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Application of Pattern Recognition for the Mitigation of Systematic Errors in an Optical Incremental Encoder

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Proceedings of the 10th International Conference on Rotor Dynamics – IFToMM (IFToMM 2018)

Part of the book series: Mechanisms and Machine Science ((Mechan. Machine Science,volume 63))

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Abstract

The accuracy and reliability in the measurement of the instantaneous angular speed (IAS) by incremental encoders are fundamental for speed and torque control systems. An error in the acquisition of this variable may cause instabilities or even render the system unfeasible. Many works deal with this problem, which in some cases is caused by the imperfections in the disk manufacturing or also shaft misalignments. Due to the systematic character of these type of error, in this work an error pattern in the encoder signal of a vehicle dynamometer was identified by means of a calibration process and detected along the experiment by minimizing the total variation of the corrected angular speed curve. By making use of this procedure, not only the measurement became more accurate, but also the direction of rotation and angular position of the rotary system could be detected with only one channel of the encoder sensor being acquired. After the application of this method, the measurement error was reduced by 84.22%, even in transient conditions, without the application of further filtering methods, which may unwantedly lead to phase shifting in the IAS signal.

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References

  1. Spagnol M, Bregant L (2015) Instantaneous angular speed analysis, measurement errors and signal filtering. In: Proceedings of the 9th IFToMM international conference on rotor dynamics. Springer, pp 521–531

    Google Scholar 

  2. Spagnol M, Bregant L, Boscarol A (2016) Electrical induction motor higher harmonics analysis based on instantaneous angular speed measurement. In: Advances in condition monitoring of machinery in non-stationary operations. Springer, pp 27–41

    Google Scholar 

  3. Randall RB (2011) Vibration-based condition monitoring: industrial, aerospace and automotive applications. Wiley, Hoboken

    Book  Google Scholar 

  4. Li Z, Yan X, Yuan C, Peng Z (2012) Intelligent fault diagnosis method for marine diesel engines using instantaneous angular speed. J Mech Sci Technol 26(8):2413

    Article  Google Scholar 

  5. Renaudin L, Bonnardot F, Musy O, Doray J, Rémond D (2010) Natural roller bearing fault detection by angular measurement of true instantaneous angular speed. Mech Syst Sig Process 24(7):1998

    Article  Google Scholar 

  6. Gubran AA, Sinha JK (2014) Shaft instantaneous angular speed for blade vibration in rotating machine. Mech Syst Sig Process 44(1–2):47

    Article  Google Scholar 

  7. Stander C, Heyns P (2005) Instantaneous angular speed monitoring of gearboxes under non-cyclic stationary load conditions. Mech Syst Sig Process 19(4):817

    Article  Google Scholar 

  8. Zhao M, Jia X, Lin J, Lei Y, Lee J (2018) Instantaneous speed jitter detection via encoder signal and its application for the diagnosis of planetary gearbox. Mech Syst Sig Process 98:16

    Article  Google Scholar 

  9. Li B, Zhang X, Wu J (2017) New procedure for gear fault detection and diagnosis using instantaneous angular speed. Mech Syst Sig Process 85:415

    Article  Google Scholar 

  10. Li Y, Gu F, Harris G, Ball A, Bennett N, Travis K (2005) The measurement of instantaneous angular speed. Mech Syst Sig Process 19(4):786

    Article  Google Scholar 

  11. Lin TR, Tan AC, Ma L, Mathew J (2014) Estimating the loading condition of a diesel engine using instantaneous angular speed analysis. In: Engineering asset management. Springer, pp 259–272

    Google Scholar 

  12. Bertoti E, Eckert J, Yamashita R, Silva L, Dedini F (2014) Experimental characterization of a feedforward control for the replication of moving resistances on a chassis dynamometer. In: International symposium on multibody systems and mechatronics. Springer pp 379–388

    Google Scholar 

  13. Bertoti E, Eckert JJ, Yamashita RY, Silva LCA, Dedini FG (2017) Development and implementation of a shift assistance system for an automotive chassis dynamometer. In: 24th ABCM international congress of mechanical engineering - COBEM

    Google Scholar 

  14. Eckert JJ, Bertoti E, Costa EDS, Santiciolli FM, Yamashita RY, de Alkmin e Silva LC, Dedini FG (2017) Experimental evaluation of rotational inertia and tire rolling resistance for a twin roller chassis dynamometer. In: 26th SAE Brasil international congress and display. SAE International

    Google Scholar 

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Acknowledgments

This work was conducted during scholarships supported by the Brazilian Federal Agency for Support and Evaluation of Graduate Education (CAPES), National Council for Scientific and Technological Development (CNPq), State of São Paulo Research Foundation (FAPESP) and the University of Campinas (UNICAMP).

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Correspondence to Elvis Bertoti .

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Bertoti, E., Yamashita, R.Y., Eckert, J.J., Santiciolli, F.M., Dedini, F.G., Silva, L.C.A. (2019). Application of Pattern Recognition for the Mitigation of Systematic Errors in an Optical Incremental Encoder. In: Cavalca, K., Weber, H. (eds) Proceedings of the 10th International Conference on Rotor Dynamics – IFToMM. IFToMM 2018. Mechanisms and Machine Science, vol 63. Springer, Cham. https://doi.org/10.1007/978-3-319-99272-3_5

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  • DOI: https://doi.org/10.1007/978-3-319-99272-3_5

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-99271-6

  • Online ISBN: 978-3-319-99272-3

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