Disclosure of Invention
The disclosure is in part intended to introduce concepts in a simplified form that are further described below in the detailed description. The disclosure is not intended to identify key features or essential features of the claimed subject matter, nor is it intended to be used to limit the scope of the claimed subject matter.
Some embodiments of the present disclosure propose a granulator set detection apparatus to address one or more of the technical problems mentioned in the background section above.
Some embodiments of the present disclosure provide a granulator set detection apparatus, the granulator set detection apparatus comprising: the granulator comprises a granulator main body, an information processing unit, a motor detection unit, a gear box detection unit, a screw detection unit, a hopper material level detection unit and a lubricating oil detection unit, wherein the granulator main body comprises a motor module, a gear box module, screw modules, a hopper module and a lubricating oil system module, the motor module is connected with the gear box module, the gear box module is connected with the screw modules, the hopper module is positioned at the upper end of the screw modules, the lubricating oil system module is connected with the gear box module, the motor module provides power for rotation of gears in the gear box module, the gear box module provides power for rotation of each screw in the screw modules, and the lubricating oil system module provides lubricating oil for the gear box modules; the motor detection unit comprises a rotation speed detection unit which is arranged on a motor output shaft included in the motor module; the gear box detection unit comprises a gear box vibration detection unit, and the gear box vibration detection unit is arranged on the gear box module; the screw detection unit comprises a screw displacement detection unit and a screw vibration detection unit, and the screw displacement detection unit and the screw vibration detection unit are both arranged on the screw module; the hopper material level detection unit comprises at least one material level detection unit, and the at least one material level detection unit is arranged on the inner wall of the hopper module; the lubricating oil detection unit comprises a lubricating oil metal particle detection unit which is arranged on an auxiliary oil path of the lubricating oil system module; the rotation speed detecting unit, the gear box vibration detecting unit, the screw displacement detecting unit, the screw vibration detecting unit, the at least one material level detecting unit and the lubricating oil metal particle detecting unit are all in communication connection with the information processing unit.
Optionally, the granulator set detection device further comprises a decibel detection unit, wherein the decibel detection unit is arranged on the motor module, and the decibel detection unit is in communication connection with the information processing unit; the decibel detection unit is configured to detect the environment around the decibel detection unit to obtain motor decibel information, and send the motor decibel information to the information processing unit.
Optionally, the rotation speed detecting unit is configured to detect the rotation speed of the motor output shaft to obtain motor rotation speed information, and send the motor rotation speed information to the information processing unit; the above information processing unit is configured to execute the steps of: in response to determining that the type of the motor included in the motor module is a variable frequency motor, generating background decibel information corresponding to the motor module according to the received motor rotating speed information and the diameter of an inner ring of a bearing included in the motor module; generating standard decibel information corresponding to the motor module according to the background decibel information and the received motor decibel information; generating motor state information corresponding to the motor module according to the standard decibel information; responding to the motor state information to represent that the motor module fails, and generating motor failure early warning information according to the motor state information; and sending the motor fault early warning information to an associated terminal.
Optionally, each of the at least one level detection units includes a temperature sensor, and each level detection unit is disposed at a different height on an inner wall of the hopper module.
Optionally, each temperature sensor included in the at least one level detection unit is configured to detect a temperature of an ambient environment, obtain temperature information, and send the obtained temperature information to the information processing unit, where the temperature information includes a hopper temperature and a temperature sensor identifier.
Optionally, each of the at least one level detection units comprises a shielding device and a purging device.
Optionally, the above information processing unit is further configured to perform the steps of: responding to the received temperature information including hopper temperature meeting the preset temperature threshold condition, determining the temperature sensor identifier corresponding to the temperature sensor below the temperature sensor corresponding to the temperature sensor identifier included in the temperature information as a target temperature sensor identifier; determining each historical temperature information corresponding to the target temperature sensor identifier; determining the historical temperature information of the hopper temperature contained in each piece of historical temperature information meeting the preset temperature threshold condition as target historical temperature information, and obtaining a target historical temperature information set; screening out detection time closest to the current time from all detection time corresponding to the target historical temperature information set as historical detection time; determining a difference between the historical detection time and the current time as a time interval; determining the ratio of the preset temperature sensor interval size to the time interval as the material level increasing speed; generating hopper running state information according to the material level increasing speed in response to the material level increasing speed meeting a preset increasing speed condition; responding to the determined hopper running state information to represent that the hopper module fails, and generating hopper failure early warning information according to the hopper running state information; and sending the hopper fault early warning information to an associated terminal.
Optionally, the gearbox vibration detection unit is an impact pulse sensor, and the impact pulse sensor is configured to perform impact pulse detection on the gearbox module to obtain impact pulse information corresponding to the gearbox module.
Optionally, the lubricant metal particle detection unit is configured to detect metal particles in the auxiliary oil path of the lubricant system module in real time to obtain a metal particle information sequence, and send the metal particle information sequence to the information processing unit, where the metal particle information in the metal particle information sequence includes metal particle number information and a metal particle size information set.
Optionally, the screw module comprises a double screw and a screw cylinder, wherein the double screw is arranged in the screw cylinder; the screw displacement detection unit is arranged at the end part of the double screws included in the screw module, and the screw vibration detection unit is arranged on the screw cylinder body included in the screw module; the screw displacement detection unit is configured to perform displacement detection on the double screws to obtain double screw displacement information sequences, and send the double screw displacement information sequences to the information processing unit, wherein each double screw displacement information in the double screw displacement information sequences comprises double screw horizontal displacement information and double screw vertical displacement information; the screw vibration detecting unit is configured to perform vibration detection on the screw cylinder to obtain cylinder vibration information, and to transmit the cylinder vibration information to the information processing unit.
Optionally, the above information processing unit is configured to perform the steps of: carrying out data preprocessing on the received double-screw displacement information sequence to obtain a double-screw displacement information sequence after data preprocessing; generating double-screw track information corresponding to the double screws according to the double-screw displacement information sequence after the data preprocessing; determining the track shape corresponding to the double screw according to the double screw track information; determining screw running state information corresponding to the double screws according to the track shape; carrying out data preprocessing on each piece of metal particle information in the received metal particle information sequence to obtain each piece of metal particle information after data preprocessing; determining metal particle variation trend information according to the metal particle quantity information and the metal particle size information included in the metal particle information after each data pretreatment; determining the running state information of the lubricating oil system corresponding to the lubricating oil system module according to the metal particle change trend information; generating fault type information of the granulator set according to the screw operation state information, the cylinder vibration information, the hopper operation state information, the impact pulse information and the lubricating oil system operation state information; generating fault early warning information of the granulator set according to the fault type information of the granulator set; and sending the double-screw fault early warning information to an associated terminal.
Optionally, the lubricating oil detecting unit further comprises an overflow valve displacement detecting unit, the overflow valve displacement detecting unit is arranged on an overflow valve of the lubricating oil system module, and the overflow valve displacement detecting unit is in communication connection with the information processing unit; the overflow valve displacement detection unit is configured to monitor the displacement of the overflow valve to obtain an overflow valve displacement sequence; generating fluid change state information corresponding to the relief valve according to the relief valve displacement sequence; the fluid change status information is sent to the associated terminal.
The above embodiments of the present disclosure have the following advantageous effects: through the granulator set detection device of some embodiments of the present disclosure, the fault of the granulator can be found faster, so that the probability of further fault of the granulator set is reduced, and the maintenance efficiency is improved. In particular, the reason for the low maintenance efficiency is that: the manual inspection has periodicity, when the granulator breaks down, can only be discovered by the staff after a long time, cause the staff to maintain untimely, lead to the granulator set to further break down the probability higher, cause the maintenance speed slower. Based on this, the granulator set detection apparatus of some embodiments of the present disclosure includes a granulator set main body, an information processing unit, a motor detection unit, a gear box detection unit, a screw detection unit, a hopper level detection unit, and a lubricant detection unit. The granulating unit main body comprises a motor module, a gear box module, a screw rod module, a hopper module and a lubricating oil system module. The motor module is connected with the gear box module. The gear box module is connected with the screw rod module. The hopper module is positioned at the upper end of the screw module. The lubrication system module is connected to the gearbox module. In an operating state, the motor module powers rotation of gears in the gearbox module. The gearbox module provides power to the rotation of each screw in the screw module. The lubrication system module provides lubrication to the gearbox module. The motor detection unit comprises a rotation speed detection unit. The rotation speed detection unit is arranged on a motor output shaft included in the motor module. The gear case detection unit includes a gear case vibration detection unit. The gear box vibration detection unit is arranged on the gear box module. The screw detection unit comprises a screw displacement detection unit and a screw vibration detection unit. The screw displacement detection unit and the screw vibration detection unit are both arranged on the screw module. The hopper level detection unit comprises at least one level detection unit. The at least one material level detection unit is arranged on the inner wall of the hopper module. The above-mentioned lubricating oil detecting unit includes a lubricating oil metal particle detecting unit. The lubricating oil metal particle detection unit is arranged on an auxiliary oil path of the lubricating oil system module. The rotation speed detecting unit, the gear box vibration detecting unit, the screw displacement detecting unit, the screw vibration detecting unit, the at least one material level detecting unit and the lubricating oil metal particle detecting unit are all in communication connection with the information processing unit. Because the rotating speed of the motor output shaft can be detected through the rotating speed detection unit, the vibration condition of the gear box module can be detected through the gear box vibration detection unit, the vibration condition and the displacement condition of the screw module can be detected through the screw displacement detection unit and the screw vibration detection unit, the material level condition of the hopper module can be detected through the at least one material level detection unit, and the rotating speed of the lubricating oil metal particle condition of the lubricating oil system module can be detected through the lubricating oil metal particle detection unit, so that the real-time detection of the detection device of the granulator unit can be realized, the regular inspection of a worker is not needed, the fault of the granulator can be found quickly, the probability of further faults of the granulator unit is reduced, and the maintenance efficiency is improved.
Detailed Description
Embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. While certain embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete. It should be understood that the drawings and embodiments of the present disclosure are for illustration purposes only and are not intended to limit the scope of the present disclosure.
In the description of the present disclosure, it should be noted that, unless explicitly stated and limited otherwise, the terms "disposed," "connected," and "connected" are to be construed broadly, and may be, for example, fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; can be directly connected or indirectly connected through an intermediate medium, and can be communication between two elements. The specific meaning of the terms in this disclosure will be understood by those of ordinary skill in the art in the specific context.
It should be further noted that, for convenience of description, only the portions related to the disclosure are shown in the drawings. Embodiments of the present disclosure and features of embodiments may be combined with each other without conflict.
It should be noted that the terms "first," "second," and the like in this disclosure are merely used to distinguish between different devices, modules, or units and are not used to define an order or interdependence of functions performed by the devices, modules, or units.
It should be noted that references to "one", "a plurality" and "a plurality" in this disclosure are intended to be illustrative rather than limiting, and those of ordinary skill in the art will appreciate that "one or more" is intended to be understood as "one or more" unless the context clearly indicates otherwise.
The names of messages or information interacted between the various devices in the embodiments of the present disclosure are for illustrative purposes only and are not intended to limit the scope of such messages or information.
The present disclosure will be described in detail below with reference to the accompanying drawings in conjunction with embodiments.
Fig. 1 is a schematic structural view of some embodiments of a granulator set detection apparatus according to the present disclosure. Fig. 1 includes a granulator set main body 1, a motor detection unit 2, a gear box detection unit 3, a screw detection unit 4, a hopper level detection unit 5, and a lubricant detection unit 6. The granulator set main body 1 comprises a motor module 11, a gear box module 12, a screw module 13, a hopper module 14 and a lubricating oil system module 15.
In some embodiments, the above-mentioned granulator set detection apparatus may include a granulator set main body 1, an information processing unit, a motor detection unit 2, a gear box detection unit 3, a screw detection unit 4, a hopper level detection unit 5, and a lubricant detection unit 6. The granulator set main body 1 may include a motor module 11, a gear box module 12, a screw module 13, a hopper module 14, and a lubrication oil system module 15. The motor module 11 may be connected to the gear box module 12. The gear box module 12 may be connected to the screw module 13. The hopper module 14 may be located at an upper end of the screw module 13. The hopper module 14 may be a module for stirring the material and discharging the material to the screw module 13. The lubrication system module 15 may be connected to the gearbox module 12. In operation, the motor module 11 may power the rotation of gears in the gearbox module 12. The gearbox module 12 may power the rotation of each screw in the screw module 13. The lubrication system module 15 may provide lubrication to the gearbox module 12.
In some embodiments, the motor detection unit 2 may include a rotation speed detection unit. The rotation speed detecting means may be provided on a motor output shaft included in the motor module 11. The above-mentioned rotation speed detecting means may be means for detecting the rotation speed of the motor output shaft on the motor module 11. For example, the rotation speed detecting unit may be a rotation speed sensor. Thus, the rotational speed of the motor module 11 can be detected by the rotational speed detecting means.
In some embodiments, the above-described gearbox detection unit 3 may include a gearbox vibration detection unit. The gearbox vibration detection unit may be provided on the gearbox module 12. The above-described gear case vibration detection unit may be a unit for detecting a vibration condition of the gear case. For example, the gearbox vibration detection unit may be a vibration sensor. Thereby, the vibration condition of the gear box can be detected by the gear box vibration detection unit.
In some embodiments, the screw detection unit 4 described above may include a screw displacement detection unit and a screw vibration detection unit. The screw displacement detecting means and the screw vibration detecting means may be provided on the screw module 13. The screw displacement detection unit may be a unit for detecting a displacement condition of the screw. For example, the screw displacement detection unit may be a displacement sensor. The screw vibration detecting unit may be a unit for detecting a vibration condition of the screw. For example, the screw vibration detecting unit may be a vibration sensor. Thus, the screw vibration and displacement can be detected by the screw displacement detecting means and the screw vibration detecting means.
In some embodiments, the hopper level detection unit 5 may comprise at least one level detection unit. The at least one level detection unit may be provided on an inner wall of the hopper module 14. The level detection unit may be a unit for detecting a position of the material in the hopper. For example, the above-mentioned level detection unit may be a pressure sensor. Therefore, the position of the material in the hopper can be detected through the material level detection unit.
In some embodiments, the lubricant detection unit 6 described above may include a lubricant metal particle detection unit. The lube oil metal particle detection unit may be provided on the auxiliary oil path of the lube oil system module 15. The lubricant metal particle detection unit may be a unit for detecting the size and the number of metal particles in the lubricant system module 15. For example, the lubricant metal particle detection unit may be an online lubricant metal particle detection device. Thereby, the size and the number of the metal particles in the lubricating oil system module 15 can be detected by the lubricating oil metal particle detecting means.
In some embodiments, the rotational speed detection unit, the gearbox vibration detection unit, the screw displacement detection unit, the screw vibration detection unit, the at least one level detection unit, and the lube metal particle detection unit may all be communicatively connected to the information processing unit. Here, the manner in which the rotation speed detecting means, the gear case vibration detecting means, the screw displacement detecting means, the screw vibration detecting means, the at least one level detecting means, and the lubricant metal particle detecting means are communicatively connected to the information processing means is not limited. For example, the communication connection may be a wired connection or a wireless connection. The wireless connection may include, but is not limited to, at least one of: 3G/4G connections, wiFi connections, bluetooth connections, wiMAX connections, zigbee connections, UWB (ultra wideband) connections, and other now known or later developed wireless connections.
Optionally, the granulator set detection device may further include a decibel detection unit, where the decibel detection unit may be a unit for detecting a decibel of sound in the environment. For example, the decibel detection unit may be a noise sensor. The decibel detection unit may be provided on the motor module 11. The decibel detection unit may be communicatively coupled to the information processing unit. The decibel detection unit may be configured to detect an environment around the decibel detection unit to obtain motor decibel information. And transmitting the motor decibel information to the information processing unit. The motor decibel information may be information characterizing decibels of ambient sounds surrounding the motor module 11.
Alternatively, the rotation speed detecting unit may be configured to perform rotation speed detection on the motor output shaft to obtain motor rotation speed information. And transmitting the motor rotation speed information to the information processing unit. The motor rotation speed information may be information indicating the rotation speed of the motor output shaft. The above information processing unit may be configured to perform the steps of:
in a first step, in response to determining that the type of motor included in the motor module 11 is a variable frequency motor, background decibel information corresponding to the motor module 11 is generated according to the received motor rotation speed information and the diameter of the inner ring of the bearing included in the motor module 11. In practice, first, the logarithm of the above motor rotation speed information with 10 as a base may be determined as the motor rotation speed logarithm. Next, a product of a preset first constant and a logarithm of the inner ring diameter based on 10 may be determined, wherein the preset first constant may be 0.6. Then, it can be determined that the logarithm of the second constant is preset with 10 as the base, resulting in the logarithm of the constant. Wherein, the preset second constant may be 2150. Then, the motor rotation speed logarithm, the sum of the product and the constant logarithm are determined. And finally, determining the product of the sum and a preset third constant as background decibel information. Wherein, the preset third constant may be 20.
And secondly, generating standard decibel information corresponding to the motor module 11 according to the background decibel information and the received motor decibel information. In practice, the absolute value of the difference between the background db information and the received db information may be determined as standard db information corresponding to the motor module 11.
And thirdly, generating motor state information corresponding to the motor module 11 according to the standard decibel information. The motor state information may be information representing an operation state of the motor module 11. For example, the motor status information may be "motor, 0". In practice, in response to determining that the standard decibel information is less than or equal to a preset first decibel threshold, motor status information may be generated that characterizes that the motor module 11 is not malfunctioning. In response to determining that the standard decibel information is greater than the preset first decibel threshold and less than or equal to the preset second score Bei Yuzhi, motor status information may be generated that is indicative of a primary failure of the motor module 11. In response to determining that the standard decibel information is greater than the preset second fraction Bei Yuzhi and less than or equal to a preset third decibel threshold, motor status information may be generated that is indicative of a secondary failure of the motor module 11. The preset first dB threshold may be 20dB. The predetermined second fraction Bei Yuzhi may be 35dB. The preset third dB threshold may be 60dB.
And fourthly, in response to determining that the motor module 11 fails according to the motor state information, generating motor failure early warning information according to the motor state information. The motor fault early warning information can be information for reminding workers of faults of the motor. For example, the motor fault early warning information may be "the motor has a first-level fault, please process in time". In practice, motor fault warning information representing a first-level warning may be generated in response to the motor state information representing a first-level fault in the motor module 11.
And fifthly, sending the motor fault early warning information to an associated terminal. The associated terminal can be a computer or a mobile phone.
The first step-the fifth step are taken as an invention point of the embodiment of the disclosure, and the second technical problem mentioned in the background art is solved, when the motor of the motor module is a fixed frequency motor, the rotating speed is a constant value, the bearing state can be directly determined through the fixed rotating speed, but the motor of the motor module is a variable frequency motor, the rotating speed is influenced by the load of the machine set and changes in real time, the rotating speed cannot be directly determined, and thus the bearing state cannot be directly determined, and whether the motor module fails or not cannot be accurately determined, so that a worker is required to disassemble the motor module for detection, and the detection efficiency of the motor module is lower. The reason why the detection efficiency of the motor module is low is as follows: for the motor module in the granulator set, when the motor of the motor module is a constant frequency motor, the rotating speed is constant, the bearing state can be directly determined through the fixed rotating speed, but when the motor of the motor module is a variable frequency motor, the rotating speed is influenced by the load of the granulator set and is changed in real time, the rotating speed cannot be directly determined, so that the bearing state cannot be directly determined, and whether the motor module fails or not cannot be accurately determined, so that a worker is required to disassemble the motor module for detection. If the above factors are solved, the detection efficiency of the motor module can be improved. To achieve this effect, the granulator set detection apparatus of the present disclosure includes a rotation speed detection unit configured to perform rotation speed detection on the motor output shaft to obtain motor rotation speed information, and transmit the motor rotation speed information to the information processing unit. The above information processing unit is configured to execute the steps of: and generating background decibel information corresponding to the motor module according to the received motor rotating speed information and the diameter of the inner ring of the bearing included in the motor module in response to determining that the motor included in the motor module is a variable frequency motor. And generating standard decibel information corresponding to the motor module according to the background decibel information and the received motor decibel information. And generating motor state information corresponding to the motor module according to the standard decibel information. And generating motor fault early warning information according to the motor state information in response to determining that the motor state information represents that the motor module fails. And sending the motor fault early warning information to an associated terminal. From this, can carry out the rotational speed detection to above-mentioned motor output shaft through rotational speed detecting element, obtain motor rotational speed information to confirm real-time rotational speed, and then confirm the bearing state according to real-time rotational speed, need not the staff and unpack the motor module and detect. Thus, the detection efficiency of the motor module can be improved.
Alternatively, the height of the inner wall of the hopper module 14 may be different from each level detection unit comprised by the at least one level detection unit. Each of the at least one level detection unit may comprise a temperature sensor.
Optionally, each temperature sensor included in the at least one level detection unit may be configured to detect a temperature of the surrounding environment, so as to obtain temperature information. And transmitting the obtained temperature information to the information processing unit. Wherein, the temperature information comprises hopper temperature and temperature sensor identification. The temperature sensor identification described above may uniquely characterize each temperature sensor. For example, the temperature sensor identification of the uppermost temperature sensor may be "01". The respective temperature sensor identifications of the respective temperature sensors below may be "02", "03", "04", and the like in order.
Optionally, each of the at least one level detection units may comprise a shielding device and a purging device. The shielding means may be means for shielding the temperature sensor. The purging device may be a device for purging material floating around the temperature sensor. For example, the purge device may be a nitrogen purge device.
Optionally, the above information processing unit may be further configured to perform the steps of:
the first step, responding to the received temperature information to include hopper temperature meeting the preset temperature threshold condition, and determining the temperature sensor identification corresponding to the temperature sensor below the temperature sensor corresponding to the temperature sensor identification included in the temperature information as the target temperature sensor identification. The preset temperature threshold condition may be that the hopper temperature is greater than or equal to a preset temperature threshold. The preset temperature threshold may be a temperature of the material. For example, in response to the temperature information including the temperature sensor flag being "01", the temperature sensor under the temperature sensor corresponding to the temperature information is flag being "02". The execution subject may determine "02" as the target temperature sensor identification.
And step two, determining each historical temperature information corresponding to the target temperature sensor identification. The respective historical temperature information may be a historical temperature detected by a temperature sensor corresponding to the target temperature sensor identifier.
And thirdly, determining the historical temperature information of which the hopper temperature meets the preset temperature threshold condition and included in each piece of historical temperature information as target historical temperature information, and obtaining a target historical temperature information set.
And step four, screening out the detection time closest to the current time from the detection times corresponding to the target historical temperature information set as the historical detection time.
And fifthly, determining a difference value between the historical detection time and the current time as a time interval.
And sixthly, determining the ratio of the preset temperature sensor interval size to the time interval as the material level increasing speed.
And seventh, generating hopper running state information according to the material level increasing speed in response to the material level increasing speed meeting a preset increasing speed condition. The preset increasing speed condition may be that the level increasing speed is greater than or equal to a preset level increasing speed threshold. The hopper operating status information may be information indicating whether the hopper operation has failed. For example, the above-described hopper operation status information may be "hopper operation is not malfunctioning". In practice, in response to the level increase rate being equal to or greater than a preset level increase rate threshold, a preset level increase rate range to which the level increase rate belongs may be determined. And then determining the preset hopper running state corresponding to the preset material level increasing speed range as hopper running state information.
Eighth, in response to determining that the hopper operating condition information characterizes a failure of the hopper module 14, hopper failure warning information is generated based on the hopper operating condition information. The hopper fault early warning information can be information for reminding workers of the hopper faults. For example, the hopper fault early warning information may be "the hopper is in a first-level fault and is required to be maintained in time".
And ninth, sending the hopper fault early warning information to an associated terminal.
Alternatively, the screw module 13 may include a twin screw and a screw cylinder. The twin screw may be disposed in the screw cylinder. The screw displacement detection means may be provided at an end of a twin screw included in the screw module 13. The screw vibration detecting means may be provided on a screw cylinder included in the screw module 13. The screw displacement detection unit may be configured to perform displacement detection on the twin screws to obtain a twin screw displacement information sequence. And transmitting the twin-screw displacement information sequence to the information processing unit. Wherein each twin-screw displacement information in the above-described twin-screw displacement information sequence may include twin-screw horizontal displacement information and twin-screw vertical displacement information. The screw vibration detection unit may be configured to perform vibration detection on the screw cylinder to obtain cylinder vibration information. And transmitting the cylinder vibration information to the information processing unit.
Alternatively, the above information processing unit may be configured to perform the steps of:
the first step, the received double-screw displacement information sequence is subjected to data preprocessing, and the double-screw displacement information sequence after the data preprocessing is obtained. As an example, data cleaning may be performed on each twin-screw displacement information included in the received twin-screw displacement information sequence, to obtain a twin-screw displacement information sequence after data preprocessing.
And step two, generating double-screw track information corresponding to the double screws according to the double-screw displacement information sequence after the data preprocessing. In practice, first, the executing body may generate a polar coordinate set with the twin-screw horizontal displacement information included in the twin-screw displacement information as a polar axis and the twin-screw vertical displacement information included in the twin-screw displacement information as a polar diameter. Then, the executing body may perform curve fitting processing on the polar coordinate set to obtain twin-screw displacement curve information. The twin-screw displacement curve information may be information indicating a change in twin-screw displacement. The twin screw displacement curve information described above may be represented in the form of a curve. Finally, the execution body may determine the twin-screw displacement curve information as twin-screw trajectory information.
And thirdly, determining the track shape corresponding to the double screw according to the double screw track information. In practice, the execution body may input the twin-screw displacement curve information into a pre-trained trajectory shape generation model, to obtain a trajectory shape corresponding to the twin screw. The pre-trained trajectory shape generation model may be a pre-trained neural network model with twin-screw displacement curve information as input and trajectory shape as output. For example, the pre-trained trajectory shape generation model described above may be a convolutional neural network model. The track shape can be a curve shape corresponding to the information of the displacement curve of the characterization double screw. For example, the track shape may be elliptical.
And step four, determining the screw running state information corresponding to the double screws according to the track shape. In practice, in response to the track shape being elliptical, screw running state information characterizing that the screw runs smoothly is generated. And generating screw operation state information representing the first-stage operation fault of the screw in response to the track shape being crescent. And generating screw operation state information representing the occurrence of secondary operation faults of the screw in response to the track shape being 8-shaped.
And fifthly, carrying out data preprocessing on each piece of metal particle information in the received metal particle information sequence to obtain a metal particle information sequence after data preprocessing. As an example, data cleaning may be performed on each piece of metal particle information in the received metal particle information sequence, to obtain a metal particle information sequence after data preprocessing.
And sixthly, determining metal particle change trend information according to the metal particle quantity information and the metal particle size information set included in each piece of metal particle information in the metal particle information sequence after the data preprocessing. The metal particle variation trend information may be information representing a variation trend of the number of metal particles and a variation trend of the size of the metal particles in a period of time. For example, the above-described metal particle variation trend information may be "the number of metal particles in the first size range increases, and the number of metal particles in the second size range decreases". In practice, first, for each piece of metal particle information, the metal particle size information sets may be grouped according to each piece of metal particle size information in the metal particle size information set included in each piece of metal particle information, to obtain a metal particle size information set. Wherein, each metal particle size information group included in the metal particle size information group set may correspond to different preset size ranges. In practice, for each metal particle size group, data fitting processing is performed by taking the metal particle number information of the metal particle size group as an ordinate and the time corresponding to the metal particle information sequence after the data preprocessing as an abscissa to obtain the metal particle size change curve information.
Seventh, according to the metal particle variation trend information, the lubrication system operation state information corresponding to the lubrication system module 15 is determined. In practice, the increase/decrease information corresponding to the above-described metal particle change trend information may be determined as the lubricating oil system operation state information. As an example, first, for each piece of metal particle size number change curve information in the metal particle size number change curve information set, first, a change trend that the metal particle size number change curve information exhibits may be determined, and second, in response to the metal particle size number change curve information exhibiting a growing trend, operation information that characterizes an increase in the metal particle number is determined as operation information corresponding to the metal particle size number change curve information. For example, the (200 um,400 um) may be the second size (400 um,600 um) and the third, in response to the metal particle size change curve information, the operation information representing the reduction of the metal particle size is determined as the operation information corresponding to the metal particle size change curve information.
Eighth, generating fault type information of the granulator set according to the screw operation state information, the cylinder vibration information, the hopper operation state information, the impact pulse information and the lubricating oil system operation state information in response to determining that the screw operation state information represents that the double screw fails. In practice, first, in response to determining that the screw operating condition information characterizes the twin screw failure, it is determined whether the barrel vibration information characterizes the screw barrel vibration anomaly. As an example, the method may further include determining that the barrel vibration information characterizes the screw barrel vibration anomaly in response to the barrel vibration information being greater than or equal to a preset barrel vibration threshold. The screw barrel vibration anomaly is then characterized in response to determining the barrel vibration information. Determining whether the hopper operation state information indicates that the hopper operation fails. Thereafter, in response to determining that the hopper operating status information indicates that hopper operation is not malfunctioning, it is determined whether the above-described impulse information indicates that the gearbox module 12 is malfunctioning. As an example, the gearbox module 12 is determined to be malfunctioning in response to the shock pulse information being greater than or equal to a preset shock pulse threshold. Then, in response to determining that the shock pulse information indicates a failure of the gearbox module 12, a determination is made as to whether the lubrication system operating state information indicates normal operation. As an example, the above-described lubricating oil system operating state information is determined to be operating abnormally in response to a decrease in one-class-sized metal particles and an increase in two-class-sized and three-class-sized metal particles. And then, in response to determining that the lubricating oil system operation state information represents abnormal operation, determining the information representing the fault of the gearbox as the fault type information of the granulator set. And finally, determining the information representing the abnormal working condition or brand as the fault type information of the granulator set in response to determining that the running state information of the lubricating oil system represents normal running.
And ninth, generating fault early warning information of the granulator set according to the fault type information of the granulator set. The above-mentioned twin-screw fault warning information may be information for reminding the worker that the screw module 13 is faulty. In practice, the fault type information of the granulator set can be spliced with a preset fault early-warning template of the granulator set to obtain fault early-warning information of the granulator set. Wherein, the fault early warning template of the preset granulator set can be'Please maintain in time. And the transverse line is used for filling fault type information of the granulator set.
And tenth, sending the double-screw fault early warning information to an associated terminal. The associated terminal can be a computer or a mobile phone.
The first step-the tenth step are taken as an invention point of the embodiment of the disclosure, and the third technical problem mentioned in the background art is solved, namely, the comprehensive analysis is not performed on the data detected by each module of the granulator set, so that when the granulator set breaks down, each module of the granulator set needs to be disassembled for detection, and the detection efficiency of the granulator set is lower. The reason for the lower detection efficiency of the granulator set is as follows: the data detected by each module of the granulator set is not comprehensively analyzed, so that each module of the granulator set needs to be disassembled for detection when the granulator set fails. If the above factors are solved, the detection efficiency of the granulator set can be improved. To achieve this effect, the present disclosure includes an information processing unit configured to perform the steps of: carrying out data preprocessing on the received double-screw displacement information sequence to obtain a double-screw displacement information sequence after data preprocessing; generating double-screw track information corresponding to the double screws according to the double-screw displacement information sequence after the data preprocessing; determining the track shape corresponding to the double screw according to the double screw track information; determining screw running state information corresponding to the double screws according to the track shape; carrying out data preprocessing on each piece of metal particle information in the received metal particle information sequence to obtain each piece of metal particle information after data preprocessing; determining metal particle variation trend information according to the metal particle quantity information and the metal particle size information included in the metal particle information after each data pretreatment; determining the running state information of the lubricating oil system corresponding to the lubricating oil system module 15 according to the metal particle change trend information; generating fault type information of the granulator set according to the screw operation state information, the cylinder vibration information, the hopper operation state information, the impact pulse information and the lubricating oil system operation state information; generating fault early warning information of the granulator set according to the fault type information of the granulator set; and sending the double-screw fault early warning information to an associated terminal. From this, through carrying out comprehensive analysis to the screw rod running state information that detects, barrel vibration information, hopper running state information, impact pulse information and lubricating oil system running state information and confirm the trouble module of granulator set, need not to unpack the detection to each module of granulator set to can improve speed and the accuracy of confirming the trouble module of granulator set, and then improve the detection efficiency of granulator set.
Alternatively, the gearbox vibration detection unit may be an impulse sensor. The impact pulse sensor may be an impact sensor. The impulse sensor may be configured to detect impulse pulses from the gearbox module 12 to obtain impulse information corresponding to the gearbox module 12.
Alternatively, the lubricant metal particle detection unit may be configured to detect the metal particles in the auxiliary oil path of the lubricant system module 15 in real time, so as to obtain a metal particle information sequence. And transmitting the metal particle information sequence to the information processing unit. The metal particle information sequence may be metal particle information collected in a period of time. The above-described metal particle information may be the number of metal particles detected at a certain point in time and the size of each metal particle. The metal particle information in the above-described metal particle information sequence may include metal particle number information and metal particle size information set.
Alternatively, the above-described lubricating oil detecting unit may further include a temperature sensor and a viscosity sensor. The temperature sensor and the viscosity sensor may be both disposed on an auxiliary oil path of the lubrication system module. The above-described temperature sensor may be configured to detect the temperature of the lubricating oil passing through the auxiliary oil passage. The viscosity sensor may be configured to detect the viscosity of the lubricating oil passing through the auxiliary oil passage.
Alternatively, the above-described lubricant oil detection unit 6 may further include a relief valve displacement detection unit. The relief valve displacement detection means may be provided in the relief valve of the lubricating oil system module 15. The overflow valve displacement detection unit may be communicatively connected to the information processing unit. The overflow valve displacement detection unit may be configured to:
and step one, monitoring displacement of the overflow valve to obtain an overflow valve displacement sequence. The displacement sequence of the relief valve can be the displacement of the relief valve in a period of time.
And a second step of generating fluid change state information corresponding to the relief valve according to the relief valve displacement sequence. In practice, the overflow valve displacement detection unit may perform data fitting processing with each time point corresponding to the overflow valve displacement information sequence as an abscissa and each overflow valve displacement information included in the overflow valve displacement information sequence as an ordinate, to obtain overflow valve displacement curve information. Wherein, the relief valve displacement curve information can be represented by a curve. And then determining the opening operation information of the relief valve according to the displacement curve information of the relief valve. Specifically, in response to the slope of the curve represented by the above relief valve displacement curve information being in an ascending trend, information representing an increase in the opening degree of the relief valve is determined as relief valve opening degree operation information. And determining the information representing the opening increment and the reduction of the relief valve as relief valve opening operation information in response to the fact that the slope of the curve represented by the relief valve displacement curve information is in a descending trend. And generating fluid change state information based on the relief valve opening operation information, the lubricant temperature, and the lubricant viscosity. As an example, first, in response to determining that the relief valve opening operation information characterizes a reduction in the opening of the relief valve, it is determined whether the lubricant temperature is greater than a preset temperature threshold. Second, in response to determining that the lube temperature is greater than the preset temperature threshold, determining whether the lube viscosity is greater than a preset viscosity threshold. Third, in response to determining that the lubricant viscosity is less than a preset viscosity threshold, predetermined information indicative of lubricant leakage within the lubricant auxiliary oil path assembly is determined as fluid change state information.
And thirdly, transmitting the fluid change state information to an associated terminal. The associated terminal can be a computer or a mobile phone.
The above embodiments of the present disclosure have the following advantageous effects: through the granulator set detection device of some embodiments of the present disclosure, the fault of the granulator can be found faster, so that the probability of further fault of the granulator set is reduced, and the maintenance efficiency is improved. In particular, the reason for the low maintenance efficiency is that: the manual inspection has periodicity, when the granulator breaks down, can only be discovered by the staff after a long time, cause the staff to maintain untimely, lead to the granulator set to further break down the probability higher, cause the maintenance speed slower. Based on this, the granulator set detection apparatus of some embodiments of the present disclosure includes a granulator set main body, an information processing unit, a motor detection unit, a gear box detection unit, a screw detection unit, a hopper level detection unit, and a lubricant detection unit. The granulating unit main body comprises a motor module, a gear box module, a screw rod module, a hopper module and a lubricating oil system module. The motor module is connected with the gear box module. The gear box module is connected with the screw rod module. The hopper module is positioned at the upper end of the screw module. The lubrication system module is connected to the gearbox module. In an operating state, the motor module powers rotation of gears in the gearbox module. The gearbox module provides power to the rotation of each screw in the screw module. The lubrication system module provides lubrication to the gearbox module. The motor detection unit comprises a rotation speed detection unit. The rotation speed detection unit is arranged on a motor output shaft included in the motor module. The gear case detection unit includes a gear case vibration detection unit. The gear box vibration detection unit is arranged on the gear box module. The screw detection unit comprises a screw displacement detection unit and a screw vibration detection unit. The screw displacement detection unit and the screw vibration detection unit are both arranged on the screw module. The hopper level detection unit comprises at least one level detection unit. The at least one material level detection unit is arranged on the inner wall of the hopper module. The above-mentioned lubricating oil detecting unit includes a lubricating oil metal particle detecting unit. The lubricating oil metal particle detection unit is arranged on an auxiliary oil path of the lubricating oil system module. The rotation speed detecting unit, the gear box vibration detecting unit, the screw displacement detecting unit, the screw vibration detecting unit, the at least one material level detecting unit and the lubricating oil metal particle detecting unit are all in communication connection with the information processing unit. Because the rotating speed of the motor output shaft can be detected through the rotating speed detection unit, the vibration condition of the gear box module can be detected through the gear box vibration detection unit, the vibration condition and the displacement condition of the screw module can be detected through the screw displacement detection unit and the screw vibration detection unit, the material level condition of the hopper module can be detected through the at least one material level detection unit, and the rotating speed of the lubricating oil metal particle condition of the lubricating oil system module can be detected through the lubricating oil metal particle detection unit, so that the real-time detection of the detection device of the granulator unit can be realized, the regular inspection of a worker is not needed, the fault of the granulator can be found quickly, the probability of further faults of the granulator unit is reduced, and the maintenance efficiency is improved.
The foregoing description is only of the preferred embodiments of the present disclosure and description of the principles of the technology being employed. It will be appreciated by those skilled in the art that the scope of the disclosure in the embodiments of the disclosure is not limited to the specific combination of features described above, but encompasses other technical solutions formed by any combination of features described above or their equivalents without departing from the spirit of the disclosure. Such as the above-described features, are mutually substituted with (but not limited to) the features having similar functions disclosed in the embodiments of the present disclosure.