leaves leaving the storage cabinet of the present invention;
[0040] Figure 3 is a schematic diagram of material transmission on the conveyor belt of the present invention;
[0041] Figure 4 is a schematic diagram of the material in contact with the material distribution roller of the present invention.
[0042] It should be noted that these drawings and text descriptions are not intended to limit the scope of the concept of the present invention in any way, but to illustrate the concept of the present invention to those skilled in the art by referring to specific embodiments. Specific Embodiments
[0043] To make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, the following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. The following embodiments are used to illustrate the present invention, but are not used to limit the scope of the present invention.
[0044] In the description of the present invention, it should be noted that the orientation or positional relationship indicated by the terms "upper", "lower", "front", "rear", "left", "right", "vertical", "inner", "outer", etc. is based on the orientation or positional relationship shown in the drawings. It is only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation. Therefore, it should not be construed as a limitation to the present invention.
[0045] In the description of the present invention, it should be noted that unless otherwise clearly specified and limited, the terms "installed", "connected", and "coupled" should be understood in a broad sense. For example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection, an electrical connection; it can be directly connected, or indirectly connected through an intermediate medium. For those of ordinary skill in the art, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.
[0046] The present invention is based on a high-precision and fast-response flow meter and edge device, combined with the LSTM flow intelligent control algorithm, to optimize the PLC electric control program, realize the frequency conversion control of the bottom belt motor and conveyor belt motor of the storage cabinet, so as to achieve the purpose of accurately controlling the flow rate of materials when leaving the cabinet. Thereby improving the production efficiency and the stability of product quality, reducing production costs and energy consumption, and creating greater economic benefits for tobacco production enterprises.
[0047] In this embodiment, the storage cabinet, the conveyor belt, and the constant-speed conveyor belt are arranged horizontally and transversely in sequence. The horizontal plane where the storage cabinet is located is the first horizontal plane, and the horizontal plane where the constant-speed conveyor belt is located is the second horizontal plane.
[0048] The first horizontal plane is higher than the second horizontal plane;
[0049] The conveyor belt is inclined. The surface of the bottom belt of the conveyor belt forms an angle greater than 30° and less than 60° with the second horizontal plane. The starting end of the conveyor belt is located on the second horizontal plane, and the end of the conveyor belt is higher than the first horizontal plane;
[0050] In this embodiment, the inclination angle of the conveyor belt is 45°.
[0051] A first image acquisition device is arranged above the storage cabinet. The first image acquisition device moves back and forth in the horizontal direction to acquire the cross-sectional area of the materials from the starting end to the end of the storage cabinet; the first image acquisition device can move back and forth above the storage cabinet and can acquire the cross-sectional area of the materials at all positions on the storage cabinet.
[0052] A second image acquisition device is fixedly arranged above the starting end of the conveyor belt, and the second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt. When the length of the conveyor belt is H, the starting end of the conveyor belt can be H / 2, that is, half of the length of the conveyor belt is defined as the starting end of the conveyor belt, and the other half is defined as the ending end of the conveyor belt.
[0053] Both the first image acquisition device and the second image acquisition device are devices that can acquire the image of an object and obtain the cross-sectional area of the object. In the present invention, an infrared lidar detector is adopted. After the image acquisition device obtains the cross-sectional area, the image acquisition device can continue to calculate the volume, or the controller can calculate the volume of the material.
[0054] The controller is communicatively connected to the first image acquisition device and the second image acquisition device.
[0055] A method for controlling the discharging flow rate of tobacco leaves includes the following steps:
[0056] S1: The first image acquisition device acquires the cross-sectional area of the material at the first position of the storage cabinet, and calculates the volume of the material according to the cross-sectional area.
[0057] S2: Predict the time T when the material at the first position of the storage cabinet reaches the ending end of the storage cabinet according to the volume, and adjust the speed of the storage cabinet at time T.
[0058] S3: At time T, the second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt, and calculates the volume of the material according to the cross-sectional area.
[0059] S4: Predict the time t when the material at the starting end of the conveyor belt reaches the ending end of the conveyor belt according to the volume of the material at the starting end of the conveyor belt, and adjust the speed of the conveyor belt and the speed of the storage cabinet at time T + t.
[0060] S5: At time T + t, execute S1 to S5.
[0061] S6: Adjust the speed of the deflector roll according to the cross-sectional area of the material at the first position of the storage cabinet and the contact area between the material and the deflector roll.
[0062] S1 - S5 are executed in a loop; S6 can be started at any time. As long as the material is in contact with the deflector roll, the speed of the deflector roll can be adjusted according to the contact area between the material and the deflector roll.
[0063] For example, if at time T n +t n the volume of the material at the first position of the storage cabinet is greater than the volume of the material at the first position of the storage cabinet at time T n-1 +t n-1 then T n is greater than T n-1 ;
[0064] If Tn At this moment, the volume of the material at the starting end of the conveyor belt is greater than T n-1 the volume of the material at the starting end of the conveyor belt at this moment, then t n is greater than t n-1 . This indicates that the speed of the storage cabinet at this time is increased because the volume of the previous section of the material is small. Therefore, with the current speed of the storage cabinet, the current material will reach the end of the storage cabinet faster.
[0065] A method for controlling the discharge flow rate of tobacco leaves in a storage cabinet. The first image acquisition device acquires the cross-sectional area of the material at the first position of the storage cabinet, and calculates the volume of the material based on the cross-sectional area.
[0066] Predicts the time T for the material at the first position to reach the end of the storage cabinet according to the speed of the storage cabinet, and adjusts the speed of the storage cabinet according to the volume of the material at time T;
[0067] The second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt at time T.
[0068] Predicts the time t for the material at the starting end of the conveyor belt to reach the end of the conveyor belt according to the speed of the conveyor belt, and adjusts the speed of the conveyor belt and the storage cabinet according to the volume of the material at time T + t.
[0069] The first image acquisition device acquires the cross-sectional areas of the materials at the first, second, and third positions of the storage cabinet at a set time interval, predicts the contact areas between the materials at the first, second, and third positions of the storage cabinet and the deflector roller according to the cross-sectional areas, and adjusts the rotation speed of the deflector roller according to the contact areas between the materials and the deflector roller.
[0070] The lengths of the first, second, and third positions of the storage cabinet are equal.
[0071] The first position of the storage cabinet can be a position at a certain distance from the end of the storage cabinet, which can enable the predicted material at the first position to reach the end of the storage cabinet with a certain time. The end of the storage cabinet is the position where the storage cabinet discharges materials, not exceeding half of the length of the storage cabinet. Preferably, it can be one-third of the length of the storage cabinet for discharging materials.
[0072] As Figure 3 shown, the materials on the conveyor belt are transported in the direction indicated by the arrow. Both the starting end and the ending end of the conveyor belt can be set to half of the length of the conveyor belt. Record the positions of the materials at the starting end and the ending end of the conveyor belt. In a conveyor belt, record three points as the distinguishing points. Point a is at the starting end, point b is the middle position, and point c is the ending discharging position. ab = bc, the time taken for the material at position a to reach position b is equal to the time taken for the material at position b to reach position c. When the material at position b reaches position c, the second image acquisition device acquires the cross-sectional area of the material between the current position a and position b again.
[0073] At time T+t, the first image acquisition device acquires the cross-sectional area of the material at the current first position in the storage cabinet, calculates the volume of the material at the current first position based on the cross-sectional area, and predicts the time T when the material at the current first position reaches the end of the storage cabinet according to the speed of the current storage cabinet and the volume of the material.
[0074] T represents a definite moment when the material at the first position in the storage cabinet reaches the end of the storage cabinet, and t represents a time period from the moment T when the material at the starting end of the conveyor belt reaches the end of the conveyor belt. Therefore, T+t represents a new moment obtained after a time period of t starting from the moment T.
[0075] For example, assume that at time T, the first image acquisition device acquires the cross-sectional area of the material at the current first position in the storage cabinet as 1 square meter. Based on this cross-sectional area, we calculate that the volume of the material at the current first position is 2 cubic meters. Assume the current speed of the storage cabinet is 0.5 meters per minute. We can predict the time T when the material at the current first position reaches the end of the storage cabinet according to the speed and the volume of the material. According to the physical formula: speed = distance / time, we can get time = distance / speed. Assume the length of the storage cabinet is 3 meters, then the time required for the material to reach the end from the first position is 3 meters / 0.5 meters per minute = 6 minutes. Therefore, based on this information, at time T, the volume of the material at the first position is 2 cubic meters, and it is expected that at time T+6 minutes, these materials will reach the end of the storage cabinet.
[0076] At time T, the second image acquisition device acquires the cross-sectional area of the material at the current starting end of the conveyor belt, calculates the volume of the material at the current starting end of the conveyor belt based on the cross-sectional area, and predicts the time t when the material at the starting end of the conveyor belt reaches the end of the conveyor belt according to the current speed of the conveyor belt and the volume of the material at the starting end of the conveyor belt;
[0077] The first image acquisition device obtains the volume information of the material at the starting end of the conveyor belt, and at time t, adjusts the speed of the storage cabinet according to the volume of the material at the end of the conveyor belt.
[0078] Both the first image acquisition device and the second image acquisition device acquire the cross-sectional area of the material in real time at a certain time interval.
[0079] It is used to monitor and adjust the flow of materials on the conveyor belt and adjust the speed of the storage cabinet to adapt to the changes in materials. Such a system can help optimize the production process, improve production efficiency and reduce resource waste.
[0080] By acquiring material information in real time and predicting the arrival time of materials, the speed of the storage cabinet can be adjusted in a timely manner to avoid the situation of material backlog or the storage cabinet being idle. Optimizing the flow and storage of materials can improve the overall efficiency of the production line, reduce stagnation and waste in the production process. It avoids resource waste caused by excessive material backlog or premature material feeding, making the production process more resource-saving.
[0081] The material is in an irregular and piled-up state in the storage cabinet. Denote the area of the empty storage cabinet as Sr and the area of the full storage cabinet as Sm. Then the cross-sectional area of the material Ss = Sr - Sm.
[0082] As Figure 1 shown, the materials in different regions include the head parts (a, b, c), the steady state (d), and the tail parts (e, f, g) of the material; collect the heights of the materials in different regions; perform cluster analysis based on the feeding speeds obtained after the materials at different heights come into contact with the feeding rollers to obtain the central height values of the materials in different regions of the storage cabinet.
[0083] The volume of the material is represented by the central height value of the material and the cross-sectional area of the material.
[0084] The unit volume flow rate C of the material is measured by the product of the speed of the storage cabinet or the conveyor belt and the cross-sectional area of the material: v t+Δt S t = C
[0085] To make the volume flow rate stable, it is only necessary to keep C constant. The length H of the conveyor belt is fixed; the calculus control algorithm controls the speed of the storage cabinet;
[0086]
[0087]
[0088]
[0089]
[0090]
[0091] H, C, S u , t are all known quantities, and the list L u for storing S S data:
[0092] If the time interval for collecting data in L S is set as δ, and the actual speed v t ∈ [0, v max ], then the cross-sectional area data actually collected at time t should satisfy:
[0093]
[0094] In this embodiment, the speed of the conveyor belt can also be obtained according to the above calculation formula.
[0095] In this embodiment, the speed of the storage cabinet is adjusted while adjusting the speed of the conveyor belt at time T2;
[0096] The controller processes data through a calculus control algorithm, transforms the speed value into the corresponding variable-frequency voltage value, and writes it into the PLC electric control program to achieve the stability of the out-of-cabinet flow rate.
[0097] Obtain the speed value: First, obtain the speed value of the bottom belt motor of the storage cabinet or the conveyor belt through an encoder, sensor, infrared radar detector, or other controller. For example, the speed value is 1000 RPM.
[0098] Design the mapping relationship between the variable-frequency voltage value and the speed: Assume that the variable-frequency voltage value (V) = 0.1 * speed value (RPM). According to this relationship, when the speed value is 1000 RPM, the corresponding variable-frequency voltage value is 100V.
[0099] Calculate the variable-frequency voltage value: Calculate the variable-frequency voltage value according to the above mapping relationship: 100V.
[0100] Write the variable-frequency voltage value into the PLC electric control program: In the PLC programming software, write the calculated variable-frequency voltage value (100V) into the specified output register or data register through the corresponding logic block or function block.
[0101] Control the output signal: Configure the corresponding logic in the PLC program so that the voltage value in the output register or data register can be converted into a control signal and sent to the frequency converter through the digital output port or analog output port of the PLC to achieve the control of the bottom belt motor of the storage cabinet or the first conveyor belt motor.
[0102] Therefore, the steps of converting the speed value into the corresponding variable-frequency voltage value and writing it into the PLC electric control program are summarized as follows:
[0103] S1. Obtain the speed value: Obtain the speed of the storage cabinet or conveyor belt from devices such as sensors or controllers.
[0104] S2. Design the mapping relationship: Determine the functional relationship between the variable-frequency voltage value and the speed, which can be a linear function, look-up table, or other mathematical models. In the present invention, it shows a linear negative correlation.
[0105] S3. Calculate the variable-frequency voltage value: According to the mapping relationship, convert the speed value into the corresponding variable-frequency voltage value through programming logic or arithmetic functions.
[0106] S4. Write into the PLC program: Write the calculated variable-frequency voltage value into the output register or data register of the PLC through the PLC programming software.
[0107] S5. Control the output signal: According to the PLC program design, convert the output variable-frequency voltage value into the corresponding control signal and send it to the frequency converter or other control devices to achieve the control of the motor.
[0108] Three feeding rollers are coaxially arranged vertically above the end of the storage cabinet. When the feeding rollers contact the material, the rotation speed of the feeding rollers is adjusted according to the contact area between the material and the feeding rollers;
[0109] When the contact area between the material and the feeding rollers is greater than or equal to the first area and less than the second area, the rotation speed of the first feeding roller is adjusted, and the rotation speeds of the second and third feeding rollers remain unchanged;
[0110] Preferably, when the contact area between the material and the feeding rollers is greater than or equal to the first area and less than the second area, the rotation speed of the first feeding roller is greater than the rotation speeds of the second and third feeding rollers.
[0111] As Figure 4 shown, the rotation speed of the feeding rollers is determined according to the contact area between the material and the feeding rollers. The first area is the area when the material is in full contact with the first feeding roller, the second area is the area when the material is in contact with the first and second feeding rollers, and the third area is the area when the material is in contact with the first, second, and third feeding rollers.
[0112] When the contact area between the material and the feeding rollers is greater than or equal to the second area and less than the third area, the rotation speeds of the first and second feeding rollers are adjusted, and the rotation speed of the third feeding roller remains unchanged;
[0113] Preferably, when the contact area between the material and the feeding rollers is greater than or equal to the second area and less than the third area, the rotation speed of the first feeding roller is greater than the rotation speed of the second feeding roller, and the rotation speed of the second feeding roller is greater than the rotation speed of the third feeding roller.
[0114] When the contact area between the material and the feeding rollers is greater than or equal to the third area, the rotation speeds of the first, second, and third feeding rollers are adjusted simultaneously;
[0115] Preferably, when the contact area between the material and the feeding rollers is greater than or equal to the third area, the rotation speed of the first feeding roller is greater than the rotation speed of the second feeding roller, and the rotation speed of the second feeding roller is greater than the rotation speed of the third feeding roller;
[0116] Or, when the contact area between the material and the feeding rollers is greater than or equal to the third area, the rotation speeds of the three feeding rollers are the same.
[0117] When the contact area between the material and the feeding rollers is within a certain specific range, the rotation speed of the feeding rollers will be adjusted accordingly to better handle the material flow.
[0118] Dynamically adjusting the rotation speed of the feeding rollers according to the contact area between the material and the feeding rollers can better adapt to the material flow under different conditions and improve the efficiency and stability of the material flow.
[0119] By timely adjusting the rotation speed of the feeding roller, the blockage and backlog of materials during the transmission process can be effectively reduced, and the continuous operation of the production line can be maintained.
[0120] The rotation speed of the feeding roller can also be adjusted according to the volume of the material at the starting end of the conveyor belt;
[0121] The first image acquisition device obtains the volume of the material at the starting end of the conveyor belt, determines whether the material at the starting end of the conveyor belt exceeds the first volume, and if so, adjusts the rotation speed of the first feed roller, the second feed roller, and the third feed roller;
[0122] If not, the rotation speeds of the first material-digging roller and the second material-digging roller are adjusted, or the rotation speed of the first material-digging roller is adjusted.
[0123] The first volume at this time represents the maximum volume obtained by multiplying the cross-sectional area collected when the material contacts the first, second and third feeding rollers by the height of the material.
[0124] When the volume is at its maximum, the rotation speeds of the first feed roller, the second feed roller and the third feed roller are adjusted simultaneously to improve the efficiency of the production line.
[0125] When the volume is smaller than the first volume, the rotation speed of the first material-digging roller or the first material-digging roller and the second material-digging roller is appropriately adjusted according to the contact area between the material and the material-digging roller.
[0126] It also includes a constant-speed conveyor belt, and a third image acquisition device is fixedly arranged at any position above the constant-speed conveyor belt. At time t, the third image acquisition device collects the cross-sectional area of the material on the constant-speed conveyor belt in real time to calculate the volume of the material on the constant-speed conveyor belt.
[0127] Determine whether the volume of the material on the constant-speed conveyor belt is greater than the set volume. If so, adjust the speed of the conveyor belt according to the volume of the material on the current constant-speed conveyor belt.
[0128] The set volume means that when the material is conveyed to the constant speed conveyor, the collected cross-sectional area should be the minimum cross-sectional area, and the height of the material is relatively smaller than the height of the material on the storage cabinet and the conveyor. At this time, the material presented on the constant speed conveyor is evenly distributed and stable in different locations. In this way, the purpose of stable final discharge is achieved.
[0129] When the production process does not require human operation and is fully intelligent, a third image acquisition device can be used to observe in real time whether the volume flow of materials on the constant-speed conveyor belt is stable. If it exceeds the set stability standard, a prompt can be issued to indicate that the speed of the conveyor belt and / or storage cabinet needs to be adjusted.
[0130] By dynamically adjusting the speed of the feed roller, the entire production line can maintain a stable operating state under different conditions, thereby optimizing the production process and improving the overall efficiency of the production line.
[0131] The calculus algorithm is used to obtain the speed value and correspondingly adjust the speeds of the storage cabinet and the conveyor belt, making the control more intelligent and precise to meet the production requirements under different conditions.
[0132] The optimized storage cabinet control scheme can effectively improve production efficiency, reduce costs, optimize the production process, achieve intelligent production control, and bring significant benefits to improving the operating efficiency of the overall production line and product quality.
[0133] Such as Figure 1 As shown, the method of obtaining the height of materials in different areas includes that the first image acquisition device dynamically obtains the material distribution form in different areas of the storage cabinet to establish a material form model, and conducts model training according to the machine learning method of mean clustering;
[0134] After model training, k central heights are obtained, and linear regression training is performed on the k central heights to form a corresponding prediction model;
[0135] Intelligently control the discharging speed of the storage cabinet according to the prediction model.
[0136] Through the cloth running of the first image acquisition device, the material distribution form of the storage cabinet is obtained, and the volume information of different areas of the material head (a, b, c), stable (d), and material tail (e, f, g) is calculated. Model training is carried out by the machine learning method of mean clustering (Kmeans) to reduce the difficulty of data acquisition and expand the sample size. There are at least three material deflecting rollers in contact with the materials, and its mechanism is affected by factors such as contact area, tobacco strand winding degree, water content, etc. Therefore, model training is carried out by the machine learning method of mean clustering (Kmeans).
[0137] Mean clustering belongs to unsupervised learning in machine learning. After clustering analysis of the discharging speeds obtained by the materials at different heights in contact with the material deflecting rollers, k central heights are obtained.
[0138] For the k different central heights, corresponding prediction models are respectively formed through linear regression training, and the speed of the bottom belt is intelligently controlled through the prediction models, so that the discharging speed on the bottom belt of the storage cabinet and the speed of the conveyor belt form a linear negative correlation within a unit time.
[0139] The instantaneous speed value output by the prediction model is converted into the corresponding variable frequency voltage value and written into the PLC electric control program, and the speed of the bottom belt is intelligently controlled through variable frequency to finally improve the stability of the discharging flow rate.
[0140] Install a real-time flowmeter on the conveyor belt to dynamically obtain the cross-sectional area information of the real-time flow on the conveyor belt, and combine it with the transmission speed of the conveyor belt to obtain the real-time flow volume information. By adding edge devices to provide relevant data acquisition, fusion, and computing power, and combining with the LSTM real-time flow control intelligent algorithm, frequency conversion control is performed on the power motors of the storage cabinet and the conveyor belt to achieve a relatively stable material flow output on the subsequent constant-speed conveyor belt.
[0141] Obtain real-time flow information through the second image acquisition device on the conveyor belt. Combine with the real-time speed, obtain the time when the flow reaches the end of the conveyor belt based on the LSTM algorithm, and perform instantaneous speed control on the motor of the conveyor belt according to the cross-sectional area information obtained by the second image acquisition device at this time, and write it into the PLC electric control program by converting it into the corresponding frequency conversion voltage value to achieve relatively stable flow stability on the constant-speed conveyor belt.
[0142] Frequency conversion control refers to using a frequency converter (also known as a variable frequency speed regulator, variable frequency regulator) to control the speed of an AC motor, that is, to control the speed of the conveyor belt. By adjusting the frequency and voltage output by the frequency converter, precise control of the motor speed can be achieved. The frequency conversion control system can dynamically adjust the speed of the motor according to needs, thereby achieving advantages such as energy saving, stable operation, and precise control.
[0143] In industrial production, frequency conversion control is often used to adjust conveying equipment, such as conveyor belts, and other equipment that requires speed adjustment. By changing the power supply frequency of the motor, purposes such as adjusting the operating speed of the equipment, saving energy, and improving the operating efficiency of the equipment can be achieved.
[0144] Calculate the flow rate in real time based on the cross-sectional area and speed information of the materials on the conveyor belt, including the accumulation of materials on the conveyor belt, the material volume in different regions, etc.; calculate the flow rate of the materials, and adjust the speed of the conveyor belt according to the calculation results. Through continuous acquisition and calculation, the speed of the conveyor belt can be precisely controlled in different time periods to meet the stable discharge of materials on the constant-speed conveyor belt in this application. This control process can be realized through the PLC electric control program, thereby realizing an automated frequency conversion control system.
[0145] Whether the materials on the constant-speed conveyor belt are discharged stably is determined according to the material volume information in different regions of the constant-speed conveyor belt. For example, the volumes of the materials in different regions are within the same set volume range, achieving the effect of constant flow control.
[0146] In the method of this application, multiple conveyor belts can be arranged and combined, and at least one conveyor belt set at the end can be used as a constant-speed conveyor belt to achieve constant flow stability on the constant-speed conveyor belt.
[0147] During the material transfer process from the storage cabinet to the constant-speed conveyor belt, materials with uneven original volume or different stacking degrees are made to be evenly arranged on the constant-speed conveyor belt and maintain a stable and constant flow rate on the constant-speed conveyor belt. This setting can be adjusted and optimized according to specific production requirements and material flow characteristics to improve production efficiency and product quality.
[0148] The first image acquisition device and the second image acquisition device are connected in series and operate in coordination. The speed of the storage cabinet and the speed of the conveyor belt can be adjusted according to the volume of materials on the storage cabinet, or the speed of the storage cabinet and the speed of the conveyor belt can be adjusted according to the volume of materials on the conveyor belt. Or in a system with multiple conveyor belt combinations, the motor speed of other conveyor belts is adjusted at least according to the volume flow rate of materials on one conveyor belt, so as to achieve precise flow control.
[0149] Under the condition that the total material flow rate remains unchanged per unit time, the feeding speed of materials in the storage cabinet is flexibly controlled to meet different requirements in the production process.
[0150] Collect the different heights of materials in the storage cabinet; perform clustering analysis based on the feeding speeds obtained after the materials at different heights come into contact with the feeding rollers, and obtain the central height values of materials in different areas in the storage cabinet;
[0151] The volumes of materials at different positions correspond to different control algorithms.
[0152] It includes at least two conveyor belts. The image acquisition device and the frequency conversion controller between the conveyor belts are connected in series to control the flow rate of materials on the constant-speed conveyor belt to tend to be stable. The control algorithm includes the LSTM algorithm;
[0153] Main code of the LSTM algorithm:
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[0158] The above are only the preferred embodiments of the present invention, and there is no limitation to the present invention in any form. Although the present invention has been disclosed above with the preferred embodiments, it is not intended to limit the present invention. Any person skilled in the art of this patent can make some changes or modifications to equivalent embodiments of equivalent changes by using the technical content prompted above within the scope of the technical solution of the present invention. The implementation schemes in the above embodiments can be further combined or replaced. However, as long as it does not depart from the technical solution of the present invention, any simple modification, equivalent change and modification made to the above embodiments according to the technical essence of the present invention still fall within the scope of the present invention's solution.
Claims
1. A method for controlling the discharge flow of tobacco leaves from a storage cabinet, characterized in that: The first image acquisition device acquires the cross-sectional area of the material at the first position of the storage cabinet, and calculates the volume of the material according to the cross-sectional area. Predict the time T when the material at the first position reaches the end of the storage tank, and adjust the speed of the storage tank according to the volume of the material at time T; The second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt at time T. Predict the time t when the material at the starting end of the conveyor belt reaches the end of the conveyor belt, and adjust the speed of the conveyor belt and the speed of the storage cabinet according to the volume of the material at time T+t.
2. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 1, characterized in that: The first image acquisition device acquires the cross-sectional areas of the material at the first, second and third positions of the storage cabinet at set time intervals, predicts the contact areas between the material and the material transfer roller at the first, second and third positions of the storage cabinet based on the cross-sectional areas, and adjusts the rotation speed of the material transfer roller based on the contact areas between the material and the material transfer roller.
3. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 2, characterized in that: The speed of the conveyor belt is adjusted to Vt according to the cross-sectional area of the material at the starting end of the conveyor belt within the time t-Δt.
4. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 3, characterized in that: The volume of the material at the first position, the second position, and the third position of the storage cabinet is calculated. When the material reaches the end of the storage cabinet, it is determined whether it is greater than the first volume. If so, the speed of the storage cabinet is adjusted.
5. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 4, characterized in that: Three feeding rollers are coaxially arranged vertically above the end of the storage cabinet. When the feeding rollers come into contact with the materials, the rotation speed of the feeding rollers is adjusted according to the contact area between the materials and the feeding rollers. When the contact area between the material and the material-dispensing roller is greater than or equal to the first area and smaller than the second area, the rotation speed of the first material-dispensing roller is adjusted, and the rotation speeds of the second and third material-dispensing rollers remain unchanged; When the contact area between the material and the material-digging roller is greater than or equal to the first area and smaller than the second area, the rotation speed of the first material-digging roller is greater than the rotation speeds of the second and third material-digging rollers.
6. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 5, characterized in that: When the contact area between the material and the feeding roller is greater than or equal to the second area and less than the third area, the rotation speeds of the first feeding roller and the second feeding roller are adjusted, and the rotation speed of the third feeding roller remains unchanged; When the contact area between the material and the feeding roller is greater than or equal to the second area and less than the third area, the rotation speed of the first feeding roller is greater than the rotation speed of the second feeding roller, and the rotation speed of the second feeding roller is greater than the rotation speed of the third feeding roller.
7. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 6, characterized in that: When the contact area between the material and the material-dispensing roller is greater than or equal to the third area, the rotation speeds of the first, second and third material-dispensing rollers are adjusted simultaneously; When the contact area between the material and the feeding roller is greater than or equal to the third area, the rotation speed of the first feeding roller is greater than the rotation speed of the second feeding roller, and the rotation speed of the second feeding roller is greater than the rotation speed of the third feeding roller; Or, when the contact area between the material and the material-discharging roller is greater than or equal to the third area, the rotation speeds of the three material-discharging rollers are the same.
8. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 7, characterized in that: The rotation speed of the feeding roller can also be adjusted according to the volume of the material at the starting end of the conveyor belt; The first image acquisition device obtains the volume of the material at the starting end of the conveyor belt, determines whether the material at the starting end of the conveyor belt exceeds the first volume, and if so, adjusts the rotation speed of the first feed roller, the second feed roller, and the third feed roller; If not, the rotation speeds of the first material-digging roller and the second material-digging roller are adjusted, or the rotation speed of the first material-digging roller is adjusted.
9. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claim 8, characterized in that: It also includes a constant-speed conveyor belt, and a third image acquisition device is fixedly arranged at any position above the constant-speed conveyor belt. At time t, the third image acquisition device collects the cross-sectional area of the material on the constant-speed conveyor belt in real time to calculate the volume of the material on the constant-speed conveyor belt. Determine whether the volume of the material on the constant-speed conveyor belt is greater than the set volume. If so, adjust the speed of the conveyor belt according to the volume of the material on the current constant-speed conveyor belt.
10. A method for controlling the discharge flow of tobacco leaves from a storage cabinet according to claims 1-9, characterized in that: The storage cabinet, the conveyor belt, and the constant-speed conveyor belt are arranged in sequence in the horizontal direction. The horizontal plane where the storage cabinet is located is the first horizontal plane, and the horizontal plane where the constant-speed conveyor belt is located is the second horizontal plane. The first horizontal plane is higher than the second horizontal plane; The conveyor belt is tilted, the bottom surface of the conveyor belt forms an angle greater than 30° and less than 60° with the second horizontal plane, the starting end of the conveyor belt is located on the second horizontal plane, and the end of the conveyor belt is higher than the first horizontal plane; A first image acquisition device is arranged above the storage cabinet, and the first image acquisition device moves back and forth in the horizontal direction to acquire the cross-sectional area of the material from the starting end to the end of the storage cabinet; A second image acquisition device is fixedly arranged above the starting end of the conveyor belt, and the second image acquisition device acquires the cross-sectional area of the material at the starting end of the conveyor belt.