Data processing method and system based on artificial intelligence and storage medium

Abstract

The invention discloses a data processing method and system based on artificial intelligence and a storage medium, and relates to the technical field of data processing, and the method comprises the step of carrying out the content analysis processing of a real-time operation task of a numerical control machine tool based on an intelligent analysis terminal. Parameter analysis is conducted on the real-time operation data of the numerical control machine tool through the historical operation data of the numerical control machine tool, the first real-time state of the numerical control machine tool is determined, and when the first real-time state of the numerical control machine tool is not the abnormal state, it cannot be represented that the numerical control machine tool is always in the normal state; the real-time operation data of the numerical control machine tool are analyzed and judged for many times in the mode, the situation that the state of the numerical control machine tool is misjudged is avoided, and the reliability of the numerical control machine tool is improved. The situation that aging of the numerically-controlled machine tool is accelerated due to misjudgment of the state of the numerically-controlled machine tool is avoided, and the service life of the numerically-controlled machine tool is prolonged.

Description

Technical Field

[0001] The present invention relates to the field of data processing technology, and in particular to an artificial intelligence-based data processing method, system, and storage medium. Background Art

[0002] Numerical control (CNC) machine tools (NCMs) are automated machine tools equipped with a program-controlled system. Integrating mechanical, automation, computer, and microelectronic technologies, NCMs address the challenges of machining complex, precise, and small-batch parts. They are flexible, high-performance automated machine tools. They offer strong adaptability to the workpiece, high machining precision, stable machining quality, high productivity, high reliability, and improved working conditions. They operate and process parts according to pre-programmed instructions.

[0003] Overvoltage may occur during the operation of CNC machine tools. If overvoltage occurs frequently, it will accelerate the aging of the CNC machine tools and shorten the service life of the CNC machine tools. Summary of the Invention

[0004] In order to solve the above technical problems, a data processing method, system and storage medium based on artificial intelligence are provided. This technical solution solves the problem proposed in the above background technology that overvoltage may occur in CNC machine tools during operation. If overvoltage occurs frequently in CNC machine tools, it will accelerate the aging of CNC machine tools and thus shorten the service life of CNC machine tools.

[0005] In order to achieve the above purpose, the technical solution adopted by the present invention is: A data processing method based on artificial intelligence, comprising: Acquire the real-time operation tasks of CNC machine tools, perform content analysis and processing on the real-time operation tasks of CNC machine tools based on the intelligent analysis terminal, and obtain the parameter setting information and real-time operation data of CNC machine tools; Based on the intelligent analysis terminal, the parameter setting information and real-time operation data of the CNC machine tool are analyzed and processed to obtain the average voltage change; Based on the intelligent analysis terminal, data comparison and analysis processing is performed on the average voltage change to determine a first real-time state of the CNC machine tool; wherein the first real-time state of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a state to be verified of the CNC machine tool; If the real-time status of the CNC machine tool is in a pending verification state, a secondary data analysis is performed on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time status of the CNC machine tool; wherein, the second real-time status of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a normal state of the CNC machine tool.

[0006] Preferably, the step of obtaining the real-time operation task of the CNC machine tool, performing content analysis on the real-time operation task of the CNC machine tool based on the intelligent analysis terminal, and obtaining the parameter setting information and real-time operation data of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, the task list is retrieved and processed to obtain the real-time operation tasks of the CNC machine tools; Based on the intelligent analysis terminal, the data of the CNC machine tool is read and processed based on the real-time operation task of the CNC machine tool to obtain the parameter setting information of the CNC machine tool; Based on the intelligent analysis terminal, the data storage device of the data machine tool is read and processed to obtain the real-time operation data of the data machine tool.

[0007] Preferably, the intelligent analysis terminal is used to perform data analysis and processing on the parameter setting information and real-time operation data of the CNC machine tool to obtain the average voltage change, specifically comprising the following steps: Based on the intelligent analysis terminal, the database system is matched with the parameter setting information of the CNC machine tool as the feature to obtain the historical operation data of the CNC machine tool with the same parameter setting information; Based on the intelligent analysis terminal, a rectangular coordinate system is constructed; the X-axis parameter of the rectangular coordinate system is the operating time, and the Y-axis parameter of the rectangular coordinate system is the voltage; Based on the intelligent analysis terminal, the historical operation data of the CNC machine tool with the same parameter setting information is read and processed to obtain the first operation time and the first voltage change data of the CNC machine tool; Based on the intelligent analysis terminal, a curve is drawn in a rectangular coordinate system according to the first operating time of the CNC machine tool and the first voltage change data to obtain a first voltage change curve; Based on the intelligent analysis terminal, the real-time operation data of the CNC machine tool is compared and analyzed with the first voltage change curve as the feature to obtain the average voltage change.

[0008] Preferably, the method of performing comparative analysis on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal using the first voltage change curve as a feature to obtain the average voltage change specifically includes the following steps: Based on the intelligent analysis terminal, the real-time operation data of the CNC machine tool is read and processed to obtain the second operation time and voltage change data of the CNC machine tool; Based on the intelligent analysis terminal, a curve is drawn in a rectangular coordinate system according to the second operating time of the CNC machine tool and the second voltage change data to obtain a second voltage change curve; Based on the intelligent analysis terminal, the first voltage change curve is intercepted and processed based on the second operating time of the CNC machine tool to obtain a portion of the first voltage change curve; Based on the intelligent analysis terminal, a difference calculation is performed on part of the first voltage change curve and the second voltage change curve to obtain a set of first voltage change values; Based on the intelligent analysis terminal, the average value of the second operating time of the CNC machine tool and the data within the first voltage change value set is calculated to obtain the average voltage change.

[0009] Preferably, the performing of data comparison and analysis on the average voltage variation based on the intelligent analysis terminal to determine the first real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, the average voltage change and the set voltage change threshold are judged and processed; If the average voltage change is greater than or equal to the set voltage change threshold, the CNC machine tool has an overvoltage phenomenon during operation, the first real-time state of the CNC machine tool is abnormal, and the intelligent analysis terminal sends the CNC machine tool abnormality information to the maintenance personnel; If the average voltage change is less than the set voltage change threshold, the first real-time state of the CNC machine tool is a pending verification state.

[0010] Preferably, the performing of secondary data analysis on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically comprises the following steps: Based on the intelligent analysis terminal, the information of CNC machine tools is extracted and processed to obtain the number information of CNC machine tools; Based on the intelligent analysis terminal, the database system is processed to extract information based on the serial number information of the CNC machine tool and obtain the factory manual of the CNC machine tool; Based on the intelligent analysis terminal, the factory manual of the CNC machine tool is retrieved and processed to determine the overvoltage threshold of the CNC machine tool; Based on the intelligent analysis terminal, the overvoltage threshold value and real-time operation data of the CNC machine tool are calculated and analyzed to determine the second real-time state of the CNC machine tool.

[0011] Preferably, the method of calculating and analyzing the overvoltage threshold value and real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, a difference calculation is performed between the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to obtain a set of second voltage change values; Based on the intelligent analysis terminal, the data within the second voltage change value set and the set comparison threshold are judged and processed; If the data in the second voltage change value set is greater than the set comparison threshold, the data in the second voltage change value set that is greater than the set comparison threshold is placed in the third voltage change value set; If the data in the second voltage change value set is less than or equal to the set comparison threshold, the data in the second voltage change value set that is less than or equal to the set comparison threshold is placed in the fourth voltage change value set; Based on the intelligent analysis terminal, data analysis and processing are performed on the data in the third voltage change value set to determine the second real-time state of the CNC machine tool.

[0012] Preferably, the performing of data analysis and processing on the data in the third voltage change value set based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, counting processing is performed on the data in the third voltage change value set to obtain the number of the third voltage change values; Based on the intelligent analysis terminal, the number of the third voltage change value and the set voltage change value number threshold are judged and processed; If the third voltage change value is greater than the set voltage change value threshold, the CNC machine tool has experienced excessive overvoltage during operation, and the second real-time state of the CNC machine tool is abnormal. The intelligent analysis terminal sends CNC machine tool abnormality information to the maintenance personnel; If the third voltage change value quantity is less than or equal to the set voltage change value quantity threshold, the second real-time state of the CNC machine tool is a normal state.

[0013] Furthermore, an artificial intelligence-based data processing system is proposed, which is used to implement the artificial intelligence-based data processing method described above, including: An intelligent analysis terminal, which is used to control each module to perform curve drawing, curve calculation, data calculation, and data comparison analysis on the real-time operation data of the CNC machine tool, and determine the first real-time state and the second real-time state of the CNC machine tool; the intelligent analysis terminal is used to control data transmission and information exchange between each module; A database system for storing historical operating data of CNC machine tools and factory manuals of CNC machine tools; A content analysis module, which is used to perform data matching and data reading processing on the real-time operation tasks of the CNC machine tool to obtain the real-time operation data of the CNC machine tool; A coordinate system building module, wherein the coordinate system building module builds a rectangular coordinate system using the operating time and voltage data; a curve drawing module, wherein the curve drawing module draws curves in a rectangular coordinate system according to the first operating time and the first voltage change data of the CNC machine tool, and the second operating time and the second voltage change data of the CNC machine tool, respectively, to obtain a first voltage change curve and a second voltage change curve; a first comparison and analysis module, configured to perform difference calculation, mean calculation, and comparison and judgment on the first voltage change curve and the second voltage change curve to determine a first real-time state of the CNC machine tool; The second comparison and analysis module is used to perform data calculation and data comparison processing on the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to determine the second real-time state of the CNC machine tool.

[0014] Furthermore, a storage medium is proposed, on which a computer program is stored. When the computer program is called and run, it executes the above-mentioned artificial intelligence-based data processing method.

[0015] Compared with the prior art, the present invention provides a data processing method, system and storage medium based on artificial intelligence, which has the following beneficial effects: The present invention performs parameter analysis on the real-time operation data of the CNC machine tool through the historical operation data of the CNC machine tool to determine the first real-time state of the CNC machine tool. When the first real-time state of the CNC machine tool is not an abnormal state, it does not mean that the CNC machine tool is necessarily in a normal state. Therefore, the real-time operation data of the CNC machine tool is subjected to a secondary comparative analysis and verification through the overvoltage threshold of the CNC machine tool to determine whether the real-time state of the CNC machine tool is an abnormal state. The above method analyzes and judges the real-time operation data of the CNC machine tool multiple times, avoids misjudgment of the state of the CNC machine tool, avoids the situation where the aging of the CNC machine tool is accelerated due to misjudgment of the state of the CNC machine tool, and extends the service life of the CNC machine tool. BRIEF DESCRIPTION OF THE DRAWINGS

[0016] Figure 1 This is a flow chart of steps S100-S400 in an artificial intelligence-based data processing method proposed in the present invention; Figure 2 This is a structural block diagram of an artificial intelligence-based data processing system proposed by the present invention. DETAILED DESCRIPTION

[0017] The following description is intended to disclose the present invention so that those skilled in the art can implement the present invention. The preferred embodiments described below are merely examples, and those skilled in the art may conceive of other obvious variations.

[0018] Reference Figure 1 As shown, a data processing method based on artificial intelligence includes: S100, obtaining a real-time operation task of a CNC machine tool, performing content analysis and processing on the real-time operation task of the CNC machine tool based on the intelligent analysis terminal, and obtaining parameter setting information and real-time operation data of the CNC machine tool; S200, based on the intelligent analysis terminal, performing data analysis and processing on parameter setting information of the CNC machine tool and real-time operation data of the CNC machine tool to obtain an average voltage change; S300: performing data comparison and analysis on the average voltage variation based on the intelligent analysis terminal to determine a first real-time state of the CNC machine tool; wherein the first real-time state of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a state to be verified of the CNC machine tool; S400: If the real-time state of the CNC machine tool is in a pending verification state, performing secondary data analysis on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine a second real-time state of the CNC machine tool; wherein the second real-time state of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a normal state of the CNC machine tool; It is understandable to those skilled in the art that overvoltage may occur during operation of a CNC machine tool. If the CNC machine tool is always in an overvoltage state or the overvoltage occurs frequently, the insulation of the CNC machine tool will be broken down, the CNC machine tool will be damaged or the power will be cut off, resulting in interruption of the processing task of the CNC machine tool, extending the processing cycle of the product, and shortening the service life of the CNC machine tool. Therefore, a secondary analysis is performed on the real-time operation data of the CNC machine tool. The first analysis is to determine whether the CNC machine tool is always in an overvoltage state, and the second analysis is to determine whether the CNC machine tool frequently experiences overvoltage. This avoids misjudgment and extends the service life of the CNC machine tool.

[0019] Example 1 S100, obtaining the real-time operation task of the CNC machine tool, performing content analysis and processing on the real-time operation task of the CNC machine tool based on the intelligent analysis terminal, and obtaining the parameter setting information and real-time operation data of the CNC machine tool specifically includes the following steps: S101. Based on the intelligent analysis terminal, data of the task list is retrieved and processed to obtain the real-time operation tasks of the CNC machine tool; It is understandable that overvoltage analysis can only be performed on CNC machine tools when they are in operation. Therefore, subsequent analysis requires real-time operation tasks of the CNC machine tools; S102, based on the intelligent analysis terminal, performing data reading and processing on the CNC machine tool based on the real-time operation task of the CNC machine tool to obtain parameter setting information of the CNC machine tool; It is understandable that when a CNC machine tool processes different products, its internal parameters are also different. When the parameter settings are different, the internal voltage of the CNC machine tool is also different. If you choose to compare the parameter setting information of processing different products, it is impossible to determine whether the CNC machine tool has an overvoltage problem. Therefore, it is necessary to select historical operation data with the same parameters as the real-time operation task of the CNC machine tool as a reference for analysis; S103: Based on the intelligent analysis terminal, data is read and processed from the data storage device of the data machine tool to obtain the real-time operation data of the data machine tool.

[0020] Example 2 S200: Analyze and process the parameter setting information and real-time operation data of the CNC machine tool based on the intelligent analysis terminal to obtain the average voltage change, specifically including the following steps: S201, based on the intelligent analysis terminal, performing information matching processing on the database system based on the parameter setting information of the CNC machine tool as a feature, and obtaining historical operation data of the CNC machine tool with the same parameter setting information; It is understandable that when a CNC machine tool processes the same product, the parameter setting information of the CNC machine tool is the same. When the parameter setting information is the same, the internal voltage change of the CNC machine tool is roughly the same. Therefore, the historical operation data of the CNC machine tool corresponding to the parameter setting information is selected based on the parameter setting information of the real-time operation task of the CNC machine tool. S202. Construct a rectangular coordinate system based on the intelligent analysis terminal; wherein an X-axis parameter of the rectangular coordinate system is the operating time, and a Y-axis parameter of the rectangular coordinate system is the voltage; S203: Based on the intelligent analysis terminal, read and process the historical operation data of the CNC machine tool with the same parameter setting information to obtain the first operation time and the first voltage change data of the CNC machine tool; S204: Based on the intelligent analysis terminal, a curve is drawn in a rectangular coordinate system according to the first operating time of the CNC machine tool and the first voltage change data to obtain a first voltage change curve; S205. Based on the intelligent analysis terminal, perform comparative analysis on the real-time operation data of the CNC machine tool using the first voltage change curve as a feature to obtain an average voltage change; It is understandable that when a CNC machine tool is in an overvoltage state for a long time, the voltage value in the real-time operation data of the CNC machine tool is higher than the voltage value in the historical operation data of the CNC machine tool. Therefore, the real-time operation data of the CNC machine tool is compared and analyzed with the historical operation data of the CNC machine tool to determine whether the CNC machine tool has been in an overvoltage state.

[0021] Among them, S205, based on the intelligent analysis terminal, performing comparative analysis on the real-time operation data of the CNC machine tool with the first voltage change curve as a feature to obtain the average voltage change specifically includes the following steps: S2051. Based on the intelligent analysis terminal, read and process the real-time operation data of the CNC machine tool to obtain the second operation time and the second voltage change data of the CNC machine tool; S2052. Based on the intelligent analysis terminal, plot a curve in a rectangular coordinate system according to the second operating time of the CNC machine tool and the second voltage change data to obtain a second voltage change curve; S2053. Based on the intelligent analysis terminal, intercept and process the first voltage change curve based on the second operating time of the CNC machine tool to obtain a portion of the first voltage change curve; S2054. Based on the intelligent analysis terminal, perform difference calculation on part of the first voltage change curve and the second voltage change curve to obtain a set of first voltage change values; S2055. Based on the intelligent analysis terminal, perform mean calculation on the second operating time of the CNC machine tool and the data within the first voltage change value set to obtain an average voltage change; It is understandable that when a CNC machine tool is affected by the external environment, a transient overvoltage may occur. However, no overvoltage occurs in subsequent CNC machine tools. Therefore, by performing mean calculation on the data within the set of first voltage change values, the interference of the transient overvoltage on the state judgment of the CNC machine tool is eliminated, thereby avoiding the misjudgment of the CNC machine tool. In this embodiment, the second voltage change curve is the voltage change when the CNC machine tool processes the product for a period of time, and the first voltage change curve is the voltage change during a complete product processing process. Therefore, in order to improve the accuracy of the subsequent analysis results, the first voltage change curve is intercepted by the second operating time of the CNC machine tool so that part of the first voltage change curve and the second voltage change curve have the same time interval. Therefore, the processing voltage at each moment in the part of the first voltage change curve and the second voltage change curve is calculated to obtain the first voltage change value set. Finally, the voltage in the first voltage change value set is calculated. The voltage data is averaged and processed to obtain the average voltage change. When the CNC machine tool has overvoltage, the voltage may change over a period of time. Therefore, the data in the first voltage change value set is averaged to avoid using the voltage value at a certain moment for judgment, which may cause errors. Because, when the CNC machine tool is processing, the voltage may change at a certain moment, but the voltage value meets the characteristics of overvoltage, but the value only appears at a certain moment and does not change continuously, so it is not overvoltage. Therefore, by averaging the first voltage change value set, the abnormal voltage value at a certain moment is screened out.

[0022] Example 3 S300, based on the intelligent analysis terminal, performing data comparison and analysis on the average voltage change to determine the first real-time state of the CNC machine tool, specifically includes the following steps: S301, based on the intelligent analysis terminal, judging and processing the average voltage change and the set voltage change threshold; S302: If the average voltage change is greater than or equal to the set voltage change threshold, the CNC machine tool has an overvoltage phenomenon during operation, the first real-time state of the CNC machine tool is an abnormal state, and the intelligent analysis terminal sends CNC machine tool abnormality information to the maintenance personnel; S303: If the average voltage change is less than the set voltage change threshold, the first real-time state of the CNC machine tool is a pending verification state; It is understandable that the overvoltage situation of the CNC machine tool includes not only the situation that the CNC machine tool is always in the overvoltage state, but also the situation that the CNC machine tool frequently experiences overvoltage. However, the overvoltage occurs for a short time, but the number of times it occurs is large. The above judgment method can only judge whether the CNC machine tool is always in the overvoltage state, and cannot judge whether the CNC machine tool frequently experiences overvoltage. Therefore, when the average voltage change is less than the set voltage change threshold, it does not mean that the state of the CNC machine tool is normal. It is also necessary to judge the number of times it experiences overvoltage in order to determine the state of the CNC machine tool.

[0023] Example 4 S400, based on the intelligent analysis terminal, performing secondary data analysis on the real-time operation data of the CNC machine tool to determine the second real-time state of the CNC machine tool specifically includes the following steps: S401. Extract information from the CNC machine tool based on the intelligent analysis terminal to obtain the number information of the CNC machine tool; S402: Based on the intelligent analysis terminal, extract information from the database system using the serial number information of the CNC machine tool as a feature to obtain the factory manual of the CNC machine tool; S403: Based on the intelligent analysis terminal, perform information retrieval processing on the factory manual of the CNC machine tool to determine the overvoltage threshold of the CNC machine tool; It is understandable that the factory manual of the CNC machine tool will record that the voltage data of the CNC machine tool exceeds a certain value and is in an overvoltage state; S404: Based on the intelligent analysis terminal, calculate and analyze the overvoltage threshold of the CNC machine tool and the real-time operation data of the CNC machine tool to determine the second real-time state of the CNC machine tool.

[0024] Among them, S404, calculating and analyzing the overvoltage threshold value and real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: S4041. Based on the intelligent analysis terminal, perform a difference calculation between the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to obtain a set of second voltage change values; S4042: Based on the intelligent analysis terminal, determine and process the data within the second voltage change value set and the set comparison threshold; S4043: If the data in the second voltage change value set is greater than the set comparison threshold, place the data in the second voltage change value set that is greater than the set comparison threshold into the third voltage change value set; S4044: If the data in the second voltage change value set is less than or equal to the set comparison threshold, the data in the second voltage change value set that is less than or equal to the set comparison threshold is placed in the fourth voltage change value set; S4045. Based on the intelligent analysis terminal, perform data analysis and processing on the data in the third voltage change value set to determine the second real-time state of the CNC machine tool.

[0025] Among them, S4045, based on the intelligent analysis terminal, performing data analysis and processing on the data in the third voltage change value set to determine the second real-time state of the CNC machine tool specifically includes the following steps: S40451. Counting data in the set of third voltage change values ​​based on the intelligent analysis terminal to obtain the number of third voltage change values. S40452: Based on the intelligent analysis terminal, determine the number of the third voltage change value and the set voltage change value threshold; S40453: If the third voltage change value is greater than the set voltage change value threshold, the CNC machine tool has experienced excessive overvoltage during operation, and the second real-time state of the CNC machine tool is abnormal. The intelligent analysis terminal sends CNC machine tool abnormality information to the maintenance personnel. S40454: If the third voltage change value is less than or equal to the set voltage change value threshold, the second real-time state of the CNC machine tool is normal; It is understandable that when the CNC machine tool always has overvoltage, it means that the state of the CNC machine tool is abnormal, but the voltage data of the CNC machine tool is only slightly larger than the overvoltage threshold of the CNC machine tool. When the voltage data of the CNC machine tool at other times is relatively small, the obtained average voltage change may be consistent with the normal voltage data. Therefore, it will be judged that the CNC machine tool is in a normal state. However, the CNC machine tool frequently has overvoltage status. Even if it occurs for a very short time, it may break down the insulation, causing damage to the CNC machine tool or power outage. Therefore, by judging the number of data in the third voltage change value set, the number of times the CNC machine tool has transient overvoltage is determined. If the number of transient overvoltages on the CNC machine tool is small, it means that the state of the CNC machine tool is normal. If the number of transient overvoltages on the CNC machine tool is large, it means that the state of the CNC machine tool is abnormal.

[0026] Reference Figure 2 As shown, an artificial intelligence-based data processing system is used to implement the artificial intelligence-based data processing method as described above, including: An intelligent analysis terminal, which is used to control each module to perform curve drawing, curve calculation, data calculation, and data comparison analysis on the real-time operation data of the CNC machine tool, and determine the first real-time state and the second real-time state of the CNC machine tool; the intelligent analysis terminal is used to control data transmission and information exchange between each module; A database system for storing historical operating data of CNC machine tools and factory manuals of CNC machine tools; A content analysis module, which is used to perform data matching and data reading on the real-time operation tasks of the CNC machine tool to obtain the real-time operation data of the CNC machine tool; A coordinate system building module, wherein the coordinate system building module builds a rectangular coordinate system using the operating time and voltage data; a curve drawing module, wherein the curve drawing module draws curves in a rectangular coordinate system according to the first operating time and the first voltage change data of the CNC machine tool, and the second operating time and the second voltage change data of the CNC machine tool, respectively, to obtain a first voltage change curve and a second voltage change curve; a first comparison and analysis module, configured to perform difference calculation, mean calculation, and comparison and judgment on the first voltage change curve and the second voltage change curve to determine a first real-time state of the CNC machine tool; The second comparison and analysis module is used to perform data calculation and data comparison processing on the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to determine the second real-time state of the CNC machine tool.

[0027] Furthermore, a storage medium is proposed, on which a computer program is stored. When the computer program is called and run, it executes an artificial intelligence-based data processing method as described above, wherein the storage medium can be a magnetic medium, such as a floppy disk, a hard disk, or a tape; an optical medium, such as a DVD; or a semiconductor medium, such as a solid-state drive (SSD).

[0028] The above shows and describes the basic principles, main features, and advantages of the present invention. Those skilled in the art should understand that the present invention is not limited to the above embodiments. The above embodiments and descriptions merely illustrate the principles of the present invention. Various changes and modifications may be made to the present invention without departing from the spirit and scope of the present invention. Such changes and modifications are intended to fall within the scope of the present invention. The scope of protection claimed by the present invention is defined by the appended claims and their equivalents.

Claims

1. A data processing method based on artificial intelligence, characterized in that: include: Acquire the real-time operation tasks of CNC machine tools, perform content analysis and processing on the real-time operation tasks of CNC machine tools based on the intelligent analysis terminal, and obtain the parameter setting information and real-time operation data of CNC machine tools; Based on the intelligent analysis terminal, the parameter setting information and real-time operation data of the CNC machine tool are analyzed and processed to obtain the average voltage change; Based on the intelligent analysis terminal, data comparison and analysis processing is performed on the average voltage change to determine a first real-time state of the CNC machine tool; wherein the first real-time state of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a state to be verified of the CNC machine tool; If the real-time status of the CNC machine tool is in a pending verification state, a secondary data analysis is performed on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time status of the CNC machine tool; wherein, the second real-time status of the CNC machine tool is any one of an abnormal state of the CNC machine tool and a normal state of the CNC machine tool.

2. The data processing method based on artificial intelligence according to claim 1, characterized in that: The method of obtaining the real-time operation task of the CNC machine tool, performing content analysis on the real-time operation task of the CNC machine tool based on the intelligent analysis terminal, and obtaining the parameter setting information and real-time operation data of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, the task list is retrieved and processed to obtain the real-time operation tasks of the CNC machine tools; Based on the intelligent analysis terminal, the data of the CNC machine tool is read and processed based on the real-time operation task of the CNC machine tool to obtain the parameter setting information of the CNC machine tool; Based on the intelligent analysis terminal, the data storage device of the data machine tool is read and processed to obtain the real-time operation data of the data machine tool.

3. The data processing method based on artificial intelligence according to claim 1, characterized in that: The method of performing data analysis and processing on the parameter setting information and real-time operation data of the CNC machine tool based on the intelligent analysis terminal to obtain the average voltage change specifically includes the following steps: Based on the intelligent analysis terminal, the database system is matched with the parameter setting information of the CNC machine tool as the feature to obtain the historical operation data of the CNC machine tool with the same parameter setting information; Based on the intelligent analysis terminal, a rectangular coordinate system is constructed; the X-axis parameter of the rectangular coordinate system is the operating time, and the Y-axis parameter of the rectangular coordinate system is the voltage; Based on the intelligent analysis terminal, the historical operation data of the CNC machine tool with the same parameter setting information is read and processed to obtain the first operation time and the first voltage change data of the CNC machine tool; Based on the intelligent analysis terminal, a curve is drawn in a rectangular coordinate system according to the first operating time of the CNC machine tool and the first voltage change data to obtain a first voltage change curve; Based on the intelligent analysis terminal, the real-time operation data of the CNC machine tool is compared and analyzed with the first voltage change curve as the feature to obtain the average voltage change.

4. The data processing method based on artificial intelligence according to claim 3, characterized in that: The method of performing comparative analysis on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal using the first voltage change curve as a feature to obtain the average voltage change specifically includes the following steps: Based on the intelligent analysis terminal, the real-time operation data of the CNC machine tool is read and processed to obtain the second operation time and voltage change data of the CNC machine tool; Based on the intelligent analysis terminal, a curve is drawn in a rectangular coordinate system according to the second operating time of the CNC machine tool and the second voltage change data to obtain a second voltage change curve; Based on the intelligent analysis terminal, the first voltage change curve is intercepted and processed based on the second operating time of the CNC machine tool to obtain a portion of the first voltage change curve; Based on the intelligent analysis terminal, a difference calculation is performed on part of the first voltage change curve and the second voltage change curve to obtain a set of first voltage change values; Based on the intelligent analysis terminal, the average value of the second operating time of the CNC machine tool and the data within the first voltage change value set is calculated to obtain the average voltage change.

5. The data processing method based on artificial intelligence according to claim 1, characterized in that: The method of performing data comparison and analysis on the average voltage variation based on the intelligent analysis terminal to determine the first real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, the average voltage change and the set voltage change threshold are judged and processed; If the average voltage change is greater than or equal to the set voltage change threshold, the CNC machine tool has an overvoltage phenomenon during operation, the first real-time state of the CNC machine tool is abnormal, and the intelligent analysis terminal sends the CNC machine tool abnormality information to the maintenance personnel; If the average voltage change is less than the set voltage change threshold, the first real-time state of the CNC machine tool is a pending verification state.

6. The data processing method based on artificial intelligence according to claim 1, characterized in that: The method of performing secondary data analysis on the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, the information of CNC machine tools is extracted and processed to obtain the number information of CNC machine tools; Based on the intelligent analysis terminal, the database system is processed to extract information based on the serial number information of the CNC machine tool and obtain the factory manual of the CNC machine tool; Based on the intelligent analysis terminal, the factory manual of the CNC machine tool is retrieved and processed to determine the overvoltage threshold of the CNC machine tool; Based on the intelligent analysis terminal, the overvoltage threshold value and real-time operation data of the CNC machine tool are calculated and analyzed to determine the second real-time state of the CNC machine tool.

7. The data processing method based on artificial intelligence according to claim 6, characterized in that: The method of calculating and analyzing the overvoltage threshold value and the real-time operation data of the CNC machine tool based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, a difference calculation is performed between the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to obtain a set of second voltage change values; Based on the intelligent analysis terminal, the data within the second voltage change value set and the set comparison threshold are judged and processed; If the data in the second voltage change value set is greater than the set comparison threshold, the data in the second voltage change value set that is greater than the set comparison threshold is placed in the third voltage change value set; If the data in the second voltage change value set is less than or equal to the set comparison threshold, the data in the second voltage change value set that is less than or equal to the set comparison threshold is placed in the fourth voltage change value set; Based on the intelligent analysis terminal, data analysis and processing are performed on the data in the third voltage change value set to determine the second real-time state of the CNC machine tool.

8. The data processing method based on artificial intelligence according to claim 7, characterized in that: The step of performing data analysis and processing on the data in the third voltage change value set based on the intelligent analysis terminal to determine the second real-time state of the CNC machine tool specifically includes the following steps: Based on the intelligent analysis terminal, counting processing is performed on the data in the third voltage change value set to obtain the number of the third voltage change values; Based on the intelligent analysis terminal, the number of the third voltage change value and the set voltage change value number threshold are judged and processed; If the third voltage change value is greater than the set voltage change value threshold, the CNC machine tool has experienced excessive overvoltage during operation, and the second real-time state of the CNC machine tool is abnormal. The intelligent analysis terminal sends CNC machine tool abnormality information to the maintenance personnel; If the third voltage change value quantity is less than or equal to the set voltage change value quantity threshold, the second real-time state of the CNC machine tool is a normal state.

9. An artificial intelligence-based data processing system, used to implement an artificial intelligence-based data processing method according to any one of claims 1 to 8, characterized in that: include: An intelligent analysis terminal, which is used to control each module to perform curve drawing, curve calculation, data calculation, and data comparison analysis on the real-time operation data of the CNC machine tool, and determine the first real-time state and the second real-time state of the CNC machine tool; the intelligent analysis terminal is used to control data transmission and information exchange between each module; A database system for storing historical operating data of CNC machine tools and factory manuals of CNC machine tools; A content analysis module, which is used to perform data matching and data reading on the real-time operation tasks of the CNC machine tool to obtain the real-time operation data of the CNC machine tool; A coordinate system building module, wherein the coordinate system building module builds a rectangular coordinate system using the operating time and voltage data; a curve drawing module, wherein the curve drawing module draws curves in a rectangular coordinate system according to the first operating time and the first voltage change data of the CNC machine tool, and the second operating time and the second voltage change data of the CNC machine tool, respectively, to obtain a first voltage change curve and a second voltage change curve; a first comparison and analysis module, configured to perform difference calculation, mean calculation, and comparison and judgment on the first voltage change curve and the second voltage change curve to determine a first real-time state of the CNC machine tool; The second comparison and analysis module is used to perform data calculation and data comparison processing on the overvoltage threshold of the CNC machine tool and the second voltage change data in the real-time operation data of the CNC machine tool to determine the second real-time state of the CNC machine tool.

10. A storage medium, characterized in that: A computer program is stored thereon, and when the computer program is called and run, it executes the artificial intelligence-based data processing method as described in any one of claims 1 to 8.

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