Foundation pile detection data management platform

Abstract

The invention discloses a foundation pile detection data management platform, and relates to the technical field of foundation piles, according to the foundation pile detection data management platform, a permission setting module is used for performing permission setting on foundation pile detection data, and a modification approval module is used for displaying modification application information to a manager for auditing; the detection personnel are allowed to modify the collected data of the specific detection item only when the auditing is passed; the detection and evaluation separation module realizes flow separation of modification of the detection personnel and judgment of the auditing personnel; the permission setting module is used for binding and setting permissions on detection items in manual detection data and automatic detection data of all detected foundation piles received next on the basis of a plurality of co-occurrence lists of each foundation pile type, so that the problem that the permissions are too large due to unified setting of the permissions can be avoided, and the risk of mistakenly changing or abusing the permissions is reduced; the data security is ensured; and moreover, the tedious operation of independently setting the authority for a plurality of related detection items can be reduced, and the convenience and accuracy of authority management are improved.

Description

Technical Field

[0001] The present invention relates to the technical field of pile foundations, and in particular to a pile foundation detection data management platform. Background Art

[0002] In the booming development of modern infrastructure construction, pile foundations, as the foundation of buildings, shoulder the critical mission of carrying the entire load of the superstructure and safely transferring it to the deep stable soil layer of the foundation. Their quality directly affects the safety and stability of the entire project.

[0003] As the core link in controlling pile foundation quality, pile foundation testing uses a variety of professional technical means to accurately measure key parameters such as pile integrity, bearing capacity, and pile material properties. The data obtained is like a "health diagnosis" for engineering construction, providing an indispensable key basis for the rational optimization of engineering design and the scientific management and control of the construction process.

[0004] However, the traditional management model for pile foundation inspection data is difficult to effectively implement due to the complexity of pile foundation inspection work itself. Inappropriate revisions of original data by inspectors often occur, making it difficult to effectively guarantee the authenticity and reliability of inspection data.

[0005] With the rapid development of new-generation information technologies such as 5G, the Internet of Things, and big data, the concept of "information intelligence boosts refined management" has been widely applied in regulatory fields across various industries. As the core foundation of intelligent information management, the security control and efficient utilization of original data have become the focus of industry attention, leading to the emergence of hierarchical authorization management of original data.

[0006] In the existing technology, a certain system has been established for the management of permissions for original data. Generally, basic permissions are divided according to user roles. For example, for the original data of the pile inspection, the inspector only has the permission to upload and view the original data, and the reviewer only has the permission to review the original data. At the same time, to ensure data accuracy, the inspector loses the permission to modify the original data after uploading it. If modification is required, an application must be submitted and reviewed by the management staff, who will grant temporary modification permissions.

[0007] In the prior art, there are two ways to set permissions for original data, but both have obvious shortcomings:

[0008] One method is to uniformly set permissions for the collected data of all test items contained in the original data. In actual applications, when the original data needs to be modified, the modification operation often targets multiple items. For example, the vertical bearing capacity characteristic value of the foundation pile needs to be calculated based on parameters such as pile length, pile diameter, and concrete cube compressive strength. If the pile length is entered incorrectly (for example, the actual pile length of 20m is mistakenly entered as 18m), the bearing capacity calculated based on the data will inevitably be incorrect. At this time, unified authorization will allow the tester to obtain modification permissions for all test items in the batch, which leads to excessive permissions and the risk of accidental modification or abuse of permissions, which is not conducive to data security.

[0009] Another approach is to set permissions for each test item in the original data. In this approach, when testers need to modify several test items in the original data, managers need to grant permissions for the corresponding test items separately. This operation is cumbersome and inconvenient. Frequent permission granting operations increase managers' time costs and create management burdens. If there are too many modification requests, it may also lead to review omissions and affect the accuracy of permission management.

[0010] In order to solve the above problems, the present invention proposes a solution. Summary of the Invention

[0011] The purpose of the present invention is to provide a pile foundation detection data management platform in order to solve the problems raised in the above background technology.

[0012] The present invention provides a pile foundation detection data management platform, including:

[0013] The personnel inspection terminal is used to obtain manual inspection data of the inspection piles collected at the construction site and submitted by the inspection personnel. The manual inspection data includes the collected data of several inspection items. It is also used to obtain the modification application information submitted by the inspection personnel and, after receiving the authorization instruction, obtain and transmit the collected data of all inspection items resubmitted by the inspection personnel. The modification application information includes several modification items and the reasons for the modification.

[0014] The inspection data management platform is used to manage and analyze the automated and manual inspection data of the inspection piles. The inspection data management platform includes an authority setting module, a modification approval module, and a modification analysis module;

[0015] An authority setting module is used to store the automatic detection data and manual detection data of the detection piles, and when storing, obtains a plurality of co-occurrence lists of the pile types according to the pile types of the detection piles;

[0016] For any co-occurrence list obtained, all detection items are extracted from it and the corresponding collected data are extracted from the automated detection data and the manual detection data to be bound, and the operation permission is set to only view for each item;

[0017] The modification approval module is used to receive modification application information and display it to the management personnel for review. If the review is passed, a temporary opening instruction is generated and transmitted to the permission setting module. The temporary opening instruction carries the temporary authorization object, temporary authorization order number and several temporary authorization items.

[0018] Modify the analysis module to store the open record data transmitted by the permission setting module and analyze the fixed data after storage. During the analysis, based on any pile type, each detection item of the pile type that can be detected by the pile detection equipment and the inspection personnel is used as a benchmark, set a grouping index, and determine a number of grouping lists based on each detection item;

[0019] A co-occurrence algorithm is used to calculate the co-occurrence frequency based on each group list, and the group list with the highest co-occurrence frequency is selected as a co-occurrence list of the base pile type. All elements contained in the selected group list are removed from the remaining group lists to obtain several new group lists; the above process of using the co-occurrence algorithm to calculate the co-occurrence frequency, selecting the group list with the highest co-occurrence frequency and removing the corresponding elements is repeated until the number of group lists obtained is 0.

[0020] Furthermore, it also includes a detection equipment terminal for collecting automated detection data of pile foundations at the construction site, and the automated detection data includes collected data of several detection items.

[0021] Furthermore, the personnel detection terminal includes an electronic device, in which a recording app is installed, and the recording app is developed based on a mobile operating system.

[0022] Furthermore, several mandatory detection items are pre-set in the recording app, and the recording app performs mandatory detection on the collected data of all detection items contained in the submitted manual detection data. During the detection process, the recording app searches for the collected data corresponding to the mandatory detection items in all the submitted collected data based on all the built-in mandatory detection items. If the collected data of several mandatory detection items cannot be retrieved, a prompt message is generated based on the several mandatory detection items that cannot be detected, prompting the search personnel to submit the collected data of the said several mandatory detection items.

[0023] Furthermore, the inspection data management platform also includes an inspection and evaluation separation module, which is used to separate the process of inspection personnel's modification and review personnel's judgment. Reviewers only have the operation authority to review the automated inspection data and manual inspection data of the inspection piles and fill in the evaluation opinions. The system automatically records the operation log.

[0024] Furthermore, the test data management platform also includes a report generation module, which has 12 built-in report templates that meet industry standards, supports custom test item configuration, and automatically fills in and generates PDF reports based on the collected data and evaluation results of several test items.

[0025] Furthermore, the inspection personnel submit the modification application information through the recording app, which is transmitted to the modification approval module via the personnel inspection terminal. After the management personnel reviews and approves it, the modification approval module generates a temporary opening instruction and transmits it to the permission setting module; the permission setting module opens a limited-time modification permission based on the temporary opening instruction, and the inspection personnel resubmits the data through the recording app, which is transmitted to the permission setting module via the personnel inspection terminal. The permission setting module completes the data replacement, permission reset, and open record data generation and transmission.

[0026] Furthermore, the permission setting module is also used to open the limited-time modification permission of the corresponding detection item collection data to the temporarily authorized object after receiving the temporary opening instruction; after receiving the resubmitted collection data of all several detection items, replace the corresponding detection item data in the corresponding automated detection data and manual detection data, and reset the operation permission to view only, and generate open record data based on the temporary authorization order number in the temporary opening instruction, the pile type of the corresponding detection pile and several temporary authorization items, and transmit it to the modification analysis module for storage.

[0027] Furthermore, the analysis steps for modifying the analysis module to analyze and determine several co-occurrence lists of several pile types are as follows:

[0028] S11: The inspection personnel can detect all pile types are marked as A1, A2, ..., Aa, a ≥ 1, the pile detection equipment and inspection personnel can detect all detection items belonging to the pile type A1 detection pile are marked as B1, B2, ..., Bb, b ≥ 1;

[0029] S12: Taking detection item B1 as the benchmark, set the grouping index c, and take the value of c as 0, 1, 2, ..., b-1 in sequence. Each time the value is taken, combine detection item B1 with the corresponding number of detection items to obtain the grouping list D1, D2, ..., Dd based on detection item B1, where d=C 2 b-1 +...+C e b-1 +2, specifically:

[0030] When the value of c is 0, the detection item B1 is added to an empty list to obtain a group list. At this time, the number of elements in the group list is 1;

[0031] When the value of c is 1, the detection item B1 is combined with the detection items B2, B3, ..., Bb to obtain b-1 group lists. At this time, the number of elements in each of these b-1 group lists is 2;

[0032] When the value of c is 2, any two detection items from detection items B2, B3, ..., Bb are combined with detection item B1 to obtain D 2 b-1 A group list, at this time in D 2 b-1 The number of elements in each grouping list is 3;

[0033] Similarly, when c=e,3≤e≤b-1, select e detection items from B2, B3, ..., Bb and combine them with detection item B1 to obtain D e b-1 There are grouped lists, and the number of elements in each grouped list is e+1;

[0034] When setting the grouping index c, c means the number of detection items selected from detection items B2, B3, ..., Bb in each grouping list, excluding detection item B1;

[0035] S13: Get all temporary open record data F1, F2, ..., Ff, f≥1 of the pile type A1 contained in the modification analysis module;

[0036] Traverse all detection items contained in the temporary open record data F1, F2, ..., Ff, and use the co-occurrence algorithm to calculate and obtain the group lists D1, D2, ..., D 2 b-1 The co-occurrence frequency represents the correlation strength between all detection items included in the grouping list;

[0037] S14: From the group list D1, D2, ..., D 2 b-1 The group list with the highest co-occurrence frequency is selected as a co-occurrence list of the base pile type A1. After selection, all elements contained in the selected group list are extracted and the co-occurrence list is added to the group lists D1, D2, ..., D 2 b-1 Remove all the extracted elements and get D 2 b-1 -1 group list, and then continue to use the co-occurrence algorithm to combine the temporary open record data F1, F2, ..., Ff to calculate D 2 b-1-1 grouping list co-occurrence frequency, and select the grouping list with the highest co-occurrence frequency as a co-occurrence list of the pile type A1 again, repeat the above process until the number of grouping lists obtained is 0. It should be noted here that once a grouping list is selected as a co-occurrence list of the pile type A1, the list will not participate in the next selection process;

[0038] S15: According to S14, several co-occurrence lists of pile types 2, A3, ..., Aa are obtained in sequence, and all co-occurrence lists of pile types 1, A2, ..., Aa are transmitted to the permission setting module;

[0039] The permission setting module receives and stores all co-occurrence lists of the transmitted pile types 1, A2, ..., Aa.

[0040] Compared with the existing technology, it has the following beneficial effects:

[0041] The present invention sets up a detection equipment terminal and a personnel detection terminal to respectively collect automatic detection data and manual detection data of the pile detection. The data collection of several detection items included in the automatic detection data relies on the modified pile detection equipment. The modified pile monitoring equipment integrates a high-performance network communication module, which enables it to have stable networking capabilities.

[0042] The present invention sets permissions for the automated detection data and manual detection data of the detection piles by setting an authority setting module, sets a modification approval module to receive modification application information and display it to the management personnel for review; the detection personnel are allowed to modify the collected data of specific detection items only after the review is passed, which effectively prevents the detection personnel from arbitrarily modifying the detection data; sets an inspection and evaluation separation module to separate the process of modification by the detection personnel and judgment by the review personnel, and the review personnel only have the operation permission to view the automated detection data and manual detection data of the detection piles and fill in the evaluation opinions, which realizes the supervision of the detection progress, personnel, technology and quality, realizes the separation of inspection and evaluation of the pile detection data, and reduces the management risk of the detection;

[0043] The present invention analyzes the open record data recorded after each approval and modification by setting a modification analysis module. During the analysis process, based on any type of pile, several grouping lists based on each monitoring item are determined; a co-occurrence algorithm is used to screen and obtain several co-occurrence lists of each pile type; the permission setting module binds and sets permissions for the manual detection data and detection items in the automatic detection data of all detection piles received next based on the several co-occurrence lists of each pile type, and binds and uniformly sets permissions for the collected data of several detection items that are likely to be modified together in each modification. This not only avoids the problem of excessive permissions caused by unified permission setting, reduces the risk of erroneous modification or abuse of permissions, and ensures data security; it also reduces the tedious operation of separately setting permissions for multiple related detection items, reduces the time cost and management burden of managers, and improves the convenience and accuracy of permission management;

[0044] The present invention sets up a report generation module, which has 12 built-in report templates that meet industry standards, supports custom detection item configuration, and automatically fills and generates PDF reports based on the collected data and evaluation results of several detection items, thereby reducing the labor intensity of detection personnel;

[0045] This invention breaks down information silos, improves inspection management efficiency, and promotes the industry's transformation towards intelligence and informatization by digitizing the entire process from inspection task issuance, data collection, review and evaluation, report generation to file management. BRIEF DESCRIPTION OF THE DRAWINGS

[0046] Figure 1 This is a system block diagram of the present invention. DETAILED DESCRIPTION

[0047] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative efforts are within the scope of protection of the present invention.

[0048] See also Figure 1 ,This application provides a foundation pile detection data management platform, including detection equipment terminals, personnel detection terminals and detection data management platform;

[0049] A detection equipment terminal is used to collect automated detection data from pile foundation detection at the construction site and transmit it to a detection data management platform. The automated detection data includes collected data of several detection items. The detection equipment terminal includes a modified pile foundation detection device. It should be noted that the collected data of the several detection items included in the automated detection data is dependent on the pile foundation detection device and is directly detected by the pile foundation detection device or calculated based on the built-in calculation logic of the pile foundation detection device in combination with several directly detected detection items.

[0050] The transformation process of the pile foundation detection equipment is as follows:

[0051] First, high-performance network communication modules will be integrated into existing pile foundation testing equipment to provide stable networking capabilities, enabling access to the internet via wired or wireless means (such as Wi-Fi, 4G / 5G networks). Simultaneously with the hardware upgrade, the software systems on the pile foundation testing equipment will be upgraded and optimized, and adaptive data collection and transmission programs will be developed. Once the pile foundation testing equipment completes its inspection task, the automated inspection data will be automatically uploaded to a designated inspection data management platform via the network.

[0052] To ensure the reliability and security of automated detection data transmission, data encryption technology is used to encrypt the uploaded automated detection data to prevent the automated detection data from being stolen or tampered with during transmission. At the same time, a data cache and verification mechanism is set up in the pile detection equipment. When a temporary network failure occurs, the data can be temporarily stored in the pile detection equipment cache and automatically resumed and verified after the network is restored to ensure the integrity and accuracy of the data. Through these measures, the real-time, secure and efficient upload of detection data is achieved, laying a solid foundation for subsequent data management and analysis.

[0053] Taking the MC-6361 multi-channel ultrasonic pile detector as an example, the specific transformation steps are as follows:

[0054] Hardware modification details:

[0055] Remove the original USB data interface module, solder the SIM7600CE 4G communication module, and use the U.FL interface to connect the external antenna. The antenna gain should be ≥5dBi to ensure signal strength. Add an LC filter circuit to the power supply to suppress the interference of the communication module on the detection circuit.

[0056] The mainboard extends the SPI interface to communicate with the communication module, and uses interrupt mode to process data transmission and reception, ensuring that detection data collection and network transmission are processed in parallel without affecting the real-time detection performance.

[0057] Software development process:

[0058] Develop a low-level driver based on Android NDK to implement data exchange between the detection equipment ADC data acquisition and the communication module. The sampling rate is configured to 10kHz to meet the high-frequency data requirements of ultrasonic testing.

[0059] Develop data transmission services, use the WebSocket protocol to maintain long connections, customize the data frame format, include fields such as detection project ID, device number, data type, timestamp, etc., to ensure data traceability; implement breakpoint resume algorithm, sort cached data according to timestamp, and upload them in sequence after network recovery.

[0060] Test verification scheme:

[0061] In on-site tests on the Huyi to Meixian Expressway project, data upload delay was ≤200ms in a 4G network environment, and 100 piles were continuously tested with no data loss. In tests in weak signal areas such as tunnels, the communication module automatically switched to the 2G network to ensure data was not lost.

[0062] The personnel inspection terminal is used to collect manual inspection data of pile foundations at the construction site and transmit it to the inspection data management platform. The manual inspection data includes basic information of the inspected pile foundations, inspection location, inspection time, inspection personnel information, and collection data of several inspection items;

[0063] The personnel detection terminal includes an electronic device, which is a device distributed by the detection unit to the detection personnel for submitting detection data. In this application, the electronic device is a smart phone;

[0064] A recording app is installed in the electronic device, and the recording app is developed based on a mobile operating system and has a user-friendly interface and a pre-written operation process;

[0065] It should be noted that the collected data of several detection items included in the manual detection data collected by the personnel detection terminal are manually detected by the detection personnel through the detection equipment or can be calculated through calculation based on the collected data of several detection items detected manually;

[0066] The inspector first enters the basic information of the pile to be inspected, including the inspection location, inspection time, and inspector information in advance through the recording app. The basic information includes the task order number, task order name, task name, person in charge, inspection instrument name, inspection instrument number, and pile type. The inspector information includes the inspector's name and inspector number.

[0067] After the data entry is completed, the collected data of several test items recorded in real time during the inspection of the test piles will be submitted to the recording app. The test items recorded by the inspectors include but are not limited to the concrete strength of the pile body, the verticality of the pile body, the installation depth of the steel cage, etc. The data of some test items also include a number of on-site photos and videos;

[0068] During the submission process, the recording app performs mandatory testing on the collected data of all submitted test items. During the testing process, the recording app searches for the existence of collected data for each mandatory test item in turn according to all mandatory test items pre-set by the management personnel. If the collected data for some mandatory test items cannot be retrieved, a prompt message is generated based on the mandatory test items, prompting the searcher to submit the collected data for the mandatory test items.

[0069] It should be noted that the recording app has several pre-set mandatory inspection items. These are selected by management personnel from a number of pile foundation inspection items according to the "Technical Specifications for Building Foundation Pile Inspection" (JGJ 106-2014), including but not limited to pile diameter, designed pile length, concrete strength, etc. If these items are not submitted, access will be prohibited to ensure data integrity from the source.

[0070] The inspection data management platform is used to manage and analyze the inspection data of the inspection piles. The inspection data management platform includes an authority setting module, an inspection and evaluation separation module, a report generation module, a modification approval module, and a modification analysis module;

[0071] After receiving the transmitted automated inspection data and manual inspection data of the inspection piles, the inspection data management platform transmits them to the authority setting module;

[0072] The permission setting module is used to store the automated detection data and manual detection data of the detection pile and set the operation permissions. In this application, the types of operation permissions set include two types: viewing only and temporary modification permissions. Viewing only means that the corresponding data can only be viewed, and limited-time modification permissions mean that the collected data of the corresponding detection item can be modified, where modification includes adding, deleting, modifying, and checking the collected data;

[0073] The permission setting module receives the transmitted automatic detection data and manual detection data of the detection pile and stores them. During the storage process, the operation permissions of the automatic detection data and the manual detection data are uniformly set to be only for reading;

[0074] The inspection and evaluation separation module is used to separate the process of initial judgment by inspectors and secondary judgment by auditors. Auditors only have the authority to review the automated inspection data and manual inspection data of the piles and fill in their evaluation opinions. The system automatically records the operation log.

[0075] The report generation module has 12 built-in report templates that meet industry standards and supports custom test item configuration. It automatically generates PDF reports based on the collected data and assessment results of several test items. The generation time is ≤ 30 seconds per report, which is 85% more efficient than manual writing and reduces the paperwork workload of test personnel.

[0076] The modification approval module is used by management personnel to approve the modification application information submitted by the inspection personnel. The modification application information includes the modification task number, several modification items and the modification reason. The modification task number is represented as the pre-modification task order number, which is used to help the system quickly find the corresponding automatic inspection data and manual inspection data of the inspection pile;

[0077] The modification item indicates the detection item corresponding to the pre-modified collected data. The modification reason is a textual description of why the modification is required, so that the management personnel can quickly assess the necessity of the modification.

[0078] The test personnel submit the modification application information through the recording app, which is captured by the personnel test terminal and transmitted to the test data management platform. After receiving the transmitted modification application record, the test data management platform transmits it to the modification approval module;

[0079] After receiving the transmitted modification application information, the modification approval module displays it to the management personnel, who review and review the modification reasons of several modification items described in the modification application information. If the review is passed, a temporary opening instruction is generated, which carries a temporary authorization object, a temporary authorization number, and several temporary authorization items. The temporary authorization object refers to the inspection personnel who submitted the modification application information, the temporary authorization number is the modification task number carried in the modification application record, and the temporary authorization items are the modification items carried in the modification application record;

[0080] The modification approval module transmits the temporary opening instruction to the authority setting module. After receiving the transmitted temporary opening instruction, the authority setting module finds the automatic detection data and manual detection data of the corresponding detection pile according to the temporary authorization number carried in the temporary opening instruction, and according to the multiple temporary authorization items and temporary authorization objects carried in the temporary opening instruction, opens the operation authority of the collection data of the corresponding detection items for the temporary authorization object for the automatic detection data and the manual detection data, temporarily modifies the type of the operation authority to a time-limited modification authority, and generates an authorization instruction after the modification is completed and transmits it to the personnel detection terminal;

[0081] After receiving the authorization instruction, the personnel detection terminal displays it to the corresponding detection personnel for review. The detection personnel resubmits the collected data of the corresponding detection items through the recording app. After the submission is completed, the personnel detection terminal obtains the collected data of all submitted detection items and transmits it to the permission setting module;

[0082] After receiving the transmitted collected data of all detection items, the authority setting module replaces the collected data of the corresponding detection items in the automated detection data and manual detection data of the detection pile, and sets the operation authority of the replaced collected data of the corresponding detection items to only read. After the setting is completed, the authority setting module finds the type of the corresponding detection pile according to the temporary authorization number carried in the temporary opening instruction, generates the opening record data of the temporary opening instruction according to the pile type and the multiple temporary authorization items carried in the temporary opening instruction, and transmits the opening record data to the modification analysis module for storage;

[0083] If the review fails, a failure instruction is generated and transmitted to the personnel inspection terminal, which displays it to the inspection personnel for review. The failure instruction includes the failure reason entered by the management personnel based on the modification application record;

[0084] The modification analysis module is used to analyze the open record data of the modification application information after storing a fixed amount of data to determine the co-occurrence list of several pile types. The open record data contains the pile type and several detection items. The analysis steps are as follows:

[0085] S11: The inspection personnel can detect all pile types are marked as A1, A2, ..., Aa, a ≥ 1, the pile detection equipment and inspection personnel can detect all detection items belonging to the pile type A1 detection pile are marked as B1, B2, ..., Bb, b ≥ 1;

[0086] S12: Taking detection item B1 as the benchmark, set the grouping index c, and take the value of c as 0, 1, 2, ..., b-1 in sequence. Each time the value is taken, combine detection item B1 with the corresponding number of detection items to obtain the grouping list D1, D2, ..., Dd based on detection item B1, where d=C 2 b-1 +...+C e b-1 +2, specifically:

[0087] When the value of c is 0, the detection item B1 is added to an empty list to obtain a group list. At this time, the number of elements in the group list is 1;

[0088] When the value of c is 1, the detection item B1 is combined with the detection items B2, B3, ..., Bb to obtain b-1 group lists. At this time, the number of elements in each of these b-1 group lists is 2;

[0089] When the value of c is 2, any two detection items from detection items B2, B3, ..., Bb are combined with detection item B1 to obtain D 2 b-1 A group list, at this time in D 2 b-1 The number of elements in each grouping list is 3;

[0090] Similarly, when c=e,3≤e≤b-1, select e detection items from B2, B3, ..., Bb and combine them with detection item B1 to obtain D e b-1 There are grouped lists, and the number of elements in each grouped list is e+1;

[0091] It should be noted here that when setting the grouping index c, c means the number of detection items selected from detection items B2, B3, ..., Bb in each group list, excluding detection item B1;

[0092] S13: Get all open record data F1, F2, ..., Ff, f≥1 of the pile type A1 from the modified analysis module;

[0093] Traverse all detection items contained in the open record data F1, F2, ..., Ff, and use the co-occurrence algorithm to calculate and obtain the group lists D1, D2, ..., D 2 b-1 The co-occurrence frequency represents the correlation strength between all detection items included in the grouping list;

[0094] S14: From the group list D1, D2, ..., D 2 b-1 The group list with the highest co-occurrence frequency is selected as a co-occurrence list of the base pile type A1. After selection, all elements contained in the selected group list are extracted and the co-occurrence list is added to the group lists D1, D2, ..., D 2 b-1 Remove all the extracted elements and get D 2 b-1 -1 group list, and then continue to use the co-occurrence algorithm to combine the open record data F1, F2, ..., Ff to calculate D 2 b-1-1 grouping list co-occurrence frequency, and select the grouping list with the highest co-occurrence frequency as a co-occurrence list of the pile type A1 again, repeat the above process until the number of grouping lists obtained is 0. It should be noted here that once a grouping list is selected as a co-occurrence list of the pile type A1, the list will not participate in the next selection process;

[0095] S15: according to S14, several co-occurrence lists of pile types 2, A3, ..., Aa are obtained in sequence;

[0096] The modification analysis module transmits all co-occurrence lists of base pile types 1, A2, ..., Aa to the permission setting module;

[0097] The permission setting module receives and stores all co-occurrence lists of the transmitted pile types 1, A2, ..., Aa;

[0098] When the automated inspection data and manual inspection data of the next inspection pile are transmitted to the authority setting module, the authority setting module sets the authority for the automated inspection data and the manual inspection data. The authority setting content is as follows:

[0099] According to the type of the detected pile, obtaining from the authority setting module several co-occurrence lists of the pile type;

[0100] For any co-occurrence list of the pile type obtained, all detection items are first extracted from it. Then, based on these detection items, corresponding collected data are extracted from the automated detection data and the manual detection data. All the extracted collected data are bound together, and operation permissions are set for each of them, with the operation permissions set to view only.

[0101] After setting the operation permissions for the collected data of all detection items in the automated detection data and manual detection data based on all co-occurrence lists of the pile types, uniformly set the operation permissions for all remaining data, and set the operation permissions to be only for viewing;

[0102] Some of the data in the above formulas are dimensionless and numerically calculated. Meanwhile, the contents not described in detail in this specification belong to the prior art known to those skilled in the art.

[0103] The above embodiments are only used to illustrate the technical method of the present invention and are not intended to limit the present invention. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical method of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical method of the present invention.

Claims

1. The pile foundation detection data management platform is characterized by: include: The personnel inspection terminal is used to obtain manual inspection data of the inspection piles collected at the construction site and submitted by the inspection personnel. The manual inspection data includes the collected data of several inspection items. It is also used to obtain the modification application information submitted by the inspection personnel and, after receiving the authorization instruction, obtain and transmit the collected data of all inspection items resubmitted by the inspection personnel. The modification application information includes several modification items and the reasons for the modification. The inspection data management platform is used to manage and analyze the automated and manual inspection data of the inspection piles. The inspection data management platform includes an authority setting module, a modification approval module, and a modification analysis module; An authority setting module is used to store the automatic detection data and manual detection data of the detection piles, and when storing, obtains a plurality of co-occurrence lists of the pile types according to the pile types of the detection piles; For any co-occurrence list obtained, all detection items are extracted from it and the corresponding collected data are extracted from the automated detection data and the manual detection data to be bound, and the operation permission is set to only view for each item; The modification approval module is used to receive modification application information and display it to the management personnel for review. If the review is passed, a temporary opening instruction is generated and transmitted to the permission setting module. The temporary opening instruction carries the temporary authorization object, temporary authorization order number and several temporary authorization items. Modify the analysis module to store the open record data transmitted by the permission setting module and analyze the fixed data after storage. During the analysis, based on any pile type, each detection item of the pile type that can be detected by the pile detection equipment and the inspection personnel is used as a benchmark, set a grouping index, and determine a number of grouping lists based on each detection item; A co-occurrence algorithm is used to calculate the co-occurrence frequency based on each group list, and the group list with the largest co-occurrence frequency is selected as a co-occurrence list of the base pile type. All elements contained in the selected group list are removed from the remaining group lists to obtain several new group lists; the above process of using the co-occurrence algorithm to calculate the co-occurrence frequency, selecting the group list with the highest co-occurrence frequency and removing the corresponding elements is repeated until the number of group lists obtained is 0.

2. The pile foundation detection data management platform according to claim 1, characterized in that: It also includes a detection equipment terminal for collecting automated detection data for detecting foundation piles at the construction site. The automated detection data includes collected data of several detection items.

3. The pile foundation detection data management platform according to claim 1, characterized in that: The personnel detection terminal includes an electronic device, in which a recording app is installed. The recording app is developed based on a mobile operating system.

4. The pile foundation detection data management platform according to claim 3, characterized in that: There are several mandatory detection items pre-set in the recording app. The recording app performs mandatory detection on the collected data of all detection items contained in the submitted manual detection data. During the detection process, the recording app searches for the collected data corresponding to the mandatory detection items in all the submitted collected data based on all the built-in mandatory detection items. If the collected data of several mandatory detection items cannot be retrieved, a prompt message is generated based on the several mandatory detection items that cannot be detected, prompting the search personnel to submit the collected data of the said several mandatory detection items.

5. The pile foundation detection data management platform according to claim 1, characterized in that: The inspection data management platform also includes an inspection and evaluation separation module, which is used to separate the process of inspection personnel's modification and auditors' judgment. Auditors only have the operation authority to review the automated inspection data and manual inspection data of the inspection piles and fill in the evaluation opinions. The system automatically records the operation log.

6. The pile foundation detection data management platform according to claim 1, characterized in that: The test data management platform also includes a report generation module, which has 12 built-in report templates that meet industry standards, supports custom test item configuration, and automatically fills in and generates PDF reports based on the collected data and assessment results of several test items.

7. The pile foundation detection data management platform according to claim 4, characterized in that: The inspection personnel submit the modification application information through the recording app, which is transmitted to the modification approval module through the personnel inspection terminal. After the management personnel review and approve it, the modification approval module generates a temporary opening instruction and transmits it to the permission setting module; The permission setting module opens limited-time modification permissions based on temporary opening instructions. The inspection personnel resubmit the data through the recording app, which is transmitted to the permission setting module through the personnel inspection terminal. The permission setting module completes data replacement, permission reset, and open record data generation and transmission.

8. The pile foundation detection data management platform according to claim 1, characterized in that: The permission setting module is also used to open the limited-time modification permission of the corresponding detection item collection data to the temporarily authorized object after receiving the temporary opening instruction; after receiving the resubmitted collection data of all several detection items, replace the corresponding detection item data in the corresponding automated detection data and manual detection data, and reset the operation permission to view only, and generate open record data based on the temporary authorization order number in the temporary opening instruction, the pile type of the corresponding detection pile and several temporary authorization items, and transmit it to the modification analysis module for storage.

9. The pile foundation detection data management platform according to claim 1, characterized in that: The analysis steps for modifying the analysis module to determine the co-occurrence lists of several pile types are as follows: S11: The inspection personnel can detect all pile types are marked as A1, A2, ..., Aa, a ≥ 1, the pile detection equipment and inspection personnel can detect all detection items belonging to the pile type A1 detection pile are marked as B1, B2, ..., Bb, b ≥ 1; S12: Taking detection item B1 as the benchmark, set the grouping index c, and take the value of c as 0, 1, 2, ..., b-1 in sequence. Each time the value is taken, combine detection item B1 with the corresponding number of detection items to obtain the grouping list D1, D2, ..., Dd based on detection item B1, where d=C 2 b-1 +...+C e b-1 +2, specifically: When the value of c is 0, the detection item B1 is added to an empty list to obtain a group list. At this time, the number of elements in the group list is 1; When the value of c is 1, the detection item B1 is combined with the detection items B2, B3, ..., Bb to obtain b-1 group lists. At this time, the number of elements in each of these b-1 group lists is 2; When the value of c is 2, any two detection items from detection items B2, B3, ..., Bb are combined with detection item B1 to obtain D 2 b-1 A group list, at this time in D 2 b-1 The number of elements in each grouping list is 3; Similarly, when c=e,3≤e≤b-1, select e detection items from B2, B3, ..., Bb and combine them with detection item B1 to obtain D e b-1 There are grouped lists, and the number of elements in each grouped list is e+1; When setting the grouping index c, c means the number of detection items selected from detection items B2, B3, ..., Bb in each grouping list, excluding detection item B1; S13: Get all temporary open record data F1, F2, ..., Ff, f≥1 of the pile type A1 contained in the modification analysis module; Traverse all detection items contained in the temporary open record data F1, F2, ..., Ff, and use the co-occurrence algorithm to calculate and obtain the group lists D1, D2, ..., D 2 b-1 The co-occurrence frequency represents the correlation strength between all detection items included in the grouping list; S14: From the group list D1, D2, ..., D 2 b-1 The group list with the largest co-occurrence frequency is selected as a co-occurrence list of the base type A1. After selection, all elements contained in the selected group list are extracted and added to the group lists D1, D2, ..., D 2 b-1 Remove all the extracted elements and get D 2 b-1 -1 group list, and then continue to use the co-occurrence algorithm to combine the temporary open record data F1, F2, ..., Ff to calculate D 2 b-1 -1 grouping list co-occurrence frequency, and select the grouping list with the highest co-occurrence frequency as a co-occurrence list of the pile type A1 again, repeat the above process until the number of grouping lists obtained is 0. It should be noted here that once a grouping list is selected as a co-occurrence list of the pile type A1, the list will not participate in the next selection process; S15: According to S14, several co-occurrence lists of pile types 2, A3, ..., Aa are obtained in sequence, and all co-occurrence lists of pile types 1, A2, ..., Aa are transmitted to the permission setting module; The permission setting module receives and stores all co-occurrence lists of the transmitted pile types 1, A2, ..., Aa.

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