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NISCAIR ONLINE PERIODICALS REPOSITORY (NOPR) >
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Research Journals >
Journal of Scientific and Industrial Research (JSIR) >
JSIR Vol.66 [2007] >
JSIR Vol.66(06) [June 2007] >
| Title: | Determination of brake force using artificial neural network |
| Authors: | Koca, Atilla
Bayrakçeken, Hüseyin
Altiparmak, Duran |
| Keywords: | Artificial neural network
Brake force |
| Issue Date: | Jun-2007 |
| Publisher: | CSIR |
| Abstract: | Brakeforcesfordifferentconditionshavebeenusedtocreateanartificialneuralnetwork(ANN) model. Amathematical
formulation is obtained by considering effective factors of brake force (slip, tread depth, road surface, turn angle, tread profile,
tire pressure and Toe of the wheel). There is a good agreement between experimental data and ANN model. The best approach
with minimum errors is performed using LM algorithm with 4 neurons on hidden layers. Statistical coefficient of multiple
determinations (R² value) is obtained as 0,999699 for training data and 0,999178 for testing data. |
| Page(s): | 425-430 |
| ISSN: | 0022-4456 |
| Source: | JSIR Vol.66(06) [June 2007]
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