Construction of vehicle fault identification model, identification method and device, and management system

Abstract

This case provides a vehicle fault identification model construction, identification method, device, and management system, including: extracting sample data of sample vehicles; analyzing data: analyzing the data differences between faulty vehicles and non-faulty vehicles according to the sample data, and obtaining Get the analysis result, the analysis result includes the relevant data that is easy to cause failure and the characterization information of the faulty vehicle in each dimension dimension data mined from the sample data; extracting sample data features: extracting data features from the analysis results, Establish a vehicle portrait according to the data characteristics; weight the vehicle portrait processed by the machine learning model and its corresponding fault label to obtain a fault recognition model. Through this case, it is possible to build a vehicle fault identification model, and use this model to perform fault judgments on new vehicle samples to obtain the probability of failure of the vehicle to be identified, provide assistance for vehicle operation, and improve the availability of operating vehicles.

Description

technical field [0001] The invention relates to the technical field of vehicle fault identification, and is a method for determining vehicle performance characteristics through data mining, thereby establishing a vehicle fault identification system and identifying faulty vehicles. Background technique [0002] With the development of the concept of Internet sharing, the number of shared bicycles has further increased in cities across the country. However, after the number of bicycles reaches a certain level, with the increase in the number and time of bicycle use, the failure rate of bicycles also begins to rise. To a certain extent, it brings a large workload to the operation and maintenance personnel, and at the same time, it also produces a bad experience for the riders, and even has potential safety hazards. [0003] For the above problems, it is very meaningful to actively identify the failure of bicycles in operation, which can facilitate the precise maintenance of bic...

AI Technical Summary

Problems solved by technology

[0004] In view of the above-mentioned defects of the prior art, the technical problem to be solved by the present invention is the problem caused by the possible inconsistency of the cross-border area of ​​each parking area in the identification process of the existing parking area, and aims to provide a precise maintenance of the vehicle that is beneficial to operation and maintenance. , improve user experience, avoid vehicle failure identification model construction, identification method and device, and management system for potential safety hazards of vehicles in failure

Images