Fault diagnosis of automobile hydraulic brake system using statistical features and support vector machines

The Research on Ageing of Glycol-Based Brake Fluids of Vehicles in Operation

“…One of the most important safety systems in the vehicle is braking system, which has a decisive impact on the safety level of an active car. In the literature, there is a lot of work about the friction elements of the braking systems [11,14,22,24,25,30] but only few concerning the quality of brake fluid [3,5,17].…”

“…The brake system is a safety critical component necessary for the safe operation of the vehicle [14]. Braking systems have drastically improved since the arrival of ABS (anti-lock braking systems), as has driving control through the development of 4WD (Four-Wheel Drive Systems) and TCL (Traction Control Systems) [24].…”

“…Fault diagnosis is an important process in preventive maintenance of hydraulic brakes [11]. The faults in a hydraulic brake system of an automobile are not fairly noticeable [14]. Some warning signs that there is something wrong with brakes include a performing or squeaking noise [14].…”

“…The faults in a hydraulic brake system of an automobile are not fairly noticeable [14]. Some warning signs that there is something wrong with brakes include a performing or squeaking noise [14]. This identification is only friction brake system, the brake fluid may not be assessed in this way.…”

Study on A Fault Diagnosis Method of Rolling Element Bearing Based on Improved ACO and SVM Model

“…Su et al [20] proposed a multi-fault diagnosis method for rotating machinery based on orthogonal supervised linear local tangent space alignment (OSLLTSA) and least square support vector machine (LS-SVM). Jegadeeshwaran and Sugumaran [21] proposed a on-line condition monitoring by using machine learning approach as a possible solution to such problems. Lu et al [22] proposed a novel dominant feature selection method using a genetic algorithm with a dynamic searching strategy.…”