Vehicle data acquisition method and device, computer equipment and storage medium
By acquiring vehicle data acquisition requirements and screening vehicles that meet the needs from candidate vehicles for data processing, the problem that the prior art cannot meet the diverse data acquisition needs is solved, and data acquisition with high flexibility and high accuracy is achieved.
Patent Information
- Application Number
- CN202510017900.5
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-01-06
- Publication Date
- 2025-05-06
AI Technical Summary
The existing technology cannot meet the diversified data collection needs in the development of digital and personalized vehicles.
By acquiring vehicle data acquisition requirements, including vehicle type requirements, data type requirements and data analysis requirements, determine the vehicles to be collected from candidate vehicles that meet the needs, and process the vehicles according to the requirements to obtain the target data.
The data processing of vehicles to be collected is realized based on the diverse data type requirements and data analysis needs, which improves the flexibility and accuracy of data collection, and meets the diversified customized collection needs of the development of vehicle dataization personality.
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Figure CN119946086A_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the field of automobile technology, and in particular to a vehicle data collection method, device, computer equipment and storage medium. Background Art
[0002] The data collection method in the prior art can ensure that the data sent by the vehicle controller is collected more comprehensively and uploaded to the cloud storage based on the accurate signal configuration list and vehicle configuration list input by engineering and technical personnel.
[0003] However, with the development of digital personalization of the entire vehicle, the data collection methods in existing technologies and the data collection needs cannot be diversified. Summary of the invention
[0004] Based on this, it is necessary to provide a vehicle data collection method, device, computer equipment and storage medium that can meet diverse data collection needs in response to the above technical problems.
[0005] In a first aspect, the present application provides a vehicle data collection method. The method comprises:
[0006] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0007] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0008] The vehicle data to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0009] In one embodiment, determining a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle includes:
[0010] obtaining vehicle information of at least one candidate vehicle;
[0011] According to the vehicle information of the at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
[0012] In one of the embodiments, the vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
[0013] In one embodiment, the processing of the vehicle data to be collected according to the data type requirement and the data analysis requirement to obtain target data that meets the vehicle data collection requirement includes:
[0014] Determine a data configuration strategy based on the data type requirements;
[0015] Collecting data from the vehicle to be collected according to the data configuration strategy to obtain initial data of the vehicle to be collected;
[0016] The initial data is analyzed according to the data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0017] In one embodiment, collecting data from the vehicle to be collected according to the data configuration strategy to obtain initial data of the vehicle to be collected includes:
[0018] The data configuration strategy is sent to the vehicle-mounted networking terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted networking terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
[0019] In one embodiment, the method further comprises:
[0020] Performing vehicle data quality detection on the at least one candidate vehicle;
[0021] Determining a vehicle with abnormal data from the at least one candidate vehicle according to a vehicle data quality detection result of the at least one candidate vehicle;
[0022] The abnormal vehicle is subjected to abnormal processing.
[0023] In a second aspect, the present application also provides a vehicle data collection device. The device comprises:
[0024] An acquisition module, used to acquire vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements and data analysis requirements for the vehicles to be collected;
[0025] A determination module, used to determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0026] The processing module is used to process the vehicle data to be collected according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0027] In a third aspect, the present application further provides a computer device. The computer device includes a memory and a processor, the memory stores a computer program, and the processor implements the following steps when executing the computer program:
[0028] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0029] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0030] The vehicle data to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0031] In a fourth aspect, the present application further provides a computer-readable storage medium. The computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the following steps are implemented:
[0032] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0033] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0034] The vehicle data to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0035] In a fifth aspect, the present application further provides a computer program product. The computer program product includes a computer program, and when the computer program is executed by a processor, the following steps are implemented:
[0036] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0037] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0038] The vehicle data to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0039] The above-mentioned vehicle data collection method, device, computer equipment and storage medium, by obtaining the vehicle data collection requirements, can realize the determination of the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, and perform data processing on the vehicle to be collected according to the data type requirements and data analysis requirements, so as to obtain the target data that meets the vehicle data collection requirements. According to the above content, when acquiring the target data, the present application determines the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle according to the vehicle type requirements for the vehicle to be collected included in the vehicle data collection requirements, thereby realizing the screening of vehicles and ensuring the validity of the target data collected subsequently. Furthermore, by performing data processing on the vehicle to be collected according to the data type requirements and data analysis requirements, data processing on the vehicle to be collected is realized according to the diversified data type requirements and data analysis requirements, thereby improving the flexibility of data collection for the vehicle to be collected and the accuracy of data collection, and meeting the diversified and customized collection requirements for vehicles in the scenario of the development of vehicle data personality. BRIEF DESCRIPTION OF THE DRAWINGS
[0040] Figure 1 An application environment diagram of a vehicle data collection method provided in an embodiment of the present application;
[0041] Figure 2 A schematic diagram of a flow chart of a first vehicle data collection method provided in an embodiment of the present application;
[0042] Figure 3 A schematic diagram of a flow chart of a second vehicle data collection method provided in an embodiment of the present application;
[0043] Figure 4 A schematic diagram of a flow chart of a third vehicle data collection method provided in an embodiment of the present application;
[0044] Figure 5 A schematic diagram of a vehicle data acquisition system provided in an embodiment of the present application;
[0045] Figure 6 A structural block diagram of a vehicle data acquisition device provided in an embodiment of the present application;
[0046] Figure 7 FIG. 4 is a diagram showing the internal structure of a computer device in one embodiment. DETAILED DESCRIPTION
[0047] In order to make the purpose, technical solution and advantages of the present application more clearly understood, the present application is further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present application and are not used to limit the present application.
[0048] It should be understood that the specific embodiments described herein are only used to explain the present application and are not intended to limit the present application. In the description of the present application, the description of the reference terms "one embodiment", "some embodiments", "example", "specific example", or "some examples" etc. means that the specific features, structures, materials or characteristics described in conjunction with the embodiment or example are included in at least one embodiment or example of the present application. In this specification, the schematic representation of the above terms is not necessarily for the same embodiment or example. Moreover, the specific features, structures, materials or characteristics described can be combined in any one or more embodiments or examples in a suitable manner. In addition, those skilled in the art can combine and combine the different embodiments or examples described in this specification and the features of the different embodiments or examples without contradicting each other.
[0049] The vehicle data collection method provided in the embodiment of the present application can be applied to Figure 1 In the application environment shown. Among them, the terminal 102 communicates with the server 104 through the network. The data storage system can store the data that the server 104 needs to process. The data storage system can be integrated on the server 104, or it can be placed on the cloud or other network servers. By obtaining the vehicle data collection requirements, it is possible to determine the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, and process the data of the vehicle to be collected according to the data type requirements and data analysis requirements to obtain the target data that meets the vehicle data collection requirements. Among them, the terminal 102 can be but is not limited to various personal computers, laptops, smart phones, tablets, Internet of Things devices and portable wearable devices. The Internet of Things devices can be smart speakers, smart TVs, smart air conditioners, smart car-mounted devices, etc. Portable wearable devices can be smart watches, smart bracelets, head-mounted devices, etc. The server 104 can be implemented with an independent server or a server cluster consisting of multiple servers.
[0050] In one embodiment, Figure 2 As shown, a vehicle data collection method is provided, and the method is applied to Figure 1 Taking the server 104 in the example as an example, the following steps are included:
[0051] S201, obtaining vehicle data collection requirements.
[0052] Among them, the vehicle data collection requirements include vehicle type requirements, data type requirements and data analysis requirements for the vehicles to be collected.
[0053] It should be noted that, when there is a need to obtain vehicle data collection requirements, engineering and technical personnel can send the vehicle data collection requirements to the vehicle data collection strategy management center through the control terminal to implement the steps of obtaining the vehicle data collection requirements.
[0054] It is further explained that in order to ensure the uniformity of the formats of different vehicle data collection requirements and to provide a guarantee for the accuracy of subsequent data collection, when engineering and technical personnel feedback vehicle data collection requirements, a requirement template for vehicle data collection requirements can be pre-built, wherein the requirement template contains a first sub-goal for vehicle type requirements, a second sub-goal for data type requirements and a third sub-template for data analysis requirements. Therefore, when it is necessary to generate vehicle data collection requirements, the requirements can be filled in the requirement template to obtain vehicle data collection requirements in a unified format.
[0055] S202: Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle.
[0056] It should be noted that when it is necessary to determine a vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, the following steps may be included: obtaining vehicle information of at least one candidate vehicle; and determining a vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle based on the vehicle information of at least one candidate vehicle.
[0057] The vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information. The vehicle type requirements may include a first requirement for vehicle operation information, a second requirement for vehicle controller software and hardware version information, and a third requirement for vehicle production static information.
[0058] Furthermore, according to the different collection granularities, for example, vehicle information contains CAN source signals, collects signals from a certain controller source, etc., it supports the formulation of multi-dimensional signal collection strategies; and supports the setting of reporting frequency, collection frequency, collection time period, etc.; it meets the diverse needs of accurate data collection and realizes demand-oriented flexible and agile data collection.
[0059] In one embodiment of the present application, when it is necessary to determine a vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, at least one candidate vehicle can be screened according to a first requirement for vehicle operation information, a second requirement for vehicle controller software and hardware version information, and a third requirement for vehicle production static information, so as to screen out a first candidate vehicle that meets the first requirement, a second candidate vehicle that meets the second requirement, and a third candidate vehicle that meets the third requirement; vehicles that belong to the first candidate vehicle, the second candidate vehicle, and the third candidate vehicle are used as vehicles to be collected that meet the vehicle type requirements.
[0060] S203, processing the vehicle data to be collected according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0061] It should be noted that when data processing is required for the vehicle to be collected, data can be collected from the vehicle to be processed according to the data type requirements to obtain initial data; then, the initial data can be analyzed according to the data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0062] The above-mentioned vehicle data collection method obtains the vehicle data collection requirements to determine the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, and processes the data on the vehicle to be collected according to the data type requirements and data analysis requirements to obtain the target data that meets the vehicle data collection requirements. According to the above content, when acquiring the target data, the present application determines the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle according to the vehicle data collection requirements that include the vehicle type requirements for the vehicle to be collected, thereby realizing the screening of vehicles and ensuring the validity of the target data collected subsequently. Furthermore, by processing the data on the vehicle to be collected according to the data type requirements and data analysis requirements, data processing is realized for the vehicle to be collected according to the diversified data type requirements and data analysis requirements, thereby improving the flexibility of data collection for the vehicle to be collected and the accuracy of data collection, and meeting the diversified and customized collection requirements for vehicles in the scenario of the development of vehicle data personality.
[0063] In one embodiment, if Figure 3 As shown, when it is necessary to process the data of the collected vehicle according to the data type requirements and data analysis requirements to obtain the target data that meets the vehicle data collection requirements, the specific contents may include:
[0064] S301, determining a data configuration strategy according to data type requirements.
[0065] It should be noted that when it is necessary to determine the data configuration strategy, the data type requirements can be integrated with the information input by the multi-data source service to finally form a configuration strategy; among them, the multi-data source service includes the vehicle production system, the OTA section and the vehicle operation status monitoring section; specifically, the vehicle production system is used to input the static information of vehicle production off the vehicle production line; the OTA section is used to input the vehicle controller software and hardware version information of each controller in the vehicle; the vehicle operation status monitoring section is used to input the vehicle operation information of the vehicle, and the vehicle operation information includes the actual operation time, trajectory and other information of the vehicle.
[0066] S302, collecting data from the vehicle to be collected according to the data configuration strategy to obtain initial data of the vehicle to be collected.
[0067] In one embodiment of the present application, when it is necessary to collect data from the vehicle to be collected according to the data configuration strategy to obtain the initial data of the vehicle to be collected, it may specifically include the following contents: sending the data configuration strategy to the vehicle-mounted networked terminal to collect data from the vehicle to be collected through the vehicle-mounted networked terminal to obtain the initial data of the vehicle to be collected, and transmitting back the collected initial data of the vehicle to be collected.
[0068] Specifically, the data configuration strategy can be sent to the on-board network terminal through the vehicle-cloud communication link. Then, data can be collected from the vehicle to be collected through the on-board network terminal, and the collected initial data of the vehicle to be collected can be transmitted back. The initial data of the vehicle to be collected can also be stored to facilitate subsequent data analysis of the initial data according to data analysis requirements.
[0069] S303, analyzing the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0070] It should be noted that in order to ensure that engineering and technical personnel can obtain the required target data more intuitively and conveniently, it is also necessary to perform corresponding data analysis and processing on the initial data according to data analysis requirements, so as to realize data deletion, extraction, fusion, comparison and other operations on the initial data, so as to obtain target data that meets the vehicle data collection requirements.
[0071] In one embodiment of the present application, before acquiring target data that meets the vehicle data collection requirements, it is also necessary to perform a vehicle data quality check on at least one candidate vehicle to ensure the smooth progress of the operation of acquiring the vehicle data collection requirements and to prevent the inability to query the platform due to anomalies on the vehicle side of the candidate vehicle. Specifically, a vehicle data quality check is performed on at least one candidate vehicle; based on the vehicle data quality check result of at least one candidate vehicle, a vehicle with abnormal data is determined from at least one candidate vehicle; and abnormal handling is performed on the abnormal vehicle.
[0072] Among them, when performing vehicle data quality detection on at least one candidate vehicle, problems such as data integrity, timestamp consistency, data correctness, and protocol consistency can be detected in sequence, so as to detect the power-on status of the candidate vehicle and initiate an active configuration request to the candidate vehicle after power-on.
[0073] The above-mentioned vehicle data collection method determines the data configuration strategy, collects data from the vehicle to be collected according to the data configuration strategy, obtains the initial data of the vehicle to be collected, and then analyzes the initial data to obtain target data that meets the vehicle data collection needs, and realizes data processing for the vehicle to be collected according to various data type requirements and data analysis requirements, improves the flexibility of data collection for the vehicle to be collected, and the accuracy of data collection, and meets the diversified and customized collection needs for vehicles in the scenario of vehicle digitalization and personalized development.
[0074] In one embodiment, if Figure 4 As shown, when target data that meets the vehicle data collection requirements is required, the following may be specifically included:
[0075] S401, obtaining vehicle data collection requirements, wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected.
[0076] S402: Obtain vehicle information of at least one candidate vehicle.
[0077] S403: Determine, based on the vehicle information of at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement from the at least one candidate vehicle.
[0078] S404: Determine a data configuration strategy based on data type requirements.
[0079] S405, sending the data configuration strategy to the vehicle-mounted network terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted network terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
[0080] S406, analyzing the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0081] In one embodiment, a vehicle data collection system for executing the vehicle data collection method is as follows: Figure 5As shown in the figure, it includes (1) vehicle data collection strategy management center; (2) collection strategy management module, which completes the integration of multiple data sources and collection requirements; (3) vehicle data collection module, which completes data collection management and data download; (4) big data analysis module, which batch integrates and analyzes the collected vehicle data; (5) vehicle production system, which inputs static information of vehicle production line to vehicle data collection strategy management center; (6) OTA module, which inputs the actual software and hardware version information of each controller of the vehicle to the vehicle data collection strategy management center; (7) vehicle operation status monitoring module, which inputs the actual operation time and trajectory of the vehicle to the vehicle data collection strategy management center; (8) on-board intelligent network terminal, which is used to pull or update configuration files and collection methods from the cloud, and collect vehicle-side data according to configuration requirements; (9) vehicle-side domain controller, which sends the actual signal value of the vehicle to the CAN network in real time; specifically, the above (2)-(4) parts constitute the vehicle data collection strategy management center architecture, (5)-(7) parts constitute the multi-data source service architecture, and (1), (8) and (9) parts constitute the vehicle-cloud full-link data collection architecture.
[0082] The above-mentioned vehicle data collection method obtains the vehicle data collection requirements to determine the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, and processes the data on the vehicle to be collected according to the data type requirements and data analysis requirements to obtain the target data that meets the vehicle data collection requirements. According to the above content, when acquiring the target data, the present application determines the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle according to the vehicle data collection requirements that include the vehicle type requirements for the vehicle to be collected, thereby realizing the screening of vehicles and ensuring the validity of the target data collected subsequently. Furthermore, by processing the data on the vehicle to be collected according to the data type requirements and data analysis requirements, data processing is realized for the vehicle to be collected according to the diversified data type requirements and data analysis requirements, thereby improving the flexibility of data collection for the vehicle to be collected and the accuracy of data collection, and meeting the diversified and customized collection requirements for vehicles in the scenario of the development of vehicle data personality.
[0083] It should be understood that, although the steps in the flowcharts involved in the above embodiments are displayed in sequence according to the indication of the arrows, these steps are not necessarily executed in sequence according to the order indicated by the arrows. Unless there is a clear explanation in this article, the execution of these steps is not strictly limited in order, and these steps can be executed in other orders. Moreover, at least a part of the steps in the flowcharts involved in the above embodiments may include multiple steps or multiple stages, and these steps or stages are not necessarily executed at the same time, but can be executed at different times, and the execution order of these steps or stages is not necessarily carried out in sequence, but can be executed in turn or alternately with other steps or at least a part of the steps or stages in other steps.
[0084] Based on the same inventive concept, the embodiment of the present application also provides a vehicle data collection device for implementing the vehicle data collection method involved above. The implementation scheme for solving the problem provided by the device is similar to the implementation scheme recorded in the above method, so the specific limitations in one or more vehicle data collection device embodiments provided below can refer to the limitations on the vehicle data collection method above, and will not be repeated here.
[0085] In one embodiment, Figure 6 As shown, a vehicle data acquisition device is provided, comprising: an acquisition module 10, a determination module 20 and a processing module 30, wherein:
[0086] The acquisition module 10 is used to acquire vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements and data analysis requirements for the vehicles to be collected;
[0087] A determination module 20, configured to determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0088] The processing module 30 is used to process the vehicle data to be collected according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0089] In one embodiment, obtaining vehicle information of at least one candidate vehicle;
[0090] According to the vehicle information of at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
[0091] In one embodiment, the vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
[0092] In one embodiment, a data configuration strategy is determined based on data type requirements;
[0093] Collect data from the vehicles to be collected according to the data configuration strategy to obtain initial data of the vehicles to be collected;
[0094] Perform data analysis on the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0095] In one embodiment, the data configuration strategy is sent to the vehicle-mounted network terminal, so that data is collected from the vehicle to be collected through the vehicle-mounted network terminal, the initial data of the vehicle to be collected is obtained, and the collected initial data of the vehicle to be collected is transmitted back.
[0096] In one embodiment, performing a vehicle data quality check on at least one candidate vehicle;
[0097] Determining a vehicle with abnormal data from at least one candidate vehicle according to a vehicle data quality detection result of at least one candidate vehicle;
[0098] Perform abnormal handling on abnormal vehicles.
[0099] The above-mentioned vehicle data collection device obtains the vehicle data collection requirements to determine the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle, and processes the data on the vehicle to be collected according to the data type requirements and data analysis requirements to obtain the target data that meets the vehicle data collection requirements. According to the above content, when acquiring the target data, the present application determines the vehicle to be collected that meets the vehicle type requirements from at least one candidate vehicle according to the vehicle data collection requirements that include the vehicle type requirements for the vehicle to be collected, thereby realizing the screening of vehicles and ensuring the validity of the target data collected subsequently. Furthermore, by processing the data on the vehicle to be collected according to the data type requirements and data analysis requirements, data processing is realized for the vehicle to be collected according to the diversified data type requirements and data analysis requirements, thereby improving the flexibility of data collection for the vehicle to be collected and the accuracy of data collection, and meeting the diversified and customized collection requirements for vehicles in the scenario of the development of vehicle data personality.
[0100] Each module in the above vehicle data collection device can be implemented in whole or in part by software, hardware or a combination thereof. Each module can be embedded in or independent of a processor in a computer device in the form of hardware, or can be stored in a memory in a computer device in the form of software, so that the processor can call and execute the corresponding operations of each module.
[0101] In one embodiment, a computer device is provided. The computer device may be a terminal, and its internal structure diagram may be as follows: Figure 7As shown. The computer device includes a processor, a memory, an input / output interface, a communication interface, a display unit and an input device. The processor, the memory and the input / output interface are connected via a system bus, and the communication interface, the display unit and the input device are connected to the system bus via the input / output interface. The processor of the computer device is used to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system and a computer program. The internal memory provides an environment for the operation of the operating system and the computer program in the non-volatile storage medium. The input / output interface of the computer device is used to exchange information between the processor and an external device. The communication interface of the computer device is used to communicate with an external terminal in a wired or wireless manner, and the wireless manner can be implemented through WIFI, a mobile cellular network, NFC (near field communication) or other technologies. When the computer program is executed by the processor, a vehicle data collection method is implemented. The display unit of the computer device is used to form a visually visible picture, which can be a display screen, a projection device or a virtual reality imaging device. The display screen can be a liquid crystal display screen or an electronic ink display screen, and the input device of the computer device can be a touch layer covering the display screen, or a button, trackball or touchpad set on the computer device shell, or an external keyboard, touchpad or mouse.
[0102] Those skilled in the art will understand that Figure 7 The structure shown in the figure is only a block diagram of a part of the structure related to the solution of the present application, and does not constitute a limitation on the computer device to which the solution of the present application is applied. The specific computer device may include more or fewer components than those shown in the figure, or combine certain components, or have a different arrangement of components.
[0103] In one embodiment, a computer device is provided, including a memory and a processor, wherein a computer program is stored in the memory, and when the processor executes the computer program, the following steps are implemented:
[0104] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0105] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0106] The data of the vehicles to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0107] In one embodiment, when the processor executes the computer program, the processor further implements the following steps:
[0108] obtaining vehicle information of at least one candidate vehicle;
[0109] According to the vehicle information of at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
[0110] In one embodiment, when the processor executes the computer program, the processor further implements the following steps:
[0111] The vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
[0112] In one embodiment, when the processor executes the computer program, the processor further implements the following steps:
[0113] Determine data configuration strategy based on data type requirements;
[0114] Collect data from the vehicles to be collected according to the data configuration strategy to obtain initial data of the vehicles to be collected;
[0115] Perform data analysis on the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0116] In one embodiment, when the processor executes the computer program, the processor further implements the following steps:
[0117] The data configuration strategy is sent to the vehicle-mounted network terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted network terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
[0118] In one embodiment, when the processor executes the computer program, the processor further implements the following steps:
[0119] Performing a vehicle data quality check on at least one candidate vehicle;
[0120] Determining a vehicle with abnormal data from at least one candidate vehicle according to a vehicle data quality detection result of at least one candidate vehicle;
[0121] Perform abnormal handling on abnormal vehicles.
[0122] In one embodiment, a computer readable storage medium is provided, on which a computer program is stored, and when the computer program is executed by a processor, the following steps are implemented:
[0123] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0124] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0125] The data of the vehicles to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0126] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0127] obtaining vehicle information of at least one candidate vehicle;
[0128] According to the vehicle information of at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
[0129] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0130] The vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
[0131] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0132] Determine data configuration strategy based on data type requirements;
[0133] Collect data from the vehicles to be collected according to the data configuration strategy to obtain initial data of the vehicles to be collected;
[0134] Perform data analysis on the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0135] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0136] The data configuration strategy is sent to the vehicle-mounted network terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted network terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
[0137] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0138] Performing a vehicle data quality check on at least one candidate vehicle;
[0139] Determining a vehicle with abnormal data from at least one candidate vehicle according to a vehicle data quality detection result of at least one candidate vehicle;
[0140] Perform abnormal handling on abnormal vehicles.
[0141] In one embodiment, a computer program product is provided, comprising a computer program, which, when executed by a processor, implements the following steps:
[0142] Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected;
[0143] Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle;
[0144] The data of the vehicles to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0145] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0146] obtaining vehicle information of at least one candidate vehicle;
[0147] According to the vehicle information of at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
[0148] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0149] The vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
[0150] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0151] Determine data configuration strategy based on data type requirements;
[0152] Collect data from the vehicles to be collected according to the data configuration strategy to obtain initial data of the vehicles to be collected;
[0153] Perform data analysis on the initial data according to data analysis requirements to obtain target data that meets the vehicle data collection requirements.
[0154] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0155] The data configuration strategy is sent to the vehicle-mounted network terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted network terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
[0156] In one embodiment, when the computer program is executed by a processor, the following steps are also implemented:
[0157] Performing a vehicle data quality check on at least one candidate vehicle;
[0158] Determining a vehicle with abnormal data from at least one candidate vehicle according to a vehicle data quality detection result of at least one candidate vehicle;
[0159] Perform abnormal handling on abnormal vehicles.
[0160] It should be noted that the user information (including but not limited to user device information, user personal information, etc.) and data (including but not limited to data used for analysis, stored data, displayed data, etc.) involved in this application are all information and data authorized by the user or fully authorized by all parties, and the collection, use and processing of relevant data must comply with relevant laws, regulations and standards of relevant countries and regions.
[0161] Those skilled in the art can understand that all or part of the processes in the above-mentioned embodiment methods can be completed by instructing the relevant hardware through a computer program, and the computer program can be stored in a non-volatile computer-readable storage medium. When the computer program is executed, it can include the processes of the embodiments of the above-mentioned methods. Among them, any reference to the memory, database or other medium used in the embodiments provided in the present application can include at least one of non-volatile and volatile memory. Non-volatile memory can include read-only memory (ROM), magnetic tape, floppy disk, flash memory, optical memory, high-density embedded non-volatile memory, resistive random access memory (ReRAM), magnetoresistive random access memory (MRAM), ferroelectric random access memory (FRAM), phase change memory (PCM), graphene memory, etc. Volatile memory can include random access memory (RAM) or external cache memory, etc. As an illustration and not limitation, RAM can be in various forms, such as static random access memory (SRAM) or dynamic random access memory (DRAM). The database involved in each embodiment provided in this application may include at least one of a relational database and a non-relational database. Non-relational databases may include distributed databases based on blockchains, etc., but are not limited to this. The processor involved in each embodiment provided in this application may be a general-purpose processor, a central processing unit, a graphics processor, a digital signal processor, a programmable logic device, a data processing logic device based on quantum computing, etc., but are not limited to this.
[0162] The technical features of the above embodiments may be combined arbitrarily. To make the description concise, not all possible combinations of the technical features in the above embodiments are described. However, as long as there is no contradiction in the combination of these technical features, they should be considered to be within the scope of this specification.
[0163] The above embodiments only express several implementation methods of the present application, and the descriptions thereof are relatively specific and detailed, but they cannot be understood as limiting the scope of the present application. It should be pointed out that, for a person of ordinary skill in the art, several variations and improvements can be made without departing from the concept of the present application, and these all belong to the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the attached claims.
Claims
1. A vehicle data collection method, characterized in that: The method comprises: Obtaining vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements, and data analysis requirements for the vehicles to be collected; Determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle; The vehicle data to be collected is processed according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
2. The method according to claim 1, characterized in that The step of determining a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle includes: obtaining vehicle information of at least one candidate vehicle; According to the vehicle information of the at least one candidate vehicle, a vehicle to be collected that meets the vehicle type requirement is determined from the at least one candidate vehicle.
3. The method according to claim 2, characterized in that The vehicle information includes at least one of vehicle operation information, vehicle controller software and hardware version information, and vehicle production static information.
4. The method according to any one of claims 1 to 3, characterized in that The processing of the vehicle data to be collected according to the data type requirement and the data analysis requirement to obtain target data that meets the vehicle data collection requirement includes: Determine a data configuration strategy based on the data type requirements; Collecting data from the vehicle to be collected according to the data configuration strategy to obtain initial data of the vehicle to be collected; The initial data is analyzed according to the data analysis requirements to obtain target data that meets the vehicle data collection requirements.
5. The method according to any one of claims 4, characterized in that The step of collecting data from the vehicle to be collected according to the data configuration strategy to obtain initial data of the vehicle to be collected includes: The data configuration strategy is sent to the vehicle-mounted networking terminal, so as to collect data from the vehicle to be collected through the vehicle-mounted networking terminal, obtain the initial data of the vehicle to be collected, and transmit the collected initial data of the vehicle to be collected back.
6. The method according to any one of claims 1 to 3, characterized in that The method further comprises: Performing vehicle data quality detection on the at least one candidate vehicle; Determining a vehicle with abnormal data from the at least one candidate vehicle according to a vehicle data quality detection result of the at least one candidate vehicle; The abnormal vehicle is subjected to abnormal processing.
7. A vehicle data collection device, characterized in that: The device comprises: An acquisition module, used to acquire vehicle data collection requirements; wherein the vehicle data collection requirements include vehicle type requirements, data type requirements and data analysis requirements for the vehicles to be collected; A determination module, used to determine a vehicle to be collected that meets the vehicle type requirement from at least one candidate vehicle; The processing module is used to process the vehicle data to be collected according to the data type requirements and data analysis requirements to obtain target data that meets the vehicle data collection requirements.
8. A computer device comprising a memory and a processor, wherein the memory stores a computer program, wherein: When the processor executes the computer program, the steps of the method according to any one of claims 1 to 6 are implemented.
9. A computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 6 are implemented.
10. A computer program product, comprising a computer program, characterized in that When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 6 are implemented.