An internet of things edge data computing retrieval method and device
By introducing hybrid indexing and natural language processing technologies into IoT edge devices, the efficiency and accuracy issues of traditional retrieval methods are solved, enabling efficient and accurate data retrieval and fault diagnosis.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- CHINA NETCOM ANKE (BEIJING) TECHNOLOGY DEVELOPMENT CO LTD
- Filing Date
- 2024-12-24
- Publication Date
- 2026-04-10
AI Technical Summary
Traditional data computing and retrieval methods for IoT edge devices cannot effectively handle abnormal data, cannot adapt to multimodal characteristics and complex query needs, resulting in low retrieval efficiency and an inability to accurately understand the user's complex search intent.
A hybrid indexing approach is adopted, combining hash indexes and spatiotemporal indexes. Natural language processing and text AI analysis technologies are introduced for data preprocessing, index building, and retrieval execution. It supports multi-condition association parsing and utilizes a caching mechanism to improve search speed.
It improves the efficiency and accuracy of data retrieval for IoT edge devices, can handle complex multi-condition related queries, lowers the barrier to entry for users, and ensures data integrity and accuracy.
Smart Images

Figure CN119669210B_ABST
Abstract
Description
Technical Field
[0001] This invention relates to the field of Internet of Things (IoT) technology, specifically to a data computing and retrieval method and apparatus for the IoT edge. Background Technology
[0002] IoT edge devices are intelligent devices located at the network edge of an IoT system, situated at the intersection of the physical and digital worlds. They directly connect to and manage physical entities and perform preliminary processing and analysis on the collected data. IoT edge devices are deployed close to the data source, which makes data collection more timely and accurate, reducing the possibility of data transmission delays and loss. IoT edge devices are used to collect various physical quantities or environmental parameters, such as temperature sensors, humidity sensors, light sensors, pressure sensors, and acceleration sensors. These sensors are widely used in environmental monitoring, industrial automation, smart homes, and other fields.
[0003] In the existing technology field, traditional data cleaning methods in IoT edge computing and retrieval often simply remove abnormal data or use fixed estimation methods for repair. When IoT edge devices are damaged and unable to upload data, they cannot accurately reflect the data that sensors should collect under normal working conditions, and can mislead data analysis results. Furthermore, IoT edge data computing and retrieval methods usually choose a fixed index type, which is difficult to adapt to the multimodal characteristics and complex query requirements of IoT data. They cannot dynamically adjust the index type according to the data access pattern, resulting in low retrieval efficiency in different query scenarios. Traditional parsing methods require users to input search requests in a fixed format, which is difficult to handle complex multi-condition related queries and cannot accurately understand and interpret the user's complex search intent. Summary of the Invention
[0004] The purpose of this invention is to provide a data computing and retrieval method and apparatus at the edge of the Internet of Things (IoT) to solve the problems mentioned in the background art.
[0005] To achieve the above objectives, the present invention provides the following technical solution: a data computing and retrieval method for the edge of the Internet of Things, comprising the following steps:
[0006] Step 1: Data Preprocessing
[0007] 1. Data Acquisition and Formatting:
[0008] IoT edge devices collect raw data and aggregate the data to external data terminals;
[0009] Formatting data: The data terminal converts the data into a standard format and adds semantic tags to the numerical values to indicate their acquisition environment;
[0010] 2. Data cleaning:
[0011] The data terminal identifies, removes, and corrects noisy data, and then stores it.
[0012] To handle missing values, if a certain IoT edge device fails to collect data at a certain time, it is marked as a missing value. The IoT edge device is then dispatched to diagnose the fault and repair it accordingly.
[0013] Step 2: Index Building:
[0014] 1. Selecting the index type: Based on the multimodal characteristics of IoT data, a hybrid indexing method is adopted. For IoT systems that simultaneously contain time-series environmental monitoring data and device geographic location information, the data terminal uses a hash index to quickly find specific devices, and a spatiotemporal index to handle queries related to geographic location and time.
[0015] 2. Index building: The data terminal builds an index for the data according to the selected index type;
[0016] Step 3: Execute the search:
[0017] 1. Parse the search request:
[0018] Natural Language Processing-Assisted Parsing: By introducing natural language processing technology, users can express their search requests in natural language, and the data terminal uses a lightweight natural language processing model to convert them into precise query conditions;
[0019] Multi-condition association parsing: By introducing text AI analysis technology, the data terminal identifies input errors in the search request and automatically corrects and estimates them. The data terminal uses AI algorithms to logically understand the long text input by the user, finds the logical relationships, and transforms them into corresponding query operations, thereby handling the complex association relationships between multiple search conditions.
[0020] 2. Use indexes for searching:
[0021] Parallel index lookup: When the data terminal uses a hybrid index or a distributed index based on the parsed key information, it performs parallel index lookup operations and finally summarizes the results.
[0022] Cache-based fast lookup: Establish a caching mechanism on the data terminal to cache the index results of frequently retrieved data, thereby improving the speed of the next lookup;
[0023] 3. Data extraction and return:
[0024] The data terminal retrieves data matching the search request from the storage location and presents the returned data in a personalized manner based on the user's device type and preferences.
[0025] Based on a data computing and retrieval method for the Internet of Things (IoT) edge, a data computing and retrieval device for the IoT edge is proposed. The device includes: a towing engineering vehicle, a towing trailer, a control console, a detection mechanism, a hoisting component, and a lifting platform. The towing trailer is towed by the towing engineering vehicle at its rear. The control console is installed inside the cab of the towing engineering vehicle and is electrically connected to the towing engineering vehicle. The detection mechanism is placed inside the towing trailer. The hoisting component is located outside the towing trailer and can be stored inside the towing trailer. The lifting platform is installed at the rear bottom of the towing trailer and is electrically connected to the control console.
[0026] Preferably, the detection mechanism includes: a mobile robot, a robotic arm, an electromagnetic connector, an angle adjustment platform, and a detection sensor; the mobile robot is placed at the bottom of the interior of the towing trailer, and the mobile robot is remotely network-connected to the control console; the robotic arm is installed on the front of the top of the mobile robot, and the robotic arm and the mobile robot are electrically connected; the electromagnetic connector is installed in the middle of the rear of the top of the mobile robot, and the electromagnetic connector and the mobile robot are electrically connected; the angle adjustment platform is installed on the front of the moving end of the robotic arm, and the angle adjustment platform and the mobile robot are electrically connected; the detection sensor is installed on the top of the moving end of the angle adjustment platform, and the detection sensor and the mobile robot are electrically connected.
[0027] Preferably, the auxiliary mechanism includes: a drive module, a control module, motion sensors, guide rails, a mounting base, pulleys, a first motor, and a belt; the number of drive modules is two, arranged side-by-side on the outside of the towing trailer; the control module is installed at the top center of the left drive module, the drive module and the control module are electrically connected, and the control module is remotely network-connected to the control console; the number of motion sensors is two, installed on the front side of the left and right drive modules, and the motion sensors are electrically connected to the control module; the number of guide rails is two sets, each set containing two guide rails, and the two sets of guide rails are installed vertically on the left and right drive modules. The top front and rear sides of the block; the number of mounting seats is four sets, with two mounting seats in each set, and the four sets of mounting seats are installed on the upper and lower sides of the two sets of guide rails in the vertical direction; the number of pulleys is four sets, with two pulleys in each set, and the four sets of pulleys are rotatably connected to the inner side of the four sets of mounting seats via a rotating shaft; the number of first motors is four, and the four first motors are respectively installed on the inner side of the bottom mounting seat in the four sets of mounting seats. The first motor and the rotating end extend into the inner side of the mounting seat and are connected to the shaft of the bottom pulley. The first motor and the control module are electrically connected; the number of belts is four, and the four belts are respectively sleeved on the outside of the four sets of pulleys in the vertical direction.
[0028] Preferably, the auxiliary mechanism further includes: guide rails, limiting rollers, rotating shaft seats, scissor-type folding frames, lead screw assemblies, and a second motor; the guide rails are in two sets, with two guide rails in each set, and the two sets of guide rails are respectively installed on the upper and lower sides of the inner front end of the left and right drive modules; the limiting rollers are in two sets, with two limiting rollers in each set, and the two sets of limiting rollers are respectively disposed in the inner cavities of the two sets of guide rails; the rotating shaft seats are in two sets, with two rotating shaft seats in each set, and the two sets of rotating shaft seats are respectively installed on the upper and lower sides of the inner front end of the left and right drive modules; The left and right drive modules are mounted on the upper and lower sides of their inner rear ends; the scissor folding frame is mounted on the inner side of the two sets of rotating shaft seats of the two sets of limiting rollers along the left and right directions via a rotating shaft; the lead screw assembly is mounted on the inner front end of the right drive module along the front and rear directions via a bearing seat, and the lead screw nut in the lead screw assembly is connected to the outer right front axis of the scissor folding frame via a bearing; the second motor is mounted on the inner middle of the right drive module, and the rotating end of the second motor is connected to the rear end of the lead screw shaft in the lead screw assembly, and the second motor is electrically connected to the control module.
[0029] Preferably, the hoisting components include: a mounting frame, a trough seat, a roller assembly, a belt clamp, a base frame, a telescopic guide rail, an electric telescopic rod, and a first mounting rod; the number of mounting frames is two, and the two mounting frames are arranged along the front-rear direction outside the left and right sets of guide rail frames; the number of trough seats is two, with two trough seats in each set, and the two sets of trough seats are respectively installed on the front and rear sides of the inner bottom end of the left and right mounting frames; the number of roller assemblies is two, with two trough seats in each set, and the two sets of roller assemblies are respectively installed on the four sides of the inner cavity of the two sets of trough seats; the inner side of each set of belt clamps contacts the outer side of the guide rail frame; the number of belt clamps is two, with two belt clamps in each set, and the two sets of belt clamps are respectively installed on the two sets of trough seats. Inside, two sets of belt clips are connected to one outer wall of two sets of belts; there are two sets of base frames, with two base frames in each set, and the four sets of base frames are installed on the front and rear sides of the top of the two mounting frames in the front-rear direction; there are two telescopic guide rails, which are arranged inside the two sets of base frames in the front-rear direction; there are two electric telescopic rods, which are fixedly installed on the rear end of the inner side of the two telescopic guide rails in the front-rear direction, and the electric telescopic rods are electrically connected to the control module; there are two first mounting rods, which are respectively arranged inside the telescopic ends of the two telescopic guide rails in the front-rear direction, and the two electric telescopic rods and their telescopic ends are connected to the rear top of the two first mounting rods on the left and right.
[0030] Preferably, the hoisting components further include: a telescopic rod, a sleeve housing, a sleeve frame, a limiting telescopic rod, a miniature electric telescopic rod, a second mounting rod, an electric roller, a hoisting module, and an electromagnetic chuck; the telescopic rod is installed along the left-right direction on the inner front end of the two first mounting rods on the left and right sides; the sleeve housing is sleeved on the outside of the telescopic rod; the sleeve frame is located on the left side of the sleeve housing, and the sleeve frame is sleeved on the outside of the telescopic rod; the number of limiting telescopic rods is three, and the three limiting telescopic rods are installed on the outside right side of the sleeve frame at 120-degree intervals along the circumference; the number of miniature electric telescopic rods is three, and the three miniature electric telescopic rods are installed on the outside of the sleeve frame at 120-degree intervals along the circumference and located at three... On the left side of the limiting telescopic rod, the miniature electric telescopic rod and the control module are electrically connected; there are three second mounting rods, which are installed circumferentially at 120-degree intervals on the outside of the telescopic ends of the three limiting telescopic rods, and the telescopic ends of the three miniature electric telescopic rods are respectively connected to the inside of the three second mounting rods; there are three electric rollers, which are respectively installed on the left end of the three second mounting rods, and the electric rollers are electrically connected to the control module; the lifting module is installed on the outside of the sleeve housing, and the lifting module and the control module are electrically connected; the electromagnetic chuck is installed at the bottom of the lifting end of the lifting module, and the electromagnetic chuck and the control module are electrically connected.
[0031] Compared with the prior art, the beneficial effects of the present invention are:
[0032] 1. The towing vehicle driven by staff will pull the trailer to the designated location. The mobile robot will move along the surface of the lifting platform to the corresponding position below the IoT edge device. The robotic arm will drive the angle adjustment platform to move to the designated height. The angle adjustment platform will drive the detection sensor to move in multiple directions to align the detection sensor with the IoT edge device. The detection sensor will send image information and network signal data to the control console for display through the mobile robot, so that staff can remotely determine the cause of the IoT edge device failure.
[0033] 2. Guided by the motion sensors, the drive module moves to the left and right sides of the mobile robot. The two first motors on the left and right sides drive the corresponding pulleys to rotate, causing the belts to drive the mounting brackets on the left and right sides to move to the designated height outside the guide rail. The electric telescopic rods on the left and right sides drive the first mounting rods to move the telescopic rods to a position above the mobile robot. The three miniature electric telescopic rods extend and retract, driving the second mounting rods on the corresponding positions, keeping the three electric rollers in contact with the outer wall of the telescopic rods. The internal motors of the electric rollers drive the rollers to rotate, thus aligning the sleeve frame and the sleeve shell. The lower telescopic rod moves to the left or right, aligning the electromagnetic chuck with the electromagnetic connector. The hoisting module drives the electromagnetic chuck to descend to a designated height, magnetically engaging the chuck with the connector. This hoists the mobile robot over the obstacle. After hoisting, the second motor drives the lead screw in the lead screw assembly to rotate, causing the lead screw nut to drive the upper limit roller at the corresponding position to move backward within the guide rail cavity. The scissor folding frame folds inward under the limiting action of the pivot seat. The scissor folding frame drives the left and right drive modules to narrow the distance between them, allowing the left and right drive modules to pass through the obstacle and follow the mobile robot.
[0034] In summary, this invention optimizes the data computing and retrieval method at the edge of the Internet of Things (IoT), improves the efficiency of different types of queries, ensures that the index structure always matches the query requirements, enhances the overall performance of the system, lowers the user threshold, accurately understands and processes complex retrieval requests, improves the accuracy and relevance of retrieval results, and directly reaches the location of IoT edge devices with missing data, accurately determines the specific reasons for data loss and takes corresponding actions, ensuring data integrity and accuracy, and providing a reliable foundation for data analysis. Attached Figure Description
[0035] Figure 1 This is a schematic diagram of the structure of the present invention;
[0036] Figure 2 for Figure 1 Explosion diagram of the testing facility;
[0037] Figure 3 for Figure 1 Exploded view of the hoisting components;
[0038] Figure 4 for Figure 3 Enlarged view of point A;
[0039] Figure 5 for Figure 3 Enlarged view of point B;
[0040] Figure 6 for Figure 3Exploded view of the hoisting components;
[0041] Figure 7 for Figure 6 Enlarged view of point C;
[0042] Figure 8 for Figure 6 Enlarged view of point D.
[0043] In the diagram: 1. Towing engineering vehicle; 2. Towing trailer; 3. Control console; 4. Detection mechanism; 41. Mobile robot; 42. Robotic arm; 43. Electromagnetic connector; 44. Angle adjustment platform; 45. Detection sensor; 5. Auxiliary mechanism; 51. Drive module; 52. Control module; 53. Motion sensor; 54. Guide rail frame; 55. Mounting base; 56. Pulley; 57. First motor; 58. Belt; 59. Guide rail; 510. Limiting roller; 511. Rotary shaft seat; 512. Scissor folding frame; 5 13. Lead screw assembly; 514. Second motor; 6. Lifting components; 61. Mounting bracket; 62. Slot seat; 63. Roller assembly; 64. Belt clamp; 65. Base frame; 66. Telescopic guide rail; 67. Electric telescopic rod; 68. First mounting rod; 69. Telescopic rod; 610. Sleeve housing; 611. Sleeve frame; 612. Limiting telescopic rod; 613. Miniature electric telescopic rod; 614. Second mounting rod; 615. Electric roller; 616. Lifting module; 617. Electromagnetic chuck; 7. Lifting platform. Detailed Implementation
[0044] The technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort are within the scope of protection of the present invention.
[0045] Please see Figures 1-8 This invention provides a technical solution: a data computing and retrieval method and apparatus for the edge of the Internet of Things, comprising:
[0046] Step 1: Data Preprocessing
[0047] 1. Data Acquisition and Formatting: IoT edge devices collect raw data and aggregate it to an external data terminal; Data Formatting: The data terminal converts the data into a standard format and adds semantic tags to the data to indicate the acquisition environment.
[0048] 2. Data cleaning: The data terminal identifies and removes noisy data, corrects it, and stores it; it handles missing values, marking any missing data collected by an IoT edge device at a certain time as a missing value, dispatching the IoT edge device to diagnose the fault, and repairing the fault accordingly.
[0049] Step 2: Index Building:
[0050] 1. Selecting the index type: Based on the multimodal characteristics of IoT data, a hybrid indexing method is adopted. For IoT systems that simultaneously contain time-series environmental monitoring data and device geographic location information, the data terminal uses a hash index to quickly find specific devices, and a spatiotemporal index to handle queries related to geographic location and time.
[0051] 2. Index building: The data terminal builds an index for the data according to the selected index type;
[0052] Step 3: Execute the search:
[0053] 1. Parsing Search Requests: Natural Language Processing-Assisted Parsing: Natural language processing technology is introduced, allowing users to express their search requests in natural language. The data terminal uses a lightweight natural language processing model to convert these requests into precise query conditions. Multi-Condition Association Parsing: Text AI analysis technology is introduced. The data terminal identifies input errors in the search request, automatically corrects them, and estimates and supplements them. The data terminal uses AI algorithms to logically understand the long text input by the user, finds the logical relationships within them, and converts them into corresponding query operations, thereby handling the complex relationships between multiple search conditions.
[0054] 2. Using indexes for searching: Parallel index search: When the data terminal uses a hybrid index or a distributed index based on the parsed key information, it performs parallel index search operations and finally summarizes the results; Fast search based on caching: A caching mechanism is established on the data terminal to cache the index results of frequently retrieved data, thereby improving the speed of subsequent searches;
[0055] 3. Data extraction and return: The data terminal extracts data that matches the retrieval request from the storage location and presents the returned data in a personalized manner according to the user's device type and preferences.
[0056] As a preferred option, further, such as Figure 1As shown, in step one, the devices used for fault diagnosis by the IoT edge device include: a towing engineering vehicle 1, a towing trailer 2, a control console 3, a detection mechanism 4, a hoisting component 6, and a lifting platform 7. The towing engineering vehicle 1 is equipped with a battery module and a charging connector to charge the mobile robot 41 and the control module 52 in the detection mechanism 4 and the hoisting component 6. The towing trailer 2 is towed by the towing engineering vehicle 1 at its rear. The control console 3 is installed inside the cab of the towing engineering vehicle 1 and is electrically connected to the towing engineering vehicle 1. The control console 3 is equipped with a network module and has preset programs that can be used for automated or manual control as needed. The detection mechanism 4 is placed inside the towing trailer 2. The hoisting component 6 is located outside the towing trailer 2 and can be stored inside the towing trailer 2. The lifting platform 7 is installed at the bottom rear of the towing trailer 2 and is electrically connected to the control console 3. The lifting platform 7 is raised and lowered by the control console 3, allowing the mobile robot 41 and the drive module 51 to move along the surface of the lifting platform 7 from the inside of the towing trailer 2 to the external ground position.
[0057] As a preferred option, further, such as Figure 2 As shown, the detection mechanism 4 includes: a mobile robot 41, a robotic arm 42, an electromagnetic connector 43, an angle adjustment platform 44, and a detection sensor 45. The mobile robot 41 is placed at the bottom of the towing trailer 2. The mobile robot 41 is remotely network-connected to the control console 3. The mobile robot 41 has a control module that can automatically control the electrical components inside the detection mechanism 4. The robotic arm 42 is installed on the front top of the mobile robot 41 and is electrically connected to the mobile robot 41. The robotic arm 42 is controlled by the mobile robot 41 and can drive the angle adjustment platform 44 to move to a specified height position. The electromagnetic connector 43 is installed in the middle of the rear top of the mobile robot 41. The electromagnetic connector 43 is connected to the mobile robot 41. Robot 41 is electrically connected, and electromagnetic connector 43 is controlled and activated by mobile robot 41; angle adjustment platform 44 is installed on the front side of the moving end of robotic arm 42, and is electrically connected to mobile robot 41. The angle adjustment platform 44 is controlled by mobile robot 41 and can drive detection sensor 45 to move in multiple angular directions; detection sensor 45 is installed on the top of the moving end of angle adjustment platform 44, and is electrically connected to mobile robot 41. The detection sensor 45 is controlled by mobile robot 41. Detection sensor 45 can be equipped with different types of sensors according to actual needs to perform operations such as image capture and network signal detection of IoT edge devices at designated locations.
[0058] As a preferred option, further, such as Figure 3 , Figure 4 and Figure 5As shown, the auxiliary mechanism 5 includes: a drive module 51, a control module 52, a motion sensor 53, a guide rail frame 54, a mounting base 55, a pulley 56, a first motor 57, a belt 58, a guide rail 59, a limit roller 510, a pivot seat 511, a scissor-type folding frame 512, a lead screw assembly 513, and a second motor 514. There are two drive modules 51, arranged side-by-side on the outside of the towing trailer 2. The drive modules 51 are controlled by the control module 52 and can move in multiple directions. The control module 52 is installed at the top center of the left drive module 51. The drive module 51 and the control module 52 are electrically connected, and the control module 52 is remotely network connected to the control console 3. The control module 52 has an internal network module that can remotely connect to the control console 3. The control module 52 also has a battery module that powers the internal electrical components of the auxiliary mechanism 5. It contains a preset program for automated control of these components. Two motion sensors 53 are installed in front of the left and right drive modules 51. These sensors are electrically connected to the control module 52 and can capture images of the external environment to plan the movement path of the drive modules 51. Two sets of guide rails 54 are installed vertically at the top front of the left and right drive modules 51. The rear two sides; there are four sets of mounting seats 55, with two mounting seats 55 in each set. The four sets of mounting seats 55 are installed vertically on the upper and lower sides of the two sets of guide rail frames 54. There are four sets of pulleys 56, with two pulleys in each set. The four sets of pulleys 56 are rotatably connected to the inner side of the four sets of mounting seats 55 via a rotating shaft. There are four first motors 57, which are respectively installed inside the bottom mounting seat 55 of the four sets of mounting seats 55. The first motors 57 and their rotating ends extend into the inner side of the mounting seat 55 and are connected to the shaft of the bottom pulley 56. The first motors 57 are electrically connected to the control module 52. The first motors 57 are controlled by the control module 52 and can drive the pulleys 56 at the corresponding positions. 6. Rotates clockwise or counterclockwise; There are four belts 58, which are respectively sleeved on the outside of four sets of pulleys 56 in the vertical direction; There are two sets of guide rails 59, with two in each set, and the two sets of guide rails 59 are respectively installed on the upper and lower sides of the inner front end of the left and right drive modules 51; There are two sets of limiting rollers 510, with two in each set, and the two sets of limiting rollers 510 are respectively set in the inner cavity of the two sets of guide rails 59, and the limiting rollers 510 can move back and forth along the inner cavity of the guide rails 59; There are two sets of rotating shaft seats 511, with two in each set, and the two sets of rotating shaft seats 511 are respectively installed on the upper and lower sides of the inner rear end of the left and right drive modules 51;The scissor-type folding frame 512 is mounted on the inner side of the two sets of rotating shaft seats 511 of the two sets of limiting rollers 510 via a rotating shaft in the left-right direction. The scissor-type folding frame 512 itself can fold and extend. The lead screw assembly 513 is mounted on the inner front-middle part of the right drive module 51 via a bearing seat in the front-back direction. The lead screw nut in the lead screw assembly 513 is connected to the outer side of the right front axis of the scissor-type folding frame 512 via a bearing. The lead screw rod in the lead screw assembly 513 is mounted on the inner front-middle part of the right drive module 51 via a bearing seat in the front-back direction, and a lead screw nut is screwed onto the outer side of the lead screw rod. The second motor 514 is mounted on the inner middle part of the right drive module 51. The rotating end of the second motor 514 is connected to the rear end of the lead screw rod axis in the lead screw assembly 513. The second motor 514 is electrically connected to the control module 52. The second motor 514 is controlled by the control module 52 and can drive the lead screw rod in the lead screw assembly 513 to rotate clockwise or counterclockwise.
[0059] As a preferred option, further, such as Figure 6 , Figure 7 and Figure 8The lifting component 6 shown includes: a mounting frame 61, a trough seat 62, a roller assembly 63, a belt clamp 64, a base frame 65, a telescopic guide rail 66, an electric telescopic rod 67, a first mounting rod 68, a telescopic rod 69, a sleeve housing 610, a sleeve frame 611, a limiting telescopic rod 612, a miniature electric telescopic rod 613, a second mounting rod 614, an electric roller 615, a lifting module 616, and an electromagnetic chuck 617; there are two mounting frames 61, which are arranged along the front-back direction outside the left and right sets of guide rail frames 54; there are two sets of trough seats 62, with two trough seats 62 in each set, and the two sets of trough seats 62 are respectively installed on the inner bottom ends of the left and right mounting frames 61. On both sides, the groove seat 62 can move up and down along the outside of the guide rail frame 54; there are two sets of roller assemblies 63, with two groove seats 62 in each set. The two sets of roller assemblies 63 are respectively installed on the four sides of the inner cavity of the two sets of groove seats 62. The inner side of each belt clamp 64 is in contact with the outside of the guide rail frame 54, and the roller assembly 63 can roll up and down along the outside of the guide rail frame 54; there are two sets of belt clamps 64, with two belt clamps in each set. The two sets of belt clamps 64 are respectively installed on the inner side of the two sets of groove seats 62, and the two sets of belt clamps 64 are connected to one side of the outer wall of the two sets of belts 58; there are two sets of base frames 65, with two base frames in each set. The four sets of base frames 65 are installed in the front-back direction. The first mounting rod 68 is mounted on the top front and rear sides of the two mounting brackets 61; there are two telescopic guide rails 66, which are arranged inside the two sets of base brackets 65 in the front-rear direction. The telescopic guide rails 66 can extend and retract to limit the first mounting rod 68; there are two electric telescopic rods 67, which are fixedly installed on the inner rear end of the two telescopic guide rails 66 in the front-rear direction. The electric telescopic rods 67 are electrically connected to the control module 52, and the extension and retraction of the electric telescopic rods 67 are controlled by the control module 52; there are two first mounting rods 68, which are respectively arranged inside the telescopic ends of the two telescopic guide rails 66 in the front-rear direction. The telescopic end is connected to the rear top of the two first mounting rods 68 on the left and right sides; the telescopic rod 69 is installed on the inner front end of the two first mounting rods 68 in the left and right direction. The telescopic rod 69 is cylindrical in shape. The telescopic rod 69 can extend and retract itself when the distance between the drive modules 51 on the left and right sides changes. The sleeve shell 610 can move in the left and right direction along the outside of the telescopic rod 69. The sleeve shell 610 is sleeved on the outside of the telescopic rod 69. The sleeve frame 611 is set on the left side of the sleeve shell 610 and is sleeved on the outside of the telescopic rod 69. There are three limiting telescopic rods 612. The three limiting telescopic rods 612 are installed on the right side of the sleeve frame 611 at a circumferential interval of 120 degrees.There are three miniature electric telescopic rods 613, which are installed circumferentially at 120-degree intervals outside the sleeve frame 611 and located to the left of the three limiting telescopic rods 612. The miniature electric telescopic rods 613 are electrically connected to the control module 52, and their extension and retraction are controlled by the control module 52. There are also three second mounting rods 614, which are installed circumferentially at 120-degree intervals outside the telescopic ends of the three limiting telescopic rods 612. The telescopic ends of the three miniature electric telescopic rods 613 are respectively connected to the inner sides of the three second mounting rods 614. There are also three electric rollers 615, which are respectively installed on the three second mounting rods 614. At the left end, the electric roller 615 is electrically connected to the control module 52. The electric roller 615 is controlled by the control module 52, and the internal motor of the electric roller 615 can drive the roller to move along the outside of the telescopic rod 69. The lifting module 616 is installed on the outside of the sleeve housing 610. The lifting module 616 is electrically connected to the control module 52 and is controlled by the control module 52. The lifting module 616 can lift the electromagnetic chuck 617 to a specified height. The electromagnetic chuck 617 is installed at the bottom of the lifting end of the lifting module 616. The electromagnetic chuck 617 is electrically connected to the control module 52 and is controlled by the control module 52. The electromagnetic chuck 617 can magnetically connect with the electromagnetic connector 43.
[0060] The working principle is as follows:
[0061] Step 1: The staff drives the towing vehicle 1 to pull the trailer 2 to the designated location, and controls the control console 3 to start the lifting platform 7 and the mobile robot 41. The pre-programmed program inside the mobile robot 41 controls the mobile robot 41 to move along the surface of the lifting platform 7 to the outside of the trailer 2, and moves the mobile robot 41 to the corresponding position below the IoT edge device at the designated location. The pre-programmed program inside the mobile robot 41 controls the robotic arm 42, the angle adjustment platform 44 and the detection sensor 45 to start. The robotic arm 42 drives the angle adjustment platform 44 to move to the designated height position. The angle adjustment platform 44 drives the detection sensor 45 to move in multiple angle directions, so that the detection sensor 45 is aligned with the IoT edge device. The detection sensor 45 sends the image information and network signal data to the control console 3 through the mobile robot 41 for display, so that the staff can remotely determine the cause of the IoT edge device failure.
[0062] Step 2: When the mobile robot 41 needs to cross obstacles with narrow gaps, the operator controls the console 3 to activate the control module 52. The pre-programmed program inside the control module 52 activates the drive module 51, motion sensor 53, first motor 57, electric telescopic rod 67, miniature electric telescopic rod 613, electric roller 615, lifting module 616, electromagnetic chuck 617, and electromagnetic connector 43. Guided by the motion sensor 53, the drive module 51 moves to the left and right sides of the mobile robot 41. The two first motors 57 on the left and right sides drive the corresponding pulleys 56 to rotate. Under the tensioning and limiting action of the top pulley 56, the belt 5... The robot moves in an 8-directional direction, driving the left and right side belt clamps 64 to move the corresponding mounting brackets 61 outside the guide rail frame 54 to a designated height. The left and right side electric telescopic rods 67 extend and retract, driving the first mounting rod 68 to move the telescopic rod 69 to a position above the mobile robot 41 under the limiting action of the telescopic guide rail 66. The three side miniature electric telescopic rods 613 extend and retract, driving the corresponding second mounting rods 614. Under the limiting action of the three side limiting telescopic rods 612, the three side second mounting rods 614 drive the corresponding electric rollers 615 to move synchronously inward or outward, keeping the three side electric rollers 615 in contact with the telescopic rods 614. 9. The outer wall is fitted together. The internal motor of the electric roller 615 drives the roller to rotate, moving it to the left or right along the outside of the telescopic rod 69 with the cooperation of the sleeve frame 611 and the sleeve housing 610. This aligns the lower electromagnetic chuck 617 with the electromagnetic connector 43. The lifting module 616 drives the electromagnetic chuck 617 to descend to the designated height, magnetically engaging it with the electromagnetic connector 43. With the cooperation of the electromagnetic chuck 617 and the electromagnetic connector 43, the lifting module 616 lifts the mobile robot 41 to the designated height. The electric telescopic rod 67 extends to drive the mobile robot 41 to move horizontally. After the mobile robot 41 passes over the obstacle, the lifting module 616... The mounting module 616 hoists the mobile robot 41 to the ground position and releases the electromagnetic chuck 617 from the electromagnetic connector 43. After hoisting, the preset program inside the control module 52 controls the second motor 514. The second motor 514 drives the lead screw in the lead screw assembly 513 to rotate, causing the lead screw nut in the lead screw assembly 513 to drive the upper limit roller 510 at the corresponding position to move backward in the inner cavity of the guide rail 59. The scissor folding frame 512 folds inward under the limiting action of the pivot seat 511. The scissor folding frame 512 drives the distance between the left and right drive modules 51 to narrow. The left and right drive modules 51 pass through obstacles and move with the mobile robot 41.
[0063] Although embodiments of the invention have been shown and described, it will be understood by those skilled in the art that various changes, modifications, substitutions and alterations can be made to these embodiments without departing from the principles and spirit of the invention, the scope of which is defined by the appended claims and their equivalents.
Claims
1. An Internet of Things edge data computing retrieval method, characterized in that, Comprise the following steps: Step one: data preprocessing: the original data collected by the internet of things edge device, and the data is summarized to the external data terminal; The data terminal converts the data into a standard format and adds a semantic tag to the numerical value indicating the collection environment; The data terminal determines the noise data in the data and removes and corrects it, and stores it; mark the missing value for a certain internet of things edge device at a certain time, and send out the internet of things edge device to judge the fault, and repair the fault; Step two: index construction; Step three: search execution; In step one, the device in the fault judgment of the internet of things edge device includes: Traction engineering vehicle (1); Towed vehicle (2) is towed by the traction engineering vehicle (1) at the rear side; Control console (3) is installed inside the cab of the traction engineering vehicle (1), and the control console (3) and the traction engineering vehicle (1) are electrically connected; Detection mechanism (4) is placed inside the traction trailer (2); Hoisting component (6) is arranged outside the traction trailer (2) and can be accommodated inside the traction trailer (2); Lifting platform (7) is installed at the bottom rear side of the traction trailer (2), and the lifting platform (7) and the control console (3) are electrically connected; The detection mechanism (4) comprises: Mobile robot (41) is placed at the bottom end of the inside of the traction trailer (2), and the mobile robot (41) and the control console (3) are remotely connected; Mechanical arm (42) is installed at the top front side of the mobile robot (41), and the mechanical arm (42) and the mobile robot (41) are electrically connected; Electromagnetic connector (43) is installed at the top rear side of the mobile robot (41), and the electromagnetic connector (43) and the mobile robot (41) are electrically connected; Angle adjusting platform (44) is installed at the moving end front side of the mechanical arm (42), and the angle adjusting platform (44) and the mobile robot (41) are electrically connected; Detection sensor (45) is installed at the top of the moving end of the angle adjusting platform (44), and the detection sensor (45) and the mobile robot (41) are electrically connected; The auxiliary mechanism (5) comprises: Driving module (51), the number of driving module (51) is two, two driving module (51) is arranged side by side on the outside of the traction trailer (2); Control module (52) is installed at the top middle of the left driving module (51), and the driving module (51) and the control module (52) are electrically connected, and the control module (52) and the control console (3) are remotely connected; Mobile sensor (53), the number of mobile sensor (53) is two, two mobile sensor (53) is installed at the front side of the left and right driving module (51), and the mobile sensor (53) and the control module (52) are electrically connected; Rail frame (54), the number of rail frames (54) is two groups, the number of each group of rail frames (54) is two, two groups of rail frames (54) are installed on the top of the left and right two driving modules (51) in the up and down direction; Mounting seat (55), the number of mounting seats (55) is four groups, the number of each group of mounting seats (55) is two, four groups of mounting seats (55) are installed on the outside of the two groups of rail frames (54) in the up and down direction; Pulley (56), the number of pulleys (56) is four groups, the number of each group of pulleys (56) is two, four groups of pulleys (56) are rotatably connected to the inner side of the four groups of mounting seats (55); First motor (57), the number of first motors (57) is four, four first motors (57) are respectively installed in the inner side of the bottom mounting seat (55) of the four groups of mounting seats (55), the first motor (57) and the rotating end extend into the inner side of the mounting seat (55) and are connected with the axis of the bottom pulley (56), the first motor (57) and the control module (52) are electrically connected; Belt (58), the number of belts (58) is four, four belts (58) are respectively sleeved on the outside of the four groups of pulleys (56) in the up and down direction. 2.The data computing retrieval method of an Internet of Things edge according to claim 1, wherein, The auxiliary mechanism (5) further comprises: Guide rail (59), the number of guide rails (59) is two groups, the number of each group of guide rails (59) is two, two groups of guide rails (59) are respectively installed on the inner side of the front end of the left and right two driving modules (51) in the up and down direction; Limiting roller (510), the number of limiting rollers (510) is two groups, the number of each group of limiting rollers (510) is two, two groups of limiting rollers (510) are respectively arranged in the inner cavity of the two groups of guide rails (59); Shaft seat (511), the number of shaft seats (511) is two groups, the number of each group of shaft seats (511) is two, two groups of shaft seats (511) are respectively installed on the inner side of the rear end of the left and right two driving modules (51) in the up and down direction; Scissor folding frame (512), arranged on the inner side of the two groups of shaft seats (511) of the two groups of limiting rollers (510) in the left and right directions through shafts; Lead screw assembly (513), arranged on the inner side of the front end of the right driving module (51) in the front and rear directions through a bearing seat, the lead screw nut in the lead screw assembly (513) is connected with the outer shaft of the right front of the scissor folding frame (512) through a bearing; Second motor (514), installed on the inner side of the right driving module (51), the rotating end of the second motor (514) is connected with the rear end of the screw rod shaft of the lead screw assembly (513), the second motor (514) and the control module (52) are electrically connected. 3.The data computing retrieval method of an Internet of Things edge according to claim 2, characterized in that, The hoisting component (6) comprises: Mounting frame (61), the number of mounting frames (61) is two, two mounting frames (61) are arranged on the outside of the left and right two groups of rail frames (54) in the front and rear directions; The groove seat (62) is two groups, each group has two, and is installed on the inner side of the left and right two mounting frames (61); The roller assembly (63) is two groups, each group has two, and is installed on the inner cavity of the two groove seats (62); The belt clamp (64) is two groups, each group has two, and is installed on the inner side of the two groove seats (62); The base frame (65) is two groups, each group has two, and is installed on the top of the two mounting frames (61) in the front and back directions; The telescopic guide rail (66) is two, and is installed on the inner side of the two base frames (65) in the front and back directions; The electric telescopic rod (67) is two, and is fixedly installed on the inner side of the rear end of the two telescopic guide rails (66) in the front and back directions, and is electrically connected with the control module (52); The first mounting rod (68) is two, and is installed on the inner side of the telescopic end of the two telescopic guide rails (66) in the front and back directions, and is connected with the telescopic end and the top rear side of the left and right two first mounting rods (68).
4. The data computing retrieval method of an Internet of Things edge according to claim 3, characterized in that, The hoisting component (6) further comprises: The telescopic rod (69) is installed on the inner side of the front end of the left and right two first mounting rods (68) in the left and right directions; The sleeve shell (610) is sleeved on the outside of the telescopic rod (69); The sleeve frame (611) is arranged on the left side of the sleeve shell (610), and is sleeved on the outside of the telescopic rod (69); The limiting telescopic rod (612) is three, and is installed on the outer right side of the sleeve frame (611) at an interval of one hundred and twenty degrees in the circumferential direction; The micro electric telescopic rod (613) is three, and is installed on the outer left side of the sleeve frame (611) at an interval of one hundred and twenty degrees in the circumferential direction, and is electrically connected with the control module (52); Second mounting rod (614), the number of the second mounting rod (614) is three, three second mounting rod (614) is installed in the outside of the telescopic end of three limit telescopic rod (612) along the circumference interval one hundred and twenty degrees, the telescopic end of three micro motor telescopic rod (613) is connected with the inner side of three second mounting rod (614) respectively; Electric roller (615), the number of the electric roller (615) is three, three electric roller (615) is installed in the left end of three second mounting rod (614), the electric roller (615) and control module (52) are electrically connected; Hoisting module (616) is installed in the outside of the sleeve shell (610), the hoisting module (616) and control module (52) are electrically connected; Electromagnetic chuck (617) is installed in the hoisting end bottom of the hoisting module (616), the electromagnetic chuck (617) and control module (52) are electrically connected.
5. The data computing retrieval method of an Internet of Things edge according to claim 4, characterized in that, In step two, the specific steps of index construction are: Selecting index type: according to the multi-modal characteristics of Internet of Things data, the mixed index method is adopted, for the Internet of Things system containing environmental monitoring data and device geographic location information at the same time, the data terminal combines hash index for fast finding specific device, and based on space-time index for processing queries related to geographic location and time; Index construction: the data terminal indexes the data according to the selected index type.
6. The data computing retrieval method of an Internet of Things edge according to claim 5, characterized in that, In step three, the specific steps of retrieval execution are: Parsing retrieval request: Natural language processing auxiliary analysis: introduce natural language processing technology, make users express retrieval request with natural language, and data terminal converts it into accurate query condition by using lightweight natural language processing model; Multi-condition association analysis: introduce text AI analysis technology, data terminal identifies input errors in retrieval request and automatically corrects and estimates supplements, data terminal uses AI algorithm to understand the logic of long text input by users, finds out the logical relationship, and converts it into corresponding query operation, and then processes the complex association relationship between multiple retrieval conditions; Index lookup: Parallel index lookup: data terminal uses mixed index or distributed index according to the key information parsed out, performs parallel index lookup operation, and finally summarizes the results; Fast lookup based on cache: a cache mechanism is established on the data terminal, and the index results of frequently retrieved data are cached to improve the next lookup speed; Data extraction and return: data terminal extracts data meeting the retrieval request from the storage location, and presents the returned data according to the user's device type and preference.
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