TY - GEN
T1 - Identification of leakages in the inlet system of an internal combustion engine with the use of Wigner-Ville transform and RBF neural networks
AU - Czech, Piotr
PY - 2012
Y1 - 2012
N2 - In recent years the number of vehicles using the roads all over the world has been constantly increasing. A continuous progress in the field of new technologies causes that they become cheaper and cheaper to manufacture and at the same time more accessible. In order to balance the positive and negative effects of motorisation development, world organisations introduce stricter and stricter regulations concerning the safety and the natural environment protection. Each car produced now is equipped with an on-board diagnostic system OBD. Such systems serve to assess the efficiency of the basic elements in a vehicle. The article attempts to determine the lacks of tightness in the inlet system of the internal combustion engine on the basis of vibration effects emitted by the engine. On the basis of a model prepared with the use of Wigner-Ville transform a series of experiments has been conducted to achieve a design of a properly functioning neural classifier which may extend the operation of an OBD system.
AB - In recent years the number of vehicles using the roads all over the world has been constantly increasing. A continuous progress in the field of new technologies causes that they become cheaper and cheaper to manufacture and at the same time more accessible. In order to balance the positive and negative effects of motorisation development, world organisations introduce stricter and stricter regulations concerning the safety and the natural environment protection. Each car produced now is equipped with an on-board diagnostic system OBD. Such systems serve to assess the efficiency of the basic elements in a vehicle. The article attempts to determine the lacks of tightness in the inlet system of the internal combustion engine on the basis of vibration effects emitted by the engine. On the basis of a model prepared with the use of Wigner-Ville transform a series of experiments has been conducted to achieve a design of a properly functioning neural classifier which may extend the operation of an OBD system.
KW - On-Board Diagnostics OBD
KW - artificial neural networks
KW - diagnostics
KW - internal combustion engines
UR - https://www.scopus.com/pages/publications/84868245545
U2 - 10.1007/978-3-642-34050-5_47
DO - 10.1007/978-3-642-34050-5_47
M3 - Conference contribution
AN - SCOPUS:84868245545
SN - 9783642340499
T3 - Communications in Computer and Information Science
SP - 414
EP - 422
BT - Telematics in the Transport Environment - 12th International Conference on Transport Systems Telematics, TST 2012, Selected Papers
T2 - 12th International Conference on Transport Systems Telematics, TST 2012
Y2 - 10 October 2012 through 13 October 2012
ER -