Abstract
Wiener filter and neural network filter are considered in relation to the problem of measuring the road profile. Road profile is identified using the inertial data from a smartphone rigidly fixed inside a moving car. The effectiveness of the approaches is compared by experimentally driving a car through a series of speed bumps.
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Notes
The equations are written in deviations from stationary motion, so gravity is not included in them.
REFERENCES
M. W. Sayers and S. M. Karamihas, The Little Book of Profiling (Transportation Research Inst., Univ. Michigan, Ann Arbor, MI, 1998).
H. Imine, Y. Delanne, and N. K. M’Sirdi, ‘‘Road profile input estimation in vehicle dynamics simulation,’’ Veh. Syst. Dyn. 44, 285–303 (2006). doi 10.1080/00423110500333840
H. Yan, W. Zhang, and D. Wang, ‘‘Wheel force sensor-based techniques for wear detection and analysis of a special road,’’ Sensors 18, 2493 (2018). doi 10.3390/s18082493
M. Doumiati, A. Victorino, A. Charara, and D. Lechner, ‘‘Estimation of road profile for vehicle dynamics motion: Experimental validation,’’ in Proc. 2011 American Control Conf., San Francisco, 2011, pp. 5237–5242. doi 10.1109/ACC.2011.5991595
A. Gonzalez, E. J. O’Brien, Y.-Y. Li, and K. Cashell, ‘‘The use of vehicle acceleration measurements to estimate road,’’ roughness,’’ Veh. Syst. Dyn. 46, 483–499 (2008).
J. M. Celaya-Padilla, C. E. Galván-Tejada, F. E. López-Monteagudo, O. Alonso-González, A. M. Báez, A. Martinez-Torteya, J. I. Galván-Tejada, J. G. Arceo-Olague, H. Luna-Garcia, and H. Gamboa-Rosales, ‘‘Speed bump detection using accelerometric features: A genetic algorithm approach,’’ Sensors 18, 443 (2018). doi 10.3390/s18020443
R. N. Jazar, Vehicle Dynamics: Theory and Application (Springer, New York, 2014). doi 10.1007/978-1-4614-8544-5
G. Alessandroni, A. Carini, E. Lattanzi, V. Freschi, and A. Bogliolo, ‘‘A study on the influence of speed on road roughness sensing: The smartroadsense case,’’ Sensors 17, 305 (2017). doi 10.3390/s17020305
J. T.-H. Lo, ‘‘Neural filtering,’’ Scholarpedia 4, 7868 (2009). doi 10.4249/scholarpedia.7868
Yu. F. Golubev, ‘‘Neural networks in mechatronics,’’ J. Math. Sci. 147, 6607–6622 (2007). doi 10.1007/s10958-007-0497-3
J. T.-H. Lo, Neural Network Approach to Optimal Filtering, Technical Report No. RL-TR-94-197 (Rome Laboratory, Air Force Material Command, 1994).
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Bolotin, Y.V., Egorov, P.A. Wiener Filter and Neural Network Filter for Measuring the Road Profile. Moscow Univ. Mech. Bull. 76, 44–49 (2021). https://doi.org/10.3103/S0027133021020035
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DOI: https://doi.org/10.3103/S0027133021020035