Motor speed estimation and failure detection of a small UAV using density of maxima

Jefferson S. SOUZA; Moises C. BEZERRIL; Mateus A. SILVA; Frank C. VERAS; Abel LIMA-FILHO; Jorge Gabriel RAMOS; Alisson V. BRITO

doi:10.1631/FITEE.2000149

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Motor speed estimation and failure detection of a small UAV using density of maxima

Regular Papers | Updated：2022-06-06

- Motor speed estimation and failure detection of a small UAV using density of maxima
- 基于最大密度的小型无人机电机速度估计与故障检测
- Frontiers of Information Technology & Electronic Engineering Vol. 22, Issue 7, Pages: 1002-1009(2021)
- Affiliations：
  
  Laboratory of System Engineering and Robotics, Federal University of Paraiba, Joao Pessoa, Brazil
  Department of Information Systems, Federal University of Piaui, Picos, Brazil
  Department of Mechanical Engineering, Federal University of Paraiba, Joao Pessoa, Brazil
  Department of Physics, Federal University of Paraiba, Joao Pessoa, Brazil
- Author bio：
  
  Alisson V. BRITO, E-mail: alissonbrito@ci.ufpb.br
- Funds：
- DOI：10.1631/FITEE.2000149
  CLC：
- Received：04 April 2020，
  
  Revised：2021-;3-17，
  
  Published：2021-07
- Accepted：
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Jefferson S. SOUZA, Moises C. BEZERRIL, Mateus A. SILVA, et al. Motor speed estimation and failure detection of a small UAV using density of maxima[J]. Frontiers of Information Technology & Electronic Engineering, 2021, 22(7): 1002-1009.
DOI：

Jefferson S. SOUZA, Moises C. BEZERRIL, Mateus A. SILVA, et al. Motor speed estimation and failure detection of a small UAV using density of maxima[J]. Frontiers of Information Technology & Electronic Engineering, 2021, 22(7): 1002-1009. DOI： 10.1631/FITEE.2000149.

摘要

介绍了基于混沌的最大密度信号分析技术在无刷直流电机分析中的应用。利用了从电流信号最大密度估计得出的相关系数。通过实验实现了无刷电机在试验台上的速度估计以及在小型无人机上的故障检测。实验结果表明，在97.8%的案例中可估计电机速度，在82.75%的分析案例中可检测故障。

Abstract

This work presents the application of the technique named signal analysis based on chaos using density of maxima to analyze brushless direct current motors. It uses a correlation coefficient estimated from the density of maxima of the current signal. This study demonstrates in experiments the speed estimation of a brushless motor on a testbench and failure detection in a small flying drone. The experimental results demonstrate that it is possible to estimate the speed in 97.8% of the cases and to detect failure in 82.75% of the analyzed cases.

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references

G Baek , , , Y Kim , , , S Kim . . Fault diagnosis of identical brushless DC motors under patterns of state change . . Proc IEEE Int Conf on Fuzzy Systems (IEEE World Congress on Computational Intelligence) , , 2008 . . p.2083 - - 2088 . . DOI: 10.1109/FUZZY.2008.4630657 http://doi.org/10.1109/FUZZY.2008.4630657 . .

D Bazeia , , , MBPN Pereira , , , AV Brito , , , 等 . . A novel procedure for the identification of chaos in complex biological systems . . Sci Rep , , 2017 . . 7 44900 . .

B Dietz , , , A Richter , , , R Samajdar . . Cross-section fluctuations in open microwave billiards and quantum graphs: the counting-of-maxima method revisited . . Phys Rev E , , 2015 . . 92 ( ( 2 ): ): 022904 . .

M Gosak , , , M Marhl , , , M Perc . . Chaos between stochasticity and periodicity in the prisoner's dilemma game . . Int J Bifurc Chaos , , 2008 . . 18 ( ( 3 ): ): 869 - - 875 . . . .

WQ Hou , , , YX Zhang , , , JP Sun . . A fault detection method for motors based on local polynomial Fourier transform . . Prognostics and System Health Management Conf , , 2015 . . p.1 - - 5 . . DOI: 10.1109/PHM.2015.7380056 http://doi.org/10.1109/PHM.2015.7380056 . .

G Károlyi , , , Z Neufeld , , , I Scheuring . . Rock-scissors-paper game in a chaotic flow: the effect of dispersion on the cyclic competition of microorganisms . . J Theory Biol , , 2005 . . 236 ( ( 1 ): ): 12 - - 20 . . . .

M Koteich , , , T Le Moing , , , A Janot , , , 等 . . A real-time observer for UAV's brushless motors . . IEEE 11 th Int Workshop of Electronics, Control, Measurement, Signals and Their Application to Mechatronics , , 2013 . . p.1 - - 5 . . DOI: 10.1109/ECMSM.2013.6648964 http://doi.org/10.1109/ECMSM.2013.6648964 . .

J Kuzma , , , S O'Sullivan , , , T Philippe , , , 等 . . Commercialization strategy in managing online presence in the unamanned aerial vehicle industry . . Int J Bus Strat , , 2017 . . 17 ( ( 1 ): ): 59 - - 68 . . DOI: 10.18374/IJBS-17-1.6 http://doi.org/10.18374/IJBS-17-1.6 . .

Y Lei , , , JL Wang . . Aerodynamic performance of quadrotor UAV with non-planar rotors . . Appl Sci , , 2019 . . 9 ( ( 14 ): ): 2779 DOI: 10.3390/app9142779 http://doi.org/10.3390/app9142779 . .

YM Li , , , WB Du , , , P Yang , , , 等 . . A satisficing conflict resolution approach for multiple UAVs . . IEEE Intern Things J , , 2019 . . 6 ( ( 2 ): ): 1866 - - 1878 . . . .

RLV Medeiros , , , JGGS Ramos , , , TP Nascimento , , , 等 . . A novel approach for brushless DC motors characterization in drones based on chaos . . Drones , , 2018 . . 2 ( ( 2 ): ): 14 DOI: 10.3390/drones2020014 http://doi.org/10.3390/drones2020014 . .

RLV Medeiros , , , ACL Filho , , , JGGS Ramos , , , 等 . . A novel approach for speed and failure detection in brushless DC motors based on chaos . . IEEE Trans Ind Electron , , 2019 . . 66 ( ( 11 ): ): 8751 - - 8759 . . DOI: 10.1109/TIE.2018.2886766 http://doi.org/10.1109/TIE.2018.2886766 . .

MP Mills . . Drone disruption: . . the stakes, the players, and the opportunities , , 2017 . . https://www.forbes.com/sites/markpmills/2016/03/23/drone-disruption-the-stakes-the-players-and-the-opportunities/#58333ffe7d0b https://www.forbes.com/sites/markpmills/2016/03/23/drone-disruption-the-stakes-the-players-and-the-opportunities/#58333ffe7d0b , , . .

M Mitchell , , , P Hraber , , , JP Crutchfield . . Revisiting the edge of chaos: . . evolving cellular automata to perform computations , , 1993 . . https://arxiv.org/abs/adap-org/9303003 https://arxiv.org/abs/adap-org/9303003 , , . .

NP Nguyen , , , SK Hong . . Active fault-tolerant control of a quadcopter against time-varying actuator faults and saturations using sliding mode backstepping approach . . Appl Sci , , 2019 . . 9 ( ( 19 ): ): 4010 DOI: 10.3390/app9194010 http://doi.org/10.3390/app9194010 . .

MA Nowak , , , RM May . . Evolutionary games and spatial chaos . . Nature , , 1992 . . 359 ( ( 6398 ): ): 826 - - 829 . . DOI: 10.1038/359826a0 http://doi.org/10.1038/359826a0 . .

BG Park , , , KJ Lee , , , RY Kim , , , 等 . . Simple fault diagnosis based on operating characteristic of brushless direct-current motor drives . . IEEE Trans Ind Electron , , 2011 . . 58 ( ( 5 ): ): 1586 - - 1593 . . DOI: 10.1109/TIE.2010.2072895 http://doi.org/10.1109/TIE.2010.2072895 . .

JGGS Ramos , , , D Bazeia , , , MS Hussein , , , 等 . . Conductance peaks in open quantum dots . . Phys Rev Lett , , 2011 . . 107 ( ( 17 ): ): 176807 DOI: 10.1103/PhysRevLett.107.176807 http://doi.org/10.1103/PhysRevLett.107.176807 . .

O Solomon . . Model reference adaptive control of a permanent magnet brushless DC motor for UAV electric propulsion system . . Proc 33 rd Annual Conf of the IEEE Industrial Electronics Society , , 2007 . . p. 1186 - - 1191 . . DOI: 10.1109/IECON.2007.4460304 http://doi.org/10.1109/IECON.2007.4460304 . .

M Stéphane . . A Wavelet Tour of Signal Processing (3 rd Ed. ) . . Academic Press, Amsterdam, Boston, USA , , 2009 . . DOI: 10.1016/B978-0-12-374370-1.X0001-8 http://doi.org/10.1016/B978-0-12-374370-1.X0001-8 . .

C Stöcker , , , R Bennett , , , F Nex , , , 等 . . Review of the current state of UAV regulations . . Remot Sens , , 2017 . . 9 ( ( 5 ): ): 459 DOI: 10.3390/rs9050459 http://doi.org/10.3390/rs9050459 . .

J Straub , , , J Huber . . Validating a UAV artificial intelligence control system using an autonomous test case generator . . Airborne Intelligence, Surveillance, Reconnaissance Systems and Applications X, Article , , 2013 . . 87130I DOI: 10.1117/12.2018591 http://doi.org/10.1117/12.2018591 . .

B Tefay , , , B Eizad , , , P Crosthwaite , , , 等 . . Design of an integrated electronic speed controller for compact robotic vehicles . . Proc Australasian Conf on Robotics and Automation , , 2011 . . p. 2083 - - 2088 . . . .

FC Veras , , , TLV Lima , , , JS Souza , , , 等 . . Eccentricity failure detection of brushless DC motors from sound signals based on density of maxima . . IEEE Access , , 2019 . . 7 150318 - - 150326 . . DOI: 10.1109/ACCESS.2019.2946502 http://doi.org/10.1109/ACCESS.2019.2946502 . .

W Wang , , , JW Wang . . Dynamic response enhancement and fault protection of boost converter-fed brushless DC motor in aerospace applications . . Appl Sci , , 2019 . . 9 ( ( 10 ): ): 2113 DOI: 10.3390/app9102113 http://doi.org/10.3390/app9102113 . .

B Xiao , , , S Yin . . A new disturbance attenuation control scheme for quadrotor unmanned aerial vehicles . . IEEE Trans Ind Inform , , 2017 . . 13 ( ( 6 ): ): 2922 - - 2932 . . DOI: 10.1109/TII.2017.2682900 http://doi.org/10.1109/TII.2017.2682900 . .

HY Yang , , , S Yin . . Descriptor observers design for Markov jump systems with simultaneous sensor and actuator faults . . IEEE Trans Autom Contr , , 2019a . . 64 ( ( 8 ): ): 3370 - - 3377 . . DOI: 10.1109/TAC.2018.2879765 http://doi.org/10.1109/TAC.2018.2879765 . .

HY Yang , , , S Yin . . Reduced-order sliding-mode-observer-based fault estimation for Markov jump systems . . IEEE Trans Autom Contr , , 2019b . . 64 ( ( 11 ): ): 4733 - - 4740 . . DOI: 10.1109/TAC.2019.2904435 http://doi.org/10.1109/TAC.2019.2904435 . .

HY Yang , , , YC Jiang , , , S Yin . . Adaptive fuzzy fault tolerant control for Markov jump systems with additive and multiplicative actuator faults . . IEEE Trans Fuzzy Syst, online , , 2020 . . DOI: 10.1109/TFUZZ.2020.2965884 http://doi.org/10.1109/TFUZZ.2020.2965884 . .

Y Yuan , , , HH Yuan , , , L Guo , , , 等 . . Resilient control of networked control system under DoS attacks: a unified game approach . . IEEE Trans Ind Inform , , 2016 . . 12 ( ( 5 ): ): 1786 - - 1794 . . DOI: 10.1109/TII.2016.2542208 http://doi.org/10.1109/TII.2016.2542208 . .

Q Zhang , , , X Chen , , , DZ Xu . . Adaptive neural fault-tolerant control for the yaw control of UAV helicopters with input saturation and full-state constraints . . Appl Sci , , 2020 . . 10 ( ( 4 ): ): 1404 DOI: 10.3390/app10041404 http://doi.org/10.3390/app10041404 . .

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