Fault-tolerant dead reckoning system for a modular vehicle

被引:0
|
作者
Hashimoto, M [1 ]
Oba, F [1 ]
Takahashi, K [1 ]
机构
[1] Doshisha Univ, Dept Informat Syst Design Eng, Kyoto 6100321, Japan
关键词
modular vehicle; dead reckoning; decentralized estimation; fault detection and diagnosis; fault-tolerant system; multi-model method; Kalman filter; information filter; covariance intersection;
D O I
10.1117/12.664695
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A fault-tolerant dead reckoning system is presented for a modular vehicle, which consists of one chassis unit and several wheel units. The units locally estimate the vehicle position based on their own internal sensors. The local estimates are exchanged among the units via an inter-communication system, and they are fused in a decentralized manner. The units can then determine the vehicle position accurately. The decentralized dead reckoning algorithm is formulated based on the information filter and the covariance Intersection method. For enhancing the reliability of the dead reckoning a multi-model based fault detection and diagnosis (FDD) of the internal sensors is incorporated into the dead reckoning system. The units diagnose their sensors with the FDD system, and they apply only the normal sensors for the vehicle localization. In this paper two fault modes (hard fault and noise fault modes) of the sensors are handled; on the hard fault the sensor output is stuck at a constant value. On the noise fault it is disturbed by a large noise. The FDD algorithm is based on the variable structure interacting multiple-model estimator. The fault-tolerant dead reckoning algorithm was implemented on our indoor test-vehicle, which consists of one chassis unit and four wheel units. Experimental results show that our dead reckoning provided better localization accuracy than the conventional one (i.e., the dead reckoning without sensor FDD system) did even though the sensors partially failed.
引用
收藏
页数:7
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