Intelligent Fault Diagnosis of Steer-By-Wire Automobile
نویسندگان
چکیده
This paper presents an intelligent fault diagnostic approach for a steer-by-wire (SBW) system. A rough set model is utilized to reduce the redundant information. On the base of the reduction, the classifying rules can be extracted. A radical basis function (RBF) neural network optimized by particle swarm optimization (PSO) algorithm is designed to learn the fault rules that are extracted from the reduction of the redundant information. The proposed approach is simulated in MATLAB. Simulation results show that the proposed intelligent fault diagnostic algorithm provides a higher level of diagnostic accuracy than the approach without any optimization.
منابع مشابه
Fault-tolerant automobile steering based on diversity of steer-by-wire, braking and acceleration
Steer-by-wire (SBW) systems, which have no mechanical linkage between the steering wheel and front wheels, are expected to improve vehicle safety through better steering capability. SBW system failures, however, can cause hazardous driving situations. This paper introduces fault-tolerant architecture based on diversified steering mechanisms consisting of SBW backed up with steering by braking a...
متن کاملTime-constrained Fault Tolerant X-by-wire Systems
This paper presents a software-based approach to the problem of distributed actuator failure diagnosis under resource and deadline constraints in fly-by-wire systems using comparison of actuator behaviour and corresponding mathematical model. (2k+1) replicated control and diagnosis tasks are executed to tolerate k-faults in the control and diagnosis functions. The proposed method has been evalu...
متن کاملSliding Mode Observer Based Predictive Fault Diagnosis of a Steer-By-Wire System
This paper presents a nonlinear observer and prediction based analytical redundancy for a SteerBy-Wire (SBW) system. A Sliding Mode Observer was designed to estimate the vehicle steering angle by using the combined linear vehicle model, SBW system, and the yaw rate feedback. The estimated steering angle along with the current input was used to predict the steering angle at various prediction ho...
متن کاملIncorporating a Model of Vehicle Dynamics in a Diagnostic System for Steer-by-Wire Vehicles
This paper examines the benefits of incorporating vehicle dynamics modeling into the design of a diagnostic system for a steer-by-wire vehicle. The use of a model of vehicle dynamics improves the speed and accuracy of the diagnoses, by eliminating a significant source of disturbance input to the steer-by-wire system model. A method for reducing the effects of modeling uncertainty on diagnostic ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- JCP
دوره 7 شماره
صفحات -
تاریخ انتشار 2012