Fuzzy Logic and Neural Network Control Systems for Backing up a Truck and a Trailer

拖车 人工神经网络 控制工程 卡车 模糊逻辑 模糊控制系统 控制系统 控制逻辑 工程类 计算机科学 特征(语言学) 人工智能 汽车工程 算法 语言学 哲学 电气工程
作者
Chamilka Rajith Jayarathna,Janaka Wijayakulasooriya,S. R. Kodituwakku
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摘要

Today, computer control systems have achieved a highest position of their applicability through large scale industries to smaller activities such as controlling a movement of an object. Especially many researches are being carried out to develop control systems to automate the movements of vehicles as it is performed by a human being. This paper presents control systems to control the backing up motion of a truck and trailer vehicle into a particular location such as a loading dock. Salient feature of these systems is that it can be applied to any vehicle system which has a trailer attached to it. Two separate control systems are used to achieve the desired goal. In the first approach, the system uses fuzzy logic while the second approach uses an artificial neural network for the same purpose. The proposed controllers are tested for different initial positions and orientations of the truck and the trailer using a simulation model implemented with the MATLAB tool boxes. Comparisons of the results obtained are also presented. Under the conditions considered for the simulation it is observed that the fuzzy logic based control system is capable of controlling the vehicle within a larger area than that of the neural network based control system.

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