The paper presents the construction of fuel consumption dynamic characteristic determined with use of artificial neural network (ANN). The characteristic is based on the data obtained during measurements carried out on the engine dynamometer. The momentary fuel consumption as a non-linear function of two variable parameters, engine speed and torque, has been presented. Article discusses the way of determining such a characteristic which can be used for both SI and CI engines for entire range of engine speed and load. Described characteristic enables analysis of engine properties in dynamic states and allows computing mileage fuel consumption of the car with a given engine in combination with the specific transmission in any virtual driving cycle. An important advantage of the ANN method in case of general fuel consumption characteristic in dynamic operating states is that standard measurement equipment can be used and the solution to a complex problem is reduced to programming issues.
CITATIONS(6):
1.
Non-linear control of a gear shift process in a dual-clutch transmission based on a neural engine model Piotr Bera, Wojciech Sikora, Dariusz Wędrychowicz Control Engineering Practice
The influence of number and values of ratios in stepped gearbox on mileage fuel consumption in NEDC test and real traffic P Bera, D Wędrychowicz IOP Conference Series: Materials Science and Engineering
Heavy duty vehicle fuel consumption modeling using artificial neural networks Oskar Wysocki, Lipika Deka, David Elizondo 2019 25th International Conference on Automation and Computing (ICAC)
We process personal data collected when visiting the website. The function of obtaining information about users and their behavior is carried out by voluntarily entered information in forms and saving cookies in end devices. Data, including cookies, are used to provide services, improve the user experience and to analyze the traffic in accordance with the Privacy policy. Data are also collected and processed by Google Analytics tool (more).
You can change cookies settings in your browser. Restricted use of cookies in the browser configuration may affect some functionalities of the website.