Oil field pump body fault condition wireless diagnosis device based on AI
By designing a wireless diagnosis device for oil field pump body failure based on AI, using detection contacts and motor drives, and combining AI modules to perform multi-directional vibration diagnosis, the problem that the existing technology cannot quickly determine the highest vibration position of the pump body, and efficient pump body diagnosis and maintenance are achieved.
Patent Information
- Application Number
- CN202510097799.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-01-22
- Publication Date
- 2025-05-13
AI Technical Summary
The existing pump body diagnostic device cannot diagnose the vibration degree of the pump body at multiple positions, and cannot quickly determine the position with the highest vibration degree on the pump body.
A wireless diagnosis device for oil field pump body failure based on AI is designed. Using a diagnostic device and a detector combined with an AI module, a multi-directional vibration diagnosis of the pump body is achieved through detection contacts and motor drives.
It can quickly determine the position with the highest vibration level on the pump body, improve diagnosis and maintenance efficiency, and ensure the normal operation of the pump body.
Smart Images

Figure CN119982489A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of pump body diagnosis, and particularly relates to a wireless diagnosis device for pump body faults in oil fields based on AI. Background Art
[0002] An oil field refers to an area rich in oil resources, usually referring to a geological structure with a large amount of oil resources stored underground. An oil field is the foundation of the oil industry and the main place for oil exploration, development, and production activities. Many devices and instruments are required for oil collection in an oil field, and the pump body is one of the extremely important devices.
[0003] During actual operation of the pump body, vibrations will occur due to various reasons. However, the current diagnosis devices cannot diagnose the vibration levels at multiple positions of the pump body and cannot quickly determine the position with the highest vibration level on the pump body. Summary of the Invention
[0004] In view of the above technical problems, the present invention aims to provide a wireless diagnosis device for pump body faults in oil fields based on AI. To solve the above technical problems, the present invention adopts the following technical solutions to achieve:
[0005] A wireless diagnosis device for pump body faults in oil fields based on AI includes a diagnostor. The diagnostor is in a C shape, the corners of the inner wall of the diagnostor are curved surfaces, fifth permanent magnetic plates are embedded at the corners of the inner wall of the diagnostor, transmission teeth are provided on the inner wall of the diagnostor, two or more second permanent magnetic plates are fixedly connected to the left inner wall of the diagnostor, and two or more third permanent magnetic plates are fixedly connected to the right inner wall of the diagnostor;
[0006] A diagnosis component is provided on the inner wall of the diagnostor. The diagnosis component includes a movable column, a driving spur gear, a motor, a buffer plate, a fixing plate, a second elastic member, a detector, and a first permanent magnetic plate. The movable column is slidably connected to the inner wall of the diagnostor. A motor is connected to the movable column. A driving spur gear is fixedly connected to the rotor of the motor. The driving spur gear meshes with the transmission teeth. A buffer plate is slidably connected to the movable column. A fixing plate is fixedly connected to the buffer plate. The fixing plate is connected to the detector through a second elastic member. The detector is slidably connected to the buffer plate. A detection contact is fixedly connected to the detector. A permanent magnetic strip is fixedly connected to the detector. Two first permanent magnetic plates are fixedly connected to the buffer plate.
[0007] Preferably, the diagnostic component also includes a permanent magnet block, a first elastic member, an extension sheet, an electromagnet, a fourth permanent magnet plate, a slide seat, a threaded rod, a second spur gear and a rod mounting plate. The permanent magnet block is fixedly connected to the motor, and the motor is slidably connected to the movable column. The motor is connected to the extension sheet through the first elastic member, the extension sheet is fixedly connected to the movable column, the electromagnet is embedded in the extension sheet, the fourth permanent magnet plate is fixedly connected to the slide seat, the slide seat is slidably connected to the movable column, a threaded hole is provided on the slide seat, the threaded rod is threadedly connected to the inner wall of the threaded hole, the threaded rod is rotatably connected to the rod mounting plate, and the second spur gear is fixedly connected to the threaded rod.
[0008] Preferably, a first supporting plate is fixedly connected to the left inner wall of the diagnostic device, a second supporting plate is fixedly connected to the right inner wall of the diagnostic device, and a first reversal button and a second reversal button are provided on the movable column.
[0009] Preferably, the fifth permanent magnet plate is curved.
[0010] Preferably, the detector is provided with a vibration data acquisition module and an AI module.
[0011] Preferably, a wireless transmission module is provided in the detector.
[0012] Preferably, the AI module includes a data preprocessing module, an abnormal data identification module and a self-learning module.
[0013] Preferably, the AI module also includes a prediction module.
[0014] Preferably, the data preprocessing module includes a noise removal module.
[0015] Preferably, the data preprocessing module includes a feature extraction module.
[0016] The present invention has the following beneficial effects:
[0017] The present invention can diagnose in real time whether the pump body has abnormal vibration through the detection contact, and can drive the detection contact through a motor to perform multi-directional vibration diagnosis and detection on the two side walls and the top wall of the pump body, so as to quickly determine the position with the highest vibration degree on the pump body. BRIEF DESCRIPTION OF THE DRAWINGS
[0018] The present invention is further described using the accompanying drawings, but the embodiments in the accompanying drawings do not constitute any limitation to the present invention. A person skilled in the art can obtain other drawings based on the following drawings without creative work.
[0019] Figure 1 It is a front view of an AI-based wireless diagnostic device for oil field pump faults of the present invention;
[0020] Figure 2The present invention Figure 1 The enlarged view of point A in the middle;
[0021] Figure 3 It is a top view of an AI-based wireless diagnostic device for oil field pump faults of the present invention;
[0022] Figure 4 The present invention Figure 3 The enlarged view of point B in the middle;
[0023] Figure 5 The present invention Figure 3 Enlarged view of point C in the middle;
[0024] Figure 6 The present invention Figure 3 Enlarged view of point D in the middle.
[0025] Figure numerals: 1. diagnostic device; 2. pump body; 3. pump pipeline; 4. curved surface; 5. fifth permanent magnet plate; 6. transmission tooth; 7. movable column; 8. active spur gear; 9. motor; 10. permanent magnet block; 11. first elastic member; 12. extension sheet; 13. electromagnet; 14. buffer plate; 15. fixing plate; 16. second elastic member; 17. detector; 18. detection contact; 19. permanent magnet strip; 20. first permanent magnet plate; 21. second permanent magnet plate; 22. third permanent magnet plate; 23. fourth permanent magnet plate; 24. slide seat; 25. threaded hole; 26. threaded rod; 27. second spur gear; 28. rod mounting plate; 29. first supporting plate; 30. second supporting plate; 31. first reverse button; 32. second reverse button. DETAILED DESCRIPTION
[0026] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0027] In the description of the present invention, it should be noted that the terms "vertical", "upper", "lower", "horizontal", etc., indicating the orientation or positional relationship, are based on the orientation or positional relationship shown in the drawings, and are 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, and therefore cannot be understood as limiting the present invention. In addition, "first", "second", "third", and "fourth" are only used for descriptive purposes and cannot be understood as indicating or implying relative importance.
[0028] In the description of the present invention, it should also be noted that unless otherwise clearly specified and limited, the terms "set", "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 or an electrical connection; it can be a direct connection or a connection through an intermediate medium; it can be the communication inside two components. 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.
[0029] As Figure 1-6 shown, a wireless diagnostic device for pump body faults in oil fields based on AI includes a diagnostor 1. The diagnostor 1 is in a U shape. The corners of the inner wall of the diagnostor 1 are curved surfaces 4. Fifth permanent magnets 5 are embedded at the corners of the inner wall of the diagnostor 1. Transmission teeth 6 are provided on the inner wall of the diagnostor 1. Two or more second permanent magnets 21 are fixedly connected to the left inner wall of the diagnostor 1, and two or more third permanent magnets 22 are fixedly connected to the right inner wall of the diagnostor 1.
[0030] A diagnostic assembly is provided on the inner wall of the diagnostor 1. The diagnostic assembly includes a movable column 7, a driving spur gear 8, a motor 9, a buffer plate 14, a fixing plate 15, a second elastic member 16, a detector 17, and a first permanent magnet 20. The movable column 7 is slidably connected to the inner wall of the diagnostor 1. A motor 9 is connected to the movable column 7. A driving spur gear 8 is fixedly connected to the rotor of the motor 9. The driving spur gear 8 meshes with the transmission teeth 6. A buffer plate 14 is slidably connected to the movable column 7. A fixing plate 15 is fixedly connected to the buffer plate 14. The fixing plate 15 is connected to the detector 17 through a second elastic member 16. The detector 17 is slidably connected to the buffer plate 14. A detection contact 18 is fixedly connected to the detector 17. A permanent magnet strip 19 is fixedly connected to the detector 17. Two first permanent magnets 20 are fixedly connected to the buffer plate 14.
[0031] In an optional embodiment of the present invention, the diagnostic assembly further includes a permanent magnet block 10, a first elastic member 11, an extension piece 12, an electromagnet 13, a fourth permanent magnet 23, a sliding seat 24, a threaded rod 26, a second spur gear 27, and a rod mounting plate 28. The permanent magnet block 10 is fixedly connected to the motor 9. The motor 9 is slidably connected to the movable column 7. The motor 9 is connected to the extension piece 12 through a first elastic member 11. The extension piece 12 is fixedly connected to the movable column 7. The electromagnet 13 is embedded in the extension piece 12. The fourth permanent magnet 23 is fixedly connected to the sliding seat 24. The sliding seat 24 is slidably connected to the movable column 7. A threaded hole 25 is formed in the sliding seat 24. The threaded rod 26 is threadedly connected to the inner wall of the threaded hole 25. The threaded rod 26 is rotatably connected to the rod mounting plate 28. The second spur gear 27 is fixedly connected to the threaded rod 26.
[0032] The sliding connection design of the motor 9 allows the motor 9 to move, thereby completing the switching of the meshing object of the active spur gear 8 between the transmission tooth 6 and the second spur gear 27, thereby completing the diagnosis of different components.
[0033] According to an optional embodiment of the present invention, a first supporting plate 29 is fixedly connected to the left inner wall of the diagnostic device 1, a second supporting plate 30 is fixedly connected to the right inner wall of the diagnostic device 1, and a first reverse button 31 and a second reverse button 32 are provided on the movable column 7. After the first reverse button 31 or the second reverse button 32 is pressed, the motor 9 can be stopped for one second and then the rotor rotation direction can be changed, so as to realize the movement of the movable column 7 in different directions.
[0034] According to an optional implementation of the present invention, the fifth permanent magnet plate 5 is curved, and the curved fifth permanent magnet plate 5 is adapted to the curved surface 4 .
[0035] According to an optional embodiment of the present invention, a vibration data acquisition module and an AI module are provided in the detector 17. The vibration data acquisition module is connected to the detection contact 18 and is used to acquire vibration data, and the AI module is used to process and analyze the vibration data.
[0036] According to an optional implementation of the present invention, a wireless transmission module is provided in the detector 17. The wireless transmission module is used to send and receive wireless signals.
[0037] According to an optional embodiment of the present invention, the AI module includes a data preprocessing module, an abnormal data identification module and a self-learning module. The data preprocessing module is used to preprocess the vibration data, the abnormal data identification module can identify abnormal vibration data and remove it to avoid affecting user judgment, and the self-learning module can learn and update the model in real time during the operation of the device.
[0038] According to an optional implementation of the present invention, the AI module further includes a prediction module. The prediction module can predict the position range of the dynamic vibration data with the maximum vibration amplitude on the body 2 based on the data of the self-learning module.
[0039] According to an optional implementation of the present invention, the data preprocessing module includes a noise removal module. The noise removal module can remove noise from the vibration data.
[0040] According to an optional implementation of the present invention, the data preprocessing module includes a feature extraction module. The feature extraction module can extract features of the vibration data, and the features of the vibration data include vibration amplitude.
[0041] Implementation process: The device to be diagnosed is a pump body 2 , to which a pump pipeline 3 is fixedly connected. The pump body 2 may be any pump used in an oil field, and the diagnostic device is installed beside the pump body 2 .
[0042] When the diagnostic device is in the initial state, the bottom wall of the movable column 7 and the top wall of the first supporting plate 29 are against each other, the movable column 7 is located on the left inner wall of the diagnostic device 1, the detection contact 18 and the left wall of the pump body 2 are against each other, and the vibration data acquisition module obtains the vibration data in real time through the detection contact 18. When the vibration amplitude of the vibration data is suddenly equal to or greater than the preset value, the single-chip microcomputer controls the motor 9 to start, and the vibration data at this time is recorded as the initial vibration data.
[0043] The motor 9 drives the active spur gear 8 to rotate, and the active spur gear 8 meshes with the transmission gear 6, so that the movable column 7 and the components on the movable column 7 slide along the inner wall of the diagnostic device 1. When the movable column 7 moves, the vibration data obtained by the vibration data acquisition module is recorded as dynamic vibration data.
[0044] When the permanent magnetic strip 19 moves to the side of the fifth permanent magnetic plate 5 on the left, the fifth permanent magnetic plate 5 on the left magnetically attracts the permanent magnetic strip 19, so that the detector 17 and the detection contact 18 overcome the elastic force of the second elastic member 16 and move toward the fixed plate 15, and the detection contact 18 is separated from the outer wall of the pump body 2 to prevent the detection contact 18 from being stuck at the upper left corner of the pump body 2 when turning. The movable column 7 continues to move to the inner top wall of the diagnostic device 1. After the permanent magnetic strip 19 loses the magnetic force of the left curved surface 4, the detector 17 and the detection contact 18 are reversed and reset under the elastic force of the second elastic member 16 , the detection contact 18 and the top wall of the pump body 2 are against each other. When the permanent magnetic strip 19 moves to the side of the fifth permanent magnetic plate 5 on the right, the fifth permanent magnetic plate 5 on the right magnetically attracts the permanent magnetic strip 19, and the detector 17 and the detection contact 18 move toward the fixed plate 15, and the detection contact 18 is separated from the top wall of the pump body 2 to prevent the detection contact 18 from being stuck at the upper right corner of the pump body 2 when turning. After the permanent magnetic strip 19 loses the magnetic force of the right curved surface 4, the detector 17 and the detection contact 18 are reversed and reset under the elastic force of the second elastic member 16, and the detection contact 18 and the right wall of the pump body 2 are against each other.
[0045] When the movable column 7 and the second supporting plate 30 are against each other, one of the first permanent magnet plates 20 will move to the same horizontal plane as the third permanent magnet plate 22 and the second supporting plate 30 will press the second reversal button 32. The first permanent magnet plate 20 will move forward under the magnetic adsorption of the third permanent magnet plate 22 in front of it to resist the third permanent magnet plate 22 in front of it, so that the buffer plate 14 moves forward along the movable column 7, and the detection contact 18 moves forward along the right wall of the pump body 2. When the second supporting plate 30 is pressed, the single chip machine controls the motor 9 to reverse, so that the movable column 7 moves in the opposite direction along the original path. The movable column 7 is moved to resist the first supporting plate 29 using the similar principle mentioned above. The other first permanent magnet plate 20 will move to the same horizontal plane as the second permanent magnet plate 21 and the first supporting plate 29 will press the first reversal button 31, so that the single chip machine controls the motor 9 to reverse, and this is repeated to move the detection contact 18 forward step by step.
[0046] When a first permanent magnet plate 20 of the buffer plate 14 moves to the rear of the fourth permanent magnet plate 23, the fourth permanent magnet plate 23 will magnetically adsorb the first permanent magnet plate 20 to complete the magnetic connection, and the detection contact 18 moves to abut against the pump pipeline 3 under the elastic force of the second elastic member 16. At this time, the single-chip microcomputer controls the electromagnet 13 to be energized, and the electromagnet 13 is energized to generate magnetic force to magnetically adsorb the permanent magnet block 10. The motor 9 and the active spur gear 8 overcome the elastic force of the first elastic member 11 and move toward the electromagnet 13, so that the active spur gear 8 and the second spur gear 27 are meshed, and the active spur gear 8 and the transmission tooth 6 are disengaged. The active spur gear 8 drives the second spur gear 27 and the threaded rod 26 to rotate, and the threaded rod 26 drives the slide 24, the fourth permanent magnet plate 23, and the buffer plate 14 to move forward, so that the detection contact 18 moves on the pump pipeline 3 to obtain vibration data on the pump pipeline 3, so as to diagnose whether there is abnormal vibration in the pump pipeline 3.
[0047] The self-learning module can record the initial vibration data, and can also record the number of revolutions of the motor 9 rotor corresponding to each dynamic vibration data, the number of times the first reverse button 31 and the second reverse button 32 are pressed, and the position of the detection contact 18 on the pump body 2 can be calculated by using the number of revolutions of the motor 9 rotor and the number of times the first reverse button 31 and the second reverse button 32 are pressed, so as to know which position on the pump body 2 has the largest vibration amplitude of the dynamic vibration data, which means that the vibration degree of this position on the pump body 2 is the largest, so that the user can quickly know the abnormal vibration of the pump body 2, and then the AI module updates the model.
[0048] According to the model updated by the AI module, the next time the same initial vibration data is obtained, the prediction module can analyze the position range on the pump body 2 where the dynamic vibration data with the largest vibration amplitude is located during the vibration of the pump body 2. This position range is recorded as the predicted vibration source position range, so that before the detection contact 18 reaches the predicted vibration source position range, the single-chip microcomputer controls the motor 9 to rotate at a faster speed so that the detection contact 18 reaches the predicted vibration source position range of the pump body 2 as soon as possible. Before the detection contact 18 approaches the predicted vibration source position range, the single-chip microcomputer controls the motor 9 to reduce its rotor speed, so that the detection contact 18 can more accurately obtain the dynamic vibration data at the position with the maximum vibration amplitude.
[0049] The present invention can diagnose in real time whether the pump body 2 has abnormal vibration through the detection contact 18, and can drive the detection contact 18 through a motor 9 to perform multi-directional vibration diagnosis and detection on the two side walls and the top wall of the pump body 2, so that the user can know in advance which position of the pump body 2 has the most serious vibration before rushing to the pump body 2 for maintenance, and predict in advance which position of the components may be damaged, and bring corresponding components and tools for maintenance in advance. The motor 9 can also drive the detection contact 18 to perform multi-directional vibration diagnosis on the pump pipeline 3 on the pump body 2, comprehensively diagnose the pump body 2, and improve the diagnosis quality and maintenance efficiency; the AI module can perform intelligent diagnosis, predict in advance the position of the pump body 2 with the highest vibration level, and improve the diagnostic efficiency of the device.
[0050] The components, modules, mechanisms and devices not described in detail in the present invention are all universal standard parts or components known to those skilled in the art, and their structures and principles can be known to those skilled in the art through technical manuals or conventional experimental methods.
[0051] Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention, rather than to limit the scope of protection of the present invention. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solution of the present invention can be modified or replaced by equivalents without departing from the essence and scope of the technical solution of the present invention.
Claims
1. An AI-based wireless diagnostic device for oilfield pump faults, characterized in that: It includes a diagnoser (1). There is a single-chip microcomputer inside the diagnoser (1). The diagnoser (1) is in a U shape. The corners of the inner wall of the diagnoser (1) are curved surfaces (4). The fifth permanent magnet plate (5) is embedded at the corners of the inner wall of the diagnoser (1). The inner wall of the diagnoser (1) is provided with transmission teeth (6). Two or more second permanent magnet plates (21) are fixedly connected to the left inner wall of the diagnoser (1). Two or more third permanent magnet plates (22) are fixedly connected to the right inner wall of the diagnoser (1). The inner wall of the diagnoser (1) is provided with a diagnosis component. The diagnosis component includes a movable column (7), a driving spur gear (8), a motor (9), a buffer plate (14), a fixing plate (15), a second elastic member (16), a detector (17), and a first permanent magnet plate (20). The movable column (7) is slidably connected to the inner wall of the diagnoser (1). A motor (9) is connected to the movable column (7). The driving spur gear (8) is fixedly connected to the rotor of the motor (9). The driving spur gear (8) meshes with the transmission teeth (6). The buffer plate (14) is slidably connected to the movable column (7). The fixing plate (15) is fixedly connected to the buffer plate (14). The fixing plate (15) is connected to the detector (17) through the second elastic member (16). The detector (17) is slidably connected to the buffer plate (14). The detection contact (18) is fixedly connected to the detector (17). The permanent magnet strip (19) is fixedly connected to the detector (17). Two first permanent magnet plates (20) are fixedly connected to the buffer plate (14).
2. According to claim 1, an AI-based wireless diagnostic device for oilfield pump faults is characterized in that: The diagnosis component further includes a permanent magnet block (10), a first elastic member (11), an extension piece (12), an electromagnet (13), a fourth permanent magnet plate (23), a sliding seat (24), a threaded rod (26), a second spur gear (27), and a rod mounting plate (28). The permanent magnet block (10) is fixedly connected to the motor (9). The motor (9) is slidably connected to the movable column (7). The motor (9) is connected to the extension piece (12) through the first elastic member (11). The extension piece (12) is fixedly connected to the movable column (7). The electromagnet (13) is embedded in the extension piece (12). The fourth permanent magnet plate (23) is fixedly connected to the sliding seat (24). The sliding seat (24) is slidably connected to the movable column (7). A threaded hole (25) is formed in the sliding seat (24). The threaded rod (26) is threadedly connected to the inner wall of the threaded hole (25). The threaded rod (26) is rotatably connected to the rod mounting plate (28). The second spur gear (27) is fixedly connected to the threaded rod (26).
3. According to claim 2, an AI-based wireless diagnostic device for oil field pump faults is characterized in that: The first supporting plate (29) is fixedly connected to the left inner wall of the diagnoser (1). The second supporting plate (30) is fixedly connected to the right inner wall of the diagnoser (1). The first reverse button (31) and the second reverse button (32) are provided on the movable column (7).
4. According to claim 3, the AI-based wireless diagnostic device for oil field pump faults is characterized in that: The fifth permanent magnet plate (5) is curved.
5. An AI-based wireless diagnostic device for oilfield pump faults according to any one of claims 1 to 4, characterized in that: The detector (17) is provided with a vibration data acquisition module and an AI module.
6. The AI-based wireless diagnostic device for oilfield pump faults according to claim 5 is characterized in that: The detector (17) is provided with a wireless transmission module.
7. The AI-based wireless diagnostic device for oilfield pump faults according to claim 6 is characterized in that: The AI module includes a data preprocessing module, an abnormal data recognition module, and a self-learning module.
8. The AI-based wireless diagnostic device for oilfield pump faults according to claim 7 is characterized in that: The AI module further includes a prediction module.
9. The AI-based wireless diagnostic device for oilfield pump faults according to claim 8 is characterized in that: The data preprocessing module includes a noise removal module.
10. The AI-based wireless diagnostic device for oilfield pump faults according to claim 9 is characterized in that: The data preprocessing module includes a feature extraction module.