CN117952328A - Automatic test system and method based on data analysis - Google Patents
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Abstract
The invention relates to the technical field of natural science research and experiments, and particularly discloses an automatic test system and method based on data analysis, wherein the automatic test system comprises the following steps: the data acquisition module is used for receiving geological energy data information acquired in real time by various sensors through the acquisition device; the data processing module is used for preprocessing the acquired data information, screening and acquiring conversion data parameter information; the data analysis module is used for inputting the data parameter information acquired by the data processing module into the geological automation test platform and updating the output result information; the visual processing module is used for carrying out visual processing on the updated information output result of the geological automation testing platform and outputting the result information to the user side for visual expression.
Description
Technical Field
The invention relates to the technical field of natural science research and experiments, in particular to an automatic test system and method based on data analysis.
Background
Along with the development of intelligent control technology, the construction of an intelligent parameter analysis model is favorable for detecting special environments, the mechanical intelligent level of the ground energy detection is improved, and the intelligent parameter analysis model is of great significance in the aspect of accurately testing intelligent parameters.
The existing geological energy detection methods are many, and various geological data are collected through various sensors and collecting equipment; however, due to the diversity of the geological data, various geological data are required to be acquired as comprehensively as possible in the data acquisition process, different types of geological data are required to be acquired, geological information meeting the geological detection type requirement is mined to be identified and detected, and the acquired data can be analyzed and queried to a certain extent by designing a geological automation test data query platform in the prior art, so that the geological data type meeting the test requirement is acquired.
Although various geological information can be guaranteed to be acquired in real time through the geological sensor arranged in the acquisition place, the acquired information is input into the geological automation test platform for testing, calling conditions of different geological signals in a geological detection area which cannot be accurately acquired are met, particularly after the acquisition position of the sensor changes in geological data detection, stability analysis of geological calling signals is lacking, deviation occurs between the position information of the geological signals acquired by the geological automation test system and acquisition site signals acquired by the actual geological sensor, and accuracy of the geological automation test system in real-time acquisition of the geological signals is reduced.
Disclosure of Invention
The invention aims to provide an automatic test system and method based on data analysis, which solve the following technical problems:
How to ensure the stability analysis of the geological calling signal so as to improve the rationality of the sensor for adjusting the geological information real-time acquisition site.
The aim of the invention can be achieved by the following technical scheme:
an automated test system based on data analysis, comprising:
The data acquisition module is used for receiving geological energy data information acquired in real time by various sensors through the acquisition device;
The data processing module is used for preprocessing the acquired data information, screening and acquiring conversion data parameter information;
the data analysis module is used for inputting the data parameter information acquired by the data processing module into the geological automation test platform and updating the output result information;
And the visual processing module is used for performing visual processing on the updated information output result of the geological automation testing platform and outputting the result information to a user side for visual expression.
Preferably, the process of building the geological automation test platform is as follows:
Constructing a geological automation test system according to preset energy data information, and setting a data access control layer;
Inputting the test energy data information acquired in real time into a data access control layer for testing to acquire a data test result, and executing an evaluation strategy according to the test result;
Setting information such as user side access authority, access authority verification and the like according to an evaluation strategy, and allowing a server to process and respond to the request;
And outputting and expressing visual information of the response result information.
Preferably, the evaluation strategy comprises: by the formulaCalculating the geological evaluation coefficient/>；
By evaluating the coefficient of geologyComparing the size with a preset threshold value:
If the geological evaluation coefficient If the geological calling stability is less than the preset threshold value, judging that the geological calling stability meets the requirement;
otherwise, the stability of geological calling does not meet the requirement, and the acquisition sites of the corresponding sensors in the detection geology are adjusted;
Wherein, For the total number of geological types,/>；/>Is the amount of geological data call, wherein/(，For geological data input,/>Is the geological data output quantity; /(I)For/>The amount of the geological data-like call; /(I)Calling a standard value for geological data; /(I)As a preset function,/>Is a weight coefficient.
Preferably, the adjustment of the acquisition site is determined according to the magnitude of the change in the amount of the geological data call, and the specific process is as follows: acquiring a geological data call volume deviation valueAnd/>Wherein/>The replacement amount of the acquisition site of the sensor;
According to preset test energy data information, calculating various geological data call volume deviation values within a period of time Curve over time/>、/>…/>。
Preferably, the curve is、/>…/>Respectively comparing with the corresponding standard intervals:
If it is ∈[/>，/>The replacement and adjustment of the sensor acquisition site meets the requirements;
otherwise, the replacement and adjustment of the sensor acquisition site are not in accordance with the requirements;
Wherein, For the total amount of sensor acquisition site replacement,/>Representing a j-th sensor acquisition site replacement amount deviation curve; [/>，/>And the j represents a standard interval corresponding to the replacement quantity deviation value of the acquisition site of the jth sensor.
Preferably, the geological data calling amount is obtained through a service logic unit, a controller unit and a display unit which are arranged in a data access control layer;
The business logic unit is used for extracting geological data from the test energy data resources according to the set logic;
The controller unit is used for performing test adjustment and geological data replacement prompt on the geological data extracted by the service logic unit, and determining distribution conditions of a geological data receiving end and a geological data sending end;
the display unit is used for determining geological data calling information according to user requirements.
A method of an automated test system based on data analysis, comprising:
Step one, receiving geological energy data information acquired in real time by various sensors through an acquisition device;
preprocessing the acquired data information, and screening to acquire converted data parameter information;
inputting the acquired data parameter information into a geological automation test platform and updating output result information;
And fourthly, performing visual processing on the output updated geological automation test platform information, and outputting the result information to a user side for visual expression.
The invention has the beneficial effects that:
According to the invention, by arranging the geological automation test platform, analysis and data visual expression are ensured on the collected data, and the accuracy in the geological data calling process and the rationality of the collecting sites of the sensor for collecting the geological data are improved; stability analysis of the geological calling signal is guaranteed, rationality of the sensor for adjusting the geological information real-time acquisition site is improved, and accuracy of test data results is further guaranteed.
And designing a method of an automatic test system based on data analysis: firstly, receiving geological energy data information acquired in real time by various sensors through a collector; then, preprocessing the acquired data information, and screening to acquire converted data parameter information; then, inputting the acquired data parameter information into a geological automation test platform and updating output result information; and finally, carrying out visual processing on the output updated geological automation test platform information, and outputting the result information to a user side for visual expression.
Of course, it is not necessary for any one product to practice the invention to achieve all of the advantages set forth above at the same time.
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In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings that are needed for the description of the embodiments will be briefly described below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and that other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a block diagram of an automated test system based on data analysis in accordance with the present invention;
FIG. 2 is a step diagram of an automated test method based on data analysis according to the present invention.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. 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.
Referring to fig. 1, the present invention is an automated testing system based on data analysis, comprising:
The data acquisition module is used for receiving geological energy data information acquired in real time by various sensors through the acquisition device;
The data processing module is used for preprocessing the acquired data information, screening and acquiring conversion data parameter information;
the data analysis module is used for inputting the data parameter information acquired by the data processing module into the geological automation test platform and updating the output result information;
And the visual processing module is used for performing visual processing on the updated information output result of the geological automation testing platform and outputting the result information to a user side for visual expression.
Firstly, a data acquisition module is arranged and used for receiving geological energy data information acquired in real time by various sensors through an acquisition device, and the geological energy data such as geological exploration data, mineral resource data, hydrogeological data and the like are acquired in real time through various sensors and acquisition equipment; then, a data processing module is arranged and used for preprocessing the acquired data information, screening and obtaining converted data parameter information, and preprocessing, cleaning, fusing, converting and the like are generally carried out on geological data in the data processing process, so that the data quality is guaranteed to be improved; then, a data analysis module is arranged and is used for inputting the data parameter information acquired by the data processing module into a geological automation test platform and updating output result information, and the geological automation platform uses various technologies and algorithms to detect, analyze and predict the potential energy hazards of the ground energy; in the invention, a geological automation platform system is constructed by adding a plurality of algorithms into the existing Web server, and the analyzed data is output and the update of the geological automation test platform is realized by automatically analyzing and judging the test data; and the visual processing module is used for performing visual processing on the updated information output result of the geological automation testing platform, outputting the result information to the user side for visual expression, and further improving the accurate acquisition of geological signals by the geological automation testing system.
As an implementation mode of the invention, the geological automation test platform is constructed by the following steps:
Constructing a geological automation test system according to preset energy data information, and setting a data access control layer;
Inputting the test energy data information acquired in real time into a data access control layer for testing to acquire a data test result, and executing an evaluation strategy according to the test result;
Setting information such as user side access authority, access authority verification and the like according to an evaluation strategy, and allowing a server to process and respond to the request;
And outputting and expressing visual information of the response result information.
Specifically, for the construction process of the geological automation test platform, firstly, preset energy data information is required to be acquired, the preset energy data information is data acquired through a historical energy information database, the data type is determined according to the test requirement, a geological automation test system is constructed through the preset energy data information, the geological automation test system is constructed through an automatic test system based on the existing Web server end of data analysis and combined with various data analysis networks, the automatic test system is obtained through training through the input of the preset energy data information, and a data access layer positioned in the geological automation test system is arranged, so that the centralized management of test data is ensured; inputting the test energy data information acquired in real time into a data access control layer for testing to acquire a data test result, and executing an evaluation strategy according to the test result; then, setting information such as user side access right and access right verification according to an evaluation strategy, and allowing the current server to process and respond to the request; and finally, outputting and expressing the response result information, wherein the visual information expression is that an output end is presented in the forms of a data table, a chart, a picture and the like, so that the visual information expression has intuitiveness, is convenient for a user end detector to analyze, and intuitively knows the condition of the ground energy.
The evaluation strategy comprises the following steps:
by the formula Calculating the geological evaluation coefficient/>；
By evaluating the coefficient of geologyComparing the size with a preset threshold value:
If the geological evaluation coefficient If the geological calling stability is less than the preset threshold value, judging that the geological calling stability meets the requirement;
otherwise, the stability of geological calling does not meet the requirement, and the acquisition sites of the corresponding sensors in the detection geology are adjusted;
Wherein, For the total number of geological types,/>；/>Is the amount of geological data call, wherein/(，For geological data input,/>Is the geological data output quantity; /(I)For/>The amount of the geological data-like call; /(I)Calling a standard value for geological data; /(I)As a preset function,/>Is a weight coefficient.
Because the geological energy information is acquired through the sensors arranged in the corresponding areas in the acquisition and detection process, and the change of the geological data can be caused by the change of the points acquired by the sensors, the current detection area is set with an evaluation strategy to evaluate whether the change of the geological position sensed by the sensors meets the requirement or not, and the specific evaluation strategy comprises the following steps: by the formula
Calculating the geological evaluation coefficient/>；
For geology will geology evaluation coefficientJudging, setting a preset threshold, wherein the preset threshold is a data range obtained according to historical experience in the geological information calling process; by combining the evaluation coefficients/>Comparing the sensor with a preset threshold value, judging whether the stability of the geological call meets the requirement, and facilitating timely adjustment of the sensor corresponding to the geological call according to a judging result; the judging process comprises the following steps: if the geological evaluation coefficient/>If the geological calling stability is less than the preset threshold value, judging that the geological calling stability meets the requirement; otherwise, the stability of geological calling does not meet the requirement, and the acquisition sites of the corresponding sensors in the detection geology are adjusted; wherein/>For the total number of geological types,/>；/>Is the amount of geological data call, wherein/(，/>For geological data input,/>Is the geological data output quantity; /(I)For/>The amount of the geological data-like call; /(I)Calling a standard value for geological data; /(I)As a preset function,/>The weight coefficient is obtained by fitting according to historical experience data.
It should be noted that the preset functionAnd (3) ensuring that the result of the evaluation coefficient is in a specific reasonable interval range for an adjustment function set according to the historical data condition.
As one embodiment of the invention, the adjustment of the sensor acquisition site corresponding to the detection geology is determined according to the change of the geological data call quantity, and the specific process is as follows:
acquiring a geological data call volume deviation value And/>Wherein/>The replacement amount of the acquisition site of the sensor;
According to preset test energy data information, calculating various geological data call volume deviation values within a period of time Curve over time/>、/>…/>。
According to the technical scheme, considering that the adjustment of the sensor acquisition site corresponding to the detection geology is determined according to the change of the geological data call volume, whether the change of the sensor acquisition site is reasonable or not can be judged to a certain extent by the call information of the collected test energy data, specifically, firstly, the geological data call volume deviation value is obtained by calculationAnd/>Wherein/>The replacement amount of the sensor acquisition site is acquired from the data acquisition history information; then, various geological data call volume deviation values/>, within a period of time, are counted according to preset test energy data informationCurve over time/>、/>…/>; And analyzing whether the replacement of the acquisition site of the sensor is reasonable or not through a time-varying curve.
As an embodiment of the present invention, the following will be made、/>…/>Respectively comparing with the corresponding standard intervals:
If it is ∈[/>，/>The replacement and adjustment of the sensor acquisition site meets the requirements;
otherwise, the replacement and adjustment of the sensor acquisition site are not in accordance with the requirements;
Wherein, For the total amount of sensor acquisition site replacement,/>Representing a j-th sensor acquisition site replacement amount deviation curve; [/>，/>And the j represents a standard interval corresponding to the replacement quantity deviation value of the acquisition site of the jth sensor.
The embodiment is realized by adopting a curve、/>…/>Comparing the values with the corresponding standard intervals respectively, further analyzing the call quantity of different types of geological data, and judging the result of the analysis if the curve/>∈[/>，/>Judging that the replacement adjustment of the sensor acquisition site meets the requirement; if curve/>∉[/>，/>Judging that the replacement adjustment of the acquisition site of the sensor does not meet the requirement; wherein/>For the total amount of sensor acquisition site replacement,/>Representing a j-th sensor acquisition site replacement amount deviation curve; [/>，/>The j represents the standard interval corresponding to the replacement quantity deviation value of the jth sensor acquisition site, which is set by the jurisdiction area or the geological environment management department of the area, so that when the deviation value of the geological call quantity exceeds the standard range, the replacement adjustment quantity deviation value of the detection sites of the geological sensor exceeds the standard rangeAnd then early warning is carried out.
As one implementation mode of the invention, the geological data calling quantity is acquired through a service logic unit, a controller unit and a display unit which are arranged in a data access control layer;
the business logic unit is used for extracting geological data from the test energy data resources according to the set logic;
The controller unit is used for performing test adjustment and geological data replacement prompt on the geological data extracted by the service logic unit, and determining distribution conditions of a geological data receiving end and a geological data sending end;
The display unit is used for determining geological data calling information according to the requirements of users.
Through the technical scheme, in order to facilitate the realization of the operation system of the geological automation test platform, the accurate and rapid acquisition of geological data information is ensured, timely acquisition of geological data call quantity information is ensured, and the determination of the geological data call information is performed by setting a service logic unit, a controller unit and a display unit, wherein the specific method comprises the following steps:
Firstly, setting a service logic unit for extracting geological data from a test energy data resource according to set logic; then, a controller unit is arranged for carrying out test adjustment and geological data replacement prompt on the geological data extracted by the service logic unit, so as to determine the distribution conditions of a geological data receiving end and an emitting end; finally, the display unit is arranged to ensure that the geological data calling information is determined according to the requirements of the user.
Referring to fig. 2, a method of an automated test system based on data analysis, the method comprising:
Step one, receiving geological energy data information acquired in real time by various sensors through an acquisition device;
preprocessing the acquired data information, and screening to acquire converted data parameter information;
inputting the acquired data parameter information into a geological automation test platform and updating output result information;
And fourthly, performing visual processing on the output updated geological automation test platform information, and outputting the result information to a user side for visual expression.
By arranging the geological automation test platform, analysis and data visual expression are guaranteed on the collected data, and accuracy in the geological data calling process and rationality of a sensor collection site for collecting geological data are improved; further, the accuracy of the test data result is ensured, and the specific process is that by designing a method of an automatic test system based on data analysis: firstly, receiving geological energy data information acquired in real time by various sensors through a collector; then, preprocessing the acquired data information, and screening to acquire converted data parameter information; then, inputting the acquired data parameter information into a geological automation test platform and updating output result information; and finally, carrying out visual processing on the output updated geological automation test platform information, and outputting the result information to a user side for visual expression.
The foregoing is merely illustrative and explanatory of the principles of the invention, as various modifications and additions may be made to the specific embodiments described, or similar thereto, by those skilled in the art, without departing from the principles of the invention or beyond the scope of the appended claims.
Claims (6)
1. An automated test system based on data analysis, comprising:
The data acquisition module is used for receiving geological energy data information acquired in real time by various sensors through the acquisition device;
The data processing module is used for preprocessing the acquired data information, screening and acquiring conversion data parameter information;
the data analysis module is used for inputting the data parameter information acquired by the data processing module into the geological automation test platform and updating the output result information;
the visual processing module is used for performing visual processing on the updated geological automation testing platform information output result and outputting the result information to a user side for visual expression;
the geological automation test platform is constructed by the following steps:
Constructing a geological automation test system according to preset energy data information, and setting a data access control layer;
Inputting the test energy data information acquired in real time into a data access control layer for testing to acquire a data test result, and executing an evaluation strategy according to the test result;
The evaluation strategy comprises:
by the formula Calculating the geological evaluation coefficient/>；
By evaluating the coefficient of geologyComparing the size with a preset threshold value:
If the geological evaluation coefficient If the geological calling stability is less than the preset threshold value, judging that the geological calling stability meets the requirement;
otherwise, the stability of geological calling does not meet the requirement, and the acquisition sites of the corresponding sensors in the detection geology are adjusted;
Wherein, For the total number of geological types,/>；/>Is the amount of geological data call, wherein/(，/>For geological data input,/>Is the geological data output quantity; /(I)For/>The amount of the geological data-like call; /(I)Calling a standard value for geological data; /(I)As a preset function,/>Is a weight coefficient.
2. An automated test system based on data analysis according to claim 1, wherein; setting access rights and access rights verification information of a user side according to an evaluation policy, and allowing a server to process and respond to a request of the user side;
And outputting and expressing visual information of the response result information.
3. The automated test system of claim 1, wherein the adjustment of the collection points is determined based on the magnitude of the change in the amount of the geological data call, and comprises:
acquiring a geological data call volume deviation value And/>Wherein/>The replacement amount of the acquisition site of the sensor;
According to preset test energy data information, statistics of various geological data call volume deviation values in fixed time Curve over time/>、/>…/>。
4. An automated test system based on data analysis according to claim 3, wherein the curve is、/>…/>Respectively comparing with the corresponding standard intervals:
If it is ∈[/>，/>The replacement and adjustment of the sensor acquisition site meets the requirements;
otherwise, the replacement and adjustment of the sensor acquisition site are not in accordance with the requirements;
Wherein, For the total amount of sensor acquisition site replacement,/>Representing a j-th sensor acquisition site replacement amount deviation curve; [，/>And the j represents a standard interval corresponding to the replacement quantity deviation value of the acquisition site of the jth sensor.
5. The automated test system of claim 1, wherein the geological data call volume is obtained by a business logic unit, a controller unit and a display unit provided by a data access control layer;
The business logic unit is used for extracting geological data from the test energy data resources according to the set logic;
The controller unit is used for performing test adjustment and geological data replacement prompt on the geological data extracted by the service logic unit, and determining distribution conditions of a geological data receiving end and a geological data sending end;
the display unit is used for determining geological data calling information according to user requirements.
6. A method of an automated test system based on data analysis according to any of claims 1-5, wherein the method comprises:
Step one, receiving geological energy data information acquired in real time by various sensors through an acquisition device;
preprocessing the acquired data information, and screening to acquire converted data parameter information;
inputting the acquired data parameter information into a geological automation test platform and updating output result information;
And fourthly, performing visual processing on the output updated geological automation test platform information, and outputting the result information to a user side for visual expression.
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Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5794720A (en) * | 1996-03-25 | 1998-08-18 | Dresser Industries, Inc. | Method of assaying downhole occurrences and conditions |
| CN106250667A (en) * | 2016-06-29 | 2016-12-21 | 中国地质大学（武汉） | The monitoring method of a kind of landslide transition between states of paddling and device |
| CN106646661A (en) * | 2016-09-22 | 2017-05-10 | 张春志 | Comprehensive survey system for hydrogeology of mineral deposit |
| US20170205531A1 (en) * | 2014-04-30 | 2017-07-20 | Schlumberger Technology Corporation | Geological modeling workflow |
| US20170269225A1 (en) * | 2016-03-18 | 2017-09-21 | Deere & Company | Navigation Satellite Wide-Lane Bias Determination and Over-Range Adjustment System and Method |
| CN207731103U (en) * | 2017-08-10 | 2018-08-14 | 江苏端木软件技术有限公司 | A kind of antitheft data exchange case of the calculating based on Internet of Things |
| CN112699636A (en) * | 2021-01-08 | 2021-04-23 | 中南大学 | Multi-source Markdown geological data text format standardization method and system |
| US20210310307A1 (en) * | 2018-07-31 | 2021-10-07 | Shell Oil Company | Process for real time geological localization with reinforcement learning |
| CN117192645A (en) * | 2023-09-11 | 2023-12-08 | 山西紫金矿业有限公司 | Mine investigation and evaluation analysis method |
-
2024
- 2024-03-27 CN CN202410358574.XA patent/CN117952328B/en active Active
Patent Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5794720A (en) * | 1996-03-25 | 1998-08-18 | Dresser Industries, Inc. | Method of assaying downhole occurrences and conditions |
| US20170205531A1 (en) * | 2014-04-30 | 2017-07-20 | Schlumberger Technology Corporation | Geological modeling workflow |
| US20170269225A1 (en) * | 2016-03-18 | 2017-09-21 | Deere & Company | Navigation Satellite Wide-Lane Bias Determination and Over-Range Adjustment System and Method |
| CN106250667A (en) * | 2016-06-29 | 2016-12-21 | 中国地质大学（武汉） | The monitoring method of a kind of landslide transition between states of paddling and device |
| CN106646661A (en) * | 2016-09-22 | 2017-05-10 | 张春志 | Comprehensive survey system for hydrogeology of mineral deposit |
| CN207731103U (en) * | 2017-08-10 | 2018-08-14 | 江苏端木软件技术有限公司 | A kind of antitheft data exchange case of the calculating based on Internet of Things |
| US20210310307A1 (en) * | 2018-07-31 | 2021-10-07 | Shell Oil Company | Process for real time geological localization with reinforcement learning |
| CN112699636A (en) * | 2021-01-08 | 2021-04-23 | 中南大学 | Multi-source Markdown geological data text format standardization method and system |
| CN117192645A (en) * | 2023-09-11 | 2023-12-08 | 山西紫金矿业有限公司 | Mine investigation and evaluation analysis method |
Non-Patent Citations (2)
| Title |
|---|
| FEI YANG，等: "High-precision 3D real scene model construction method based on air-ground data combination", 《IOP CONFERENCE SERIES: EARTH AND ENVIRONMENTAL SCIENCE》, vol. 570, 31 December 2020 (2020-12-31), pages 042022 * |
| 史佳斌，等: "回撤通道覆岩破断特征及巷道围岩稳定性研究", 《煤炭工程》, vol. 55, no. 1, 31 December 2023 (2023-12-31), pages 43 - 48 * |
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