CN111324775B - Data collection analysis system for electronic balance detection - Google Patents
Data collection analysis system for electronic balance detection Download PDFInfo
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- CN111324775B CN111324775B CN202010062339.XA CN202010062339A CN111324775B CN 111324775 B CN111324775 B CN 111324775B CN 202010062339 A CN202010062339 A CN 202010062339A CN 111324775 B CN111324775 B CN 111324775B
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- 238000001514 detection method Methods 0.000 title claims abstract description 213
- 238000013480 data collection Methods 0.000 title claims abstract description 19
- 238000004458 analytical method Methods 0.000 title claims abstract description 8
- 238000012545 processing Methods 0.000 claims abstract description 54
- 230000002159 abnormal effect Effects 0.000 claims abstract description 34
- 238000004891 communication Methods 0.000 claims abstract description 10
- 238000007405 data analysis Methods 0.000 claims description 22
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- 230000000007 visual effect Effects 0.000 claims description 4
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- 230000009286 beneficial effect Effects 0.000 description 2
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- 238000012863 analytical testing Methods 0.000 description 1
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- G06F16/90—Details of database functions independent of the retrieved data types
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01G—WEIGHING
- G01G19/00—Weighing apparatus or methods adapted for special purposes not provided for in the preceding groups
- G01G19/62—Over or under weighing apparatus
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
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Abstract
The invention relates to a data collection analysis system, in particular to a data collection analysis system for electronic balance detection, which comprises an electronic balance, wherein the electronic balance sends detection data to a mobile terminal through a wireless communication module, the mobile terminal uploads the received detection data to a cloud server, the cloud server is connected with a detection data pre-storage module for pre-storing the detection data, the cloud server is connected with a detection data processing module for performing data processing on the pre-stored detection data, and the detection data processing module is connected with a processing result judging module for judging whether abnormal data exists according to the processing result of the pre-stored detection data; the technical scheme provided by the invention can effectively overcome the defects that the detection data is easy to be wrong and the accuracy of the detection data cannot be ensured in the manual processing in the prior art.
Description
Technical Field
The invention relates to a data collection and analysis system, in particular to a data collection and analysis system for electronic balance detection.
Background
Electronic balances belong to the basic support instrument most commonly used in the field of analytical testing. For example, during pharmaceutical manufacturing, it is necessary to weigh the mass of the sample components using an electronic balance. In order to ensure the accuracy of detection data, the same object to be detected is usually detected for multiple times, the workload of data recording and input is extremely large, and complicated manual recording is a main cause of data errors.
In general, when a laboratory uses an electronic balance to weigh a sample, data needs to be manually recorded, and then the data is input into a computer for data processing. When the data volume is great, the experimenter is easy to have errors in the data transfer process, and meanwhile, the data input is not small in workload.
Disclosure of Invention
(one) solving the technical problems
Aiming at the defects existing in the prior art, the invention provides a data collection and analysis system for electronic balance detection, which can effectively overcome the defects that the detection data is easy to be wrong and the accuracy of the detection data cannot be ensured when the detection data is manually processed in the prior art.
(II) technical scheme
In order to achieve the above purpose, the invention is realized by the following technical scheme:
the data collection and analysis system for electronic balance detection comprises an electronic balance, wherein the electronic balance sends detection data to a mobile terminal through a wireless communication module, and the mobile terminal uploads the received detection data to a cloud server;
the cloud server is connected with a detection data pre-storage module for pre-storing detection data, the cloud server is connected with a detection data processing module for processing the pre-stored detection data, and the detection data processing module is connected with a processing result judging module for judging whether abnormal data exist according to the processing result of the pre-stored detection data;
the cloud server is connected with a detection rule configuration module for configuring detection rules, the cloud server is connected with a data quality judgment module for judging whether abnormal data exist in prestored detection data according to the detection rules, and the detection data prestored module is connected with a detection data operation module for performing corresponding operation on the prestored detection data according to the judgment results of the processing result judgment module and the data quality judgment module;
the cloud server is connected with a detection object construction module for constructing an object to be detected, the cloud server is connected with a data classification storage module for matching and classifying and storing the detection data in the detection data pre-storage module and the object to be detected constructed by the detection object construction module, and the cloud server is connected with a detection data analysis module for comprehensively analyzing the detection data in the data classification storage module.
Preferably, a detection terminal selection module for selecting and receiving detection data of the target electronic balance is arranged on the mobile terminal, and attribute information of the target electronic balance is displayed on the mobile terminal.
Preferably, the target electronic balance detects the same object to be detected for a plurality of times, and sends a plurality of detection data to the mobile terminal through the wireless communication module.
Preferably, the detection data operation module deletes abnormal data judged by the processing result judgment module or the data quality judgment module.
Preferably, the detection data processing module calculates variances of a plurality of detection data corresponding to the same object to be detected, and the processing result judging module judges whether abnormal data exists in the pre-stored detection data according to the magnitude relation between the variances and the threshold value.
Preferably, if the processing result judging module judges that the variance is smaller than a threshold value, no abnormal data exists in the pre-stored detection data; otherwise, the processing result judging module regards the detection data with larger deviation in the pre-stored detection data as abnormal data.
Preferably, the data quality judging module regards the detection data which does not satisfy any detection rule in the prestored detection data as the abnormal data.
Preferably, the detection data operation module is connected with an operation log generation module for generating an operation log for deleting operation of detection data, and the operation log generation module is connected with a detection quality report generation module for generating a detection quality report according to the number of the deletion operation and transmitting the detection quality report to the cloud server.
Preferably, the detection data analysis module is connected with a visual display module for visually displaying the comprehensive analysis result.
(III) beneficial effects
Compared with the prior art, the data collection and analysis system for electronic balance detection provided by the invention has the following beneficial effects:
1. the electronic balance sends the detection data to the mobile terminal through the wireless communication module, and the mobile terminal uploads the received detection data to the cloud server, so that the trouble of manually recording and inputting the data is avoided, and the accuracy of detection data transmission is ensured;
2. the detection data pre-storage module pre-stores detection data, the detection data processing module performs data processing on the pre-stored detection data, and the processing result judging module judges whether abnormal data exist according to the processing result of the pre-stored detection data; the detection rule configuration module configures detection rules, the data quality judgment module judges whether abnormal data exists in pre-stored detection data according to the detection rules, and the detection data operation module deletes the abnormal data judged by the processing result judgment module or the data quality judgment module, so that the abnormal detection data can be eliminated, and the accuracy and the effectiveness of the detection data are ensured;
3. the detection object construction module constructs an object to be detected, the data classification storage module matches the detection data in the detection data pre-storage module with the object to be detected constructed by the detection object construction module and stores the detection data in a classified mode, so that effective inquiry is conveniently carried out on the detection data, and problem tracing is conveniently carried out in the later stage.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below. It is evident that the drawings in the following description are only some embodiments of the present invention and that other drawings may be obtained from these drawings without inventive effort for a person of ordinary skill in the art.
FIG. 1 is a schematic diagram of the system of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention more clear, the technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. It will be apparent that the described embodiments are some, but not all, embodiments of the invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
The data collection and analysis system for electronic balance detection is shown in fig. 1, and comprises an electronic balance, wherein the electronic balance sends detection data to a mobile terminal through a wireless communication module, and the mobile terminal uploads the received detection data to a cloud server;
the cloud server is connected with a detection data pre-storage module for pre-storing detection data, the cloud server is connected with a detection data processing module for performing data processing on the pre-stored detection data, and the detection data processing module is connected with a processing result judging module for judging whether abnormal data exist according to the processing result of the pre-stored detection data;
the cloud server is connected with a detection rule configuration module for configuring detection rules, the cloud server is connected with a data quality judgment module for judging whether abnormal data exist in prestored detection data according to the detection rules, and the detection data prestored module is connected with a detection data operation module for performing corresponding operation on the prestored detection data according to the judgment results of the processing result judgment module and the data quality judgment module;
the cloud server is connected with a detection object construction module for constructing the object to be detected, the cloud server is connected with a data classification storage module for matching and classifying and storing the detection data in the detection data pre-storage module and the detection object constructed by the detection object construction module, and the cloud server is connected with a detection data analysis module for comprehensively analyzing the detection data in the data classification storage module.
The mobile terminal is provided with a detection terminal selection module for selecting and receiving detection data of the target electronic balance, and attribute information of the target electronic balance is displayed on the mobile terminal.
The target electronic balance detects the same object to be detected for a plurality of times, and sends a plurality of detection data to the mobile terminal through the wireless communication module.
The detection data operation module deletes the abnormal data judged by the processing result judgment module or the data quality judgment module.
The detection data processing module calculates variances of a plurality of detection data corresponding to the same object to be detected, and the processing result judging module judges whether abnormal data exist in the pre-stored detection data according to the magnitude relation between the variances and the threshold value.
If the processing result judging module judges that the variance is smaller than the threshold value, no abnormal data exists in the pre-stored detection data; otherwise, the processing result judging module regards the detection data with larger deviation in the pre-stored detection data as abnormal data.
The data quality judging module regards the detection data which does not meet any detection rule in the prestored detection data as abnormal data.
The detection data operation module is connected with an operation log generation module for generating operation logs for deleting operation of detection data, and the operation log generation module is connected with a detection quality report generation module for generating detection quality reports according to the number of deleting operation execution and sending the detection quality reports to the cloud server.
The detection data analysis module is connected with a visual display module for visually displaying the comprehensive analysis result.
The electronic balance sends the detection data to the mobile terminal through the wireless communication module, and the mobile terminal uploads the received detection data to the cloud server, so that the trouble of manually recording data and inputting data is avoided, and the accuracy of detection data transmission is ensured.
The mobile terminal is provided with a detection terminal selection module for selecting and receiving detection data of the target electronic balance, and attribute information of the target electronic balance is displayed on the mobile terminal.
The target electronic balance detects the same object to be detected for a plurality of times, and sends a plurality of detection data to the mobile terminal through the wireless communication module.
The detection data pre-storage module pre-stores detection data, the detection data processing module performs data processing on the pre-stored detection data, and the processing result judging module judges whether abnormal data exist according to the processing result of the pre-stored detection data; the detection rule configuration module configures detection rules, the data quality judgment module judges whether abnormal data exists in pre-stored detection data according to the detection rules, and the detection data operation module deletes the abnormal data judged by the processing result judgment module or the data quality judgment module, so that the abnormal detection data can be eliminated, and the accuracy and the effectiveness of the detection data are ensured.
The detection data processing module calculates variances of a plurality of detection data corresponding to the same object to be detected, and the processing result judging module judges whether abnormal data exist in the pre-stored detection data according to the magnitude relation between the variances and the threshold value.
If the processing result judging module judges that the variance is smaller than the threshold value, no abnormal data exists in the pre-stored detection data; otherwise, the processing result judging module regards the detection data with larger deviation in the pre-stored detection data as abnormal data.
The data quality judging module regards the detection data which does not meet any detection rule in the prestored detection data as abnormal data.
The detection data operation module is connected with an operation log generation module for generating operation logs for deleting operation of detection data, and the operation log generation module is connected with a detection quality report generation module for generating detection quality reports according to the number of deleting operation execution and sending the detection quality reports to the cloud server.
The detection object construction module constructs an object to be detected, the data classification storage module matches the detection data in the detection data pre-storage module with the object to be detected constructed by the detection object construction module and stores the detection data in a classified mode, so that effective inquiry is conveniently carried out on the detection data, and problem tracing is conveniently carried out in the later stage.
The detection data analysis module is used for comprehensively analyzing the detection data in the data classification storage module and is connected with the visual display module for visually displaying the comprehensive analysis result.
The above embodiments are only for illustrating the technical solution of the present invention, and are not limiting; although the invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical scheme described in the foregoing embodiments can be modified or some technical features thereof can be replaced by equivalents; such modifications and substitutions do not depart from the spirit and scope of the technical solutions of the embodiments of the present invention.
Claims (9)
1. The data collection and analysis system for electronic balance detection is characterized in that: the cloud server comprises an electronic balance, wherein the electronic balance sends detection data to a mobile terminal through a wireless communication module, and the mobile terminal uploads the received detection data to the cloud server;
the cloud server is connected with a detection data pre-storage module for pre-storing detection data, the cloud server is connected with a detection data processing module for processing the pre-stored detection data, and the detection data processing module is connected with a processing result judging module for judging whether abnormal data exist according to the processing result of the pre-stored detection data;
the cloud server is connected with a detection rule configuration module for configuring detection rules, the cloud server is connected with a data quality judgment module for judging whether abnormal data exist in prestored detection data according to the detection rules, and the detection data prestored module is connected with a detection data operation module for performing corresponding operation on the prestored detection data according to the judgment results of the processing result judgment module and the data quality judgment module;
the cloud server is connected with a detection object construction module for constructing an object to be detected, the cloud server is connected with a data classification storage module for matching and classifying and storing the detection data in the detection data pre-storage module and the object to be detected constructed by the detection object construction module, and the cloud server is connected with a detection data analysis module for comprehensively analyzing the detection data in the data classification storage module.
2. The data collection and analysis system for electronic balance detection according to claim 1, wherein: the mobile terminal is provided with a detection terminal selection module for selecting and receiving detection data of the target electronic balance, and attribute information of the target electronic balance is displayed on the mobile terminal.
3. The data collection and analysis system for electronic balance detection according to claim 2, wherein: and the target electronic balance detects the same object to be detected for a plurality of times, and sends a plurality of detection data to the mobile terminal through the wireless communication module.
4. The data collection and analysis system for electronic balance detection according to claim 1, wherein: the detection data operation module deletes the abnormal data judged by the processing result judgment module or the data quality judgment module.
5. The data collection and analysis system for electronic balance detection according to claim 4, wherein: the detection data processing module calculates variances of a plurality of detection data corresponding to the same object to be detected, and the processing result judging module judges whether abnormal data exist in the pre-stored detection data according to the magnitude relation between the variances and the threshold value.
6. The data collection and analysis system for electronic balance detection according to claim 5, wherein: if the processing result judging module judges that the variance is smaller than a threshold value, no abnormal data exists in the pre-stored detection data; otherwise, the processing result judging module regards the detection data with larger deviation in the pre-stored detection data as abnormal data.
7. The data collection and analysis system for electronic balance detection according to claim 4, wherein: the data quality judging module regards the detection data which do not meet any detection rule in the pre-stored detection data as abnormal data.
8. The data collection and analysis system for electronic balance detection according to claim 4, wherein: the detection data operation module is connected with an operation log generation module for generating operation logs for deleting operation of detection data, and the operation log generation module is connected with a detection quality report generation module for generating detection quality reports according to the number of the deleting operation and sending the detection quality reports to the cloud server.
9. The data collection and analysis system for electronic balance detection according to claim 1, wherein: the detection data analysis module is connected with a visual display module for visually displaying the comprehensive analysis result.
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