Research on Construction of Crude Set Model of Critical Fault Information for Bus Based on CAN-BUS Data

Abstract

Under the high load, high frequency and high strength operating environment, the frequent occurrence of vehicle fault gradually attracts the attention of the society. The real-time monitoring and data recording function of vehicle-mounted equipment provides data support for vehicle status assessment and fault warning. In this paper, the real-time data collected by CAN-BUS system of Beijing Bus Group are preprocessed and discretized. On the basis of the traditional rough set theory, a new coding method is set up, and the dependency between conditional attributes and decision attributes is set as an adaptive function, which is reduced by genetic algorithm and cellular genetic algorithm respectively. The calculation results show that the key fault information of public transport vehicles is instrumental speed, oil pressure, percentage of torque, timing engine speed, and coolant temperature. By comparing the results of reduction, it is found that the cellular genetic algorithm has higher applicability than the genetic algorithm in terms of algorithm efficiency, stability, and convergence quality. Although the genetic algorithm attribute reduction is slightly better than the cellular genetic algorithm attribute reduction in the rule matching, the cellular genetic algorithm has a better ability to excavate information within the acceptable compatibility range. Finally, the selected key factors will be deployed on the Beijing Bus Group's big data platform and displayed in real time. The conclusion of this paper enriches the theory of bus engine fault warning and establishes an engine failure warning system, which can effectively reduce the failure rate of bus vehicles and reduce the maintenance cost expenditure. It has certain guiding significance for the bus operation work of Beijing Bus Group.

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Design of STM32 communication system for motor control

“…Experts and scholars have put forward various schemes to improve the transmission efficiency of CAN bus. Taylor A presents an algorithm to measure the inter packet timing on the sliding window to evaluate the anomaly detector of CAN bus [3] .Yazdani N presents an algorithm of compressing CAN bus data, especially the algorithm of packaging mdf4 file, which can provide comparable or better performance under the same memory limit [4] .Li J preprocesses and discretizes the real-time data collected by CAN-bus system, and proposes a new coding method [5] . Islam R proposes a method to prevent multiple CAN bus monitoring attacks without changing the underlying CAN protocol.…”