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Volumn 45, Issue 2, 2015, Pages 328-339

Multistep prediction of physiological tremor based on machine learning for robotics assisted microsurgery

Author keywords

Least squares support vector machines (LS SVM); multistep prediction; physiological motions; tremor

Indexed keywords

ARTIFICIAL INTELLIGENCE; FORECASTING; HAND HELD COMPUTERS; LEARNING SYSTEMS; PHYSIOLOGY; ROBOTICS;

EID: 84921370884     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCYB.2014.2381495     Document Type: Article
Times cited : (60)

References (36)
  • 1
    • 70349180307 scopus 로고
    • Baltimore MD, USA: John Hopkins Univ. Press
    • R. J. Elbe andW. C. Koller, Tremor. Baltimore, MD, USA: John Hopkins Univ. Press, 1985.
    • (1985) Tremor
    • Elbe, R.J.1    Koller, W.C.2
  • 2
    • 0033340969 scopus 로고    scopus 로고
    • A steady-hand robotic system for microsurgical augmentation
    • R. Taylor et al., "A steady-hand robotic system for microsurgical augmentation," Int. J. Robot. Res., vol. 18, no. 12, pp. 1201-1210, 1999.
    • (1999) Int. J. Robot. Res , vol.18 , Issue.12 , pp. 1201-1210
    • Taylor, R.1
  • 4
    • 77956516306 scopus 로고    scopus 로고
    • Estimation and filtering of physiological tremor for real-time compensation in surgical robotics applications
    • K. C. Veluvolu and W. T. Ang, "Estimation and filtering of physiological tremor for real-time compensation in surgical robotics applications," Int. J. Med. Robot. Comput. Assist. Surg., vol. 6, no. 3, pp. 334-342, 2010.
    • (2010) Int. J. Med. Robot. Comput. Assist. Surg , vol.6 , Issue.3 , pp. 334-342
    • Veluvolu, K.C.1    Ang, W.T.2
  • 5
    • 84885938067 scopus 로고    scopus 로고
    • Physiological tremor estimation with autoregressive (ar) model and kalman filter for robotic applications
    • Dec
    • S. Tatinati, K. C. Veluvolu, S. M. Hong, W. T. Latt, and W. T. Ang, "Physiological tremor estimation with autoregressive (AR) model and Kalman filter for robotic applications," IEEE Sensors J., vol. 13, no. 12, pp. 4977-4985, Dec. 2013.
    • (2013) IEEE Sensors J , vol.13 , Issue.12 , pp. 4977-4985
    • Tatinati, S.1    Veluvolu, K.C.2    Hong, S.M.3    Latt, W.T.4    Ang, W.T.5
  • 6
    • 77950984514 scopus 로고    scopus 로고
    • Micromanipulation accuracy in pointing and tracing investigated with a contact-free measurement system
    • Minneapolis, MN, USA
    • L. M. S. Eileen et al., "Micromanipulation accuracy in pointing and tracing investigated with a contact-free measurement system," in Proc. 31st IEEE Annu. Int. Conf. Eng. Med. Biol. Soc. (EMBS), Minneapolis, MN, USA, 2009, pp. 3960-3963.
    • (2009) Proc. 31st IEEE Annu. Int. Conf. Eng. Med. Biol. Soc. (EMBS , pp. 3960-3963
    • Eileen, L.M.S.1
  • 7
    • 79959830925 scopus 로고    scopus 로고
    • Drift-free position estimation of periodic or quasi-periodic motion using inertial sensors
    • W. T. Latt, K. C. Veluvolu, and W. T. Ang, "Drift-free position estimation of periodic or quasi-periodic motion using inertial sensors," Sensors, vol. 11, no. 6, pp. 5931-5951, 2011.
    • (2011) Sensors , vol.11 , Issue.6 , pp. 5931-5951
    • Latt, W.T.1    Veluvolu, K.C.2    Ang, W.T.3
  • 8
    • 84886670422 scopus 로고    scopus 로고
    • Multistep prediction of phyisological tremor for surgical robotic applications
    • Nov
    • K. C. Veluvolu, S. Tatinati, S. M. Hong, and W. T. Ang, "Multistep prediction of phyisological tremor for surgical robotic applications," IEEE Trans. Biomed. Eng., vol. 60, no. 11, pp. 3074-3082, Nov. 2013.
    • (2013) IEEE Trans. Biomed. Eng , vol.60 , Issue.11 , pp. 3074-3082
    • Veluvolu, K.C.1    Tatinati, S.2    Hong, S.M.3    Ang, W.T.4
  • 9
    • 84900803438 scopus 로고    scopus 로고
    • Different phase delays of peripheral input to primate motor cortex and spinal cord promote cancellation at physiological tremor frequencies
    • Feb
    • S. Kozelj and S. N. Baker, "Different phase delays of peripheral input to primate motor cortex and spinal cord promote cancellation at physiological tremor frequencies," J. Neurophysiol., vol. 111, pp. 2001-2016, Feb. 2014.
    • (2014) J. Neurophysiol , vol.111 , pp. 2001-2016
    • Kozelj, S.1    Baker, S.N.2
  • 10
    • 84884473808 scopus 로고    scopus 로고
    • Augmented visual feedback counteracts the effect of surface muscular functional electrical stimulation on physiological tremor
    • Sep
    • G. Grimaldi, A. Frenandez, and M. Manto, "Augmented visual feedback counteracts the effect of surface muscular functional electrical stimulation on physiological tremor," J. Neuroeng. Rehabil., vol. 10, pp. 1-12, Sep. 2013.
    • (2013) J. Neuroeng. Rehabil , vol.10 , pp. 1-12
    • Grimaldi, G.1    Frenandez, A.2    Manto, M.3
  • 11
    • 84879805914 scopus 로고    scopus 로고
    • Power spectral density analysis of physiological, rest and action tremor in parkinson's disease patients treated with deep brain stimualtion
    • Jun
    • T. Heida, E. C. Wentink, and E. Marani, "Power spectral density analysis of physiological, rest and action tremor in Parkinson's disease patients treated with deep brain stimualtion," J. Neuroeng. Rehabil., vol. 10, pp. 1-11, Jun. 2013.
    • (2013) J. Neuroeng. Rehabil , vol.10 , pp. 1-11
    • Heida, T.1    Wentink, E.C.2    Marani, E.3
  • 12
    • 84906063634 scopus 로고    scopus 로고
    • The pattern of coupling dynamics between postual motion, isotonic hand movements and physiological tremor
    • Sep
    • S. Morrison, N. Cortes, K. M. Newell, and G. Kerr, "The pattern of coupling dynamics between postual motion, isotonic hand movements and physiological tremor," Neurosci. Lett., vol. 580, pp. 41-46, Sep. 2014.
    • (2014) Neurosci. Lett , vol.580 , pp. 41-46
    • Morrison, S.1    Cortes, N.2    Newell, K.M.3    Kerr, G.4
  • 13
    • 0035008836 scopus 로고    scopus 로고
    • The pathophysiology of tremor
    • G. Deuschl, J. Raethjen, and M. Lindemann, "The pathophysiology of tremor," Muscle Nerve, vol. 24, no. 6, pp. 716-735, 2001.
    • (2001) Muscle Nerve , vol.24 , Issue.6 , pp. 716-735
    • Deuschl, G.1    Raethjen, J.2    Lindemann, M.3
  • 14
    • 0142258223 scopus 로고    scopus 로고
    • Toward active tremor canceling in handheld microsurgical instruments
    • Oct
    • C. N. Riviere, W. T. Ang, and P. K. Khosla, "Toward active tremor canceling in handheld microsurgical instruments," IEEE Trans. Robot. Autom., vol. 19, no. 5, pp. 793-800, Oct. 2003.
    • (2003) IEEE Trans. Robot. Autom , vol.19 , Issue.5 , pp. 793-800
    • Riviere, C.N.1    Ang, W.T.2    Khosla, P.K.3
  • 15
    • 79953320470 scopus 로고    scopus 로고
    • Estimation of physiological tremor from accelerometers for real-time applications
    • K. C. Veluvolu and W. T. Ang, "Estimation of physiological tremor from accelerometers for real-time applications," Sensors, vol. 11, no. 3, pp. 3020-3036, 2011.
    • (2011) Sensors , vol.11 , Issue.3 , pp. 3020-3036
    • Veluvolu, K.C.1    Ang, W.T.2
  • 16
    • 84861340671 scopus 로고    scopus 로고
    • The organization of upper limb physiological tremor
    • B. Carignan, J. F. Daneault, and C. Duval, "The organization of upper limb physiological tremor," Eur. J. Appl. Physiol., vol. 112, no. 4, pp. 1269-1284, 2012.
    • (2012) Eur. J. Appl. Physiol , vol.112 , Issue.4 , pp. 1269-1284
    • Carignan, B.1    Daneault, J.F.2    Duval, C.3
  • 17
    • 79954472435 scopus 로고    scopus 로고
    • Pathological tremor and voluntary motion modeling and online estimation for active compensation
    • Apr
    • A. P. L. Bo, P. Poignet, and C. Geny, "Pathological tremor and voluntary motion modeling and online estimation for active compensation," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 19, no. 2, pp. 177-185, Apr. 2011.
    • (2011) IEEE Trans. Neural Syst. Rehabil. Eng , vol.19 , Issue.2 , pp. 177-185
    • Bo, A.P.L.1    Poignet, P.2    Geny, C.3
  • 18
    • 42649096135 scopus 로고    scopus 로고
    • An active handheld instrument for enhanced microsurgical accuracy
    • Berlin, Germany: Springer, Oct. 2000
    • W. T. Ang, C. N. Riviere, and P. K. Khosla, "An active handheld instrument for enhanced microsurgical accuracy," in Medical Image Computing and Computer-Assisted Intervention-MICCAI 2000, vol. 1935. Berlin, Germany: Springer, Oct. 2000, pp. 878-886.
    • (2000) Medical Image Computing and Computer-Assisted Intervention-MICCAI , vol.1935 , pp. 878-886
    • Ang, W.T.1    Riviere, C.N.2    Khosla, P.K.3
  • 19
    • 79951521613 scopus 로고    scopus 로고
    • Compact sensing design of a handheld active tremor compenstaion instrument
    • Dec
    • W. T. Latt, U. X. Tan, C. Y. Shee, C. N. Riviere, and W. T. Ang, "Compact sensing design of a handheld active tremor compenstaion instrument," IEEE Sensors J., vol. 9, no. 12, pp. 1864-1871, Dec. 2009.
    • (2009) IEEE Sensors J , vol.9 , Issue.12 , pp. 1864-1871
    • Latt, W.T.1    Tan, U.X.2    Shee, C.Y.3    Riviere, C.N.4    Ang, W.T.5
  • 20
    • 0024639521 scopus 로고
    • Frequency spectrum analysis of wrist motion for activites of daily living
    • K. A. Mann, F. W. Werner, and A. K. Palmer, "Frequency spectrum analysis of wrist motion for activites of daily living," J. Orthop. Res., vol. 7, no. 2, pp. 304-306, 1989.
    • (1989) J. Orthop. Res , vol.7 , Issue.2 , pp. 304-306
    • Mann, K.A.1    Werner, F.W.2    Palmer, A.K.3
  • 21
    • 77955498702 scopus 로고    scopus 로고
    • Realtime estimation of pathological tremor parameters from gyroscope data
    • J. A. Gallego, E. Rocon, J. O. Roa, J. C. Moreno, and J. L. Pons, "Realtime estimation of pathological tremor parameters from gyroscope data," Sensors, vol. 10, no. 3, pp. 2129-2149, 2010.
    • (2010) Sensors , vol.10 , Issue.3 , pp. 2129-2149
    • Gallego, J.A.1    Rocon, E.2    Roa, J.O.3    Moreno, J.C.4    Pons, J.L.5
  • 22
    • 33846516584 scopus 로고    scopus 로고
    • M. Jordan,J. Klienberg,B. Scholkopf,Eds. New York,NY USA: Springer
    • C. M. Bishop, Pattern Recognition and Machine Learning, M. Jordan, J. Klienberg, and B. Scholkopf, Eds. New York, NY, USA: Springer, 2007.
    • (2007) Pattern Recognition and Machine Learning
    • Bishop, C.M.1
  • 23
    • 34247179140 scopus 로고    scopus 로고
    • A review of classification algorithms for eeg-based brain-computer interfaces
    • F. Lotte, M. Congedo, A. Lecuyer, F. Lamarche, and B. Arnaldi, "A review of classification algorithms for EEG-based brain-computer interfaces," J. Neural Eng., vol. 4, no. 2, pp. R1-R13, 2007.
    • (2007) J. Neural Eng , vol.4 , Issue.2 , pp. R1-R13
    • Lotte, F.1    Congedo, M.2    Lecuyer, A.3    Lamarche, F.4    Arnaldi, B.5
  • 24
    • 84903161838 scopus 로고    scopus 로고
    • Nonparallel support vector machines for pattern classification
    • Jul
    • Y. Tian, Z. Qi, X. Ju, Y. Shi, and X. Liu, "Nonparallel support vector machines for pattern classification," IEEE Trans. Cybern., vol. 44, no. 7, pp. 1067-1079, Jul. 2014.
    • (2014) IEEE Trans. Cybern , vol.44 , Issue.7 , pp. 1067-1079
    • Tian, Y.1    Qi, Z.2    Ju, X.3    Shi, Y.4    Liu, X.5
  • 25
    • 84885457547 scopus 로고    scopus 로고
    • Target localization using ensemble support vector regression in wireless sensor networks
    • Aug
    • W. Kim, J. Park, J. Yoo, H. J. Kim, and C. G. Park, "Target localization using ensemble support vector regression in wireless sensor networks," IEEE Trans. Cybern., vol. 43, no. 4, pp. 1189-1198, Aug. 2013.
    • (2013) IEEE Trans. Cybern , vol.43 , Issue.4 , pp. 1189-1198
    • Kim, W.1    Park, J.2    Yoo, J.3    Kim, H.J.4    Park, C.G.5
  • 26
    • 84908360910 scopus 로고    scopus 로고
    • Distributed object detection with linear svms
    • Nov
    • Y. Pang, K. Zhang, Y. Yaun, and K. Wang, "Distributed object detection with linear SVMs," IEEE Trans. Cybern., vol. 44, no. 11, pp. 2122-2133, Nov. 2014.
    • (2014) IEEE Trans. Cybern , vol.44 , Issue.11 , pp. 2122-2133
    • Pang, Y.1    Zhang, K.2    Yaun, Y.3    Wang, K.4
  • 27
    • 68549107645 scopus 로고    scopus 로고
    • Forecasting respiratory motion with accurate online support vector regression (svrpred
    • F. Ernst and A. Schweikard, "Forecasting respiratory motion with accurate online support vector regression (SVRpred)," Int. J. Comput. Assist. Radiol. Surg., vol. 4, no. 5, pp. 439-447, 2009.
    • (2009) Int. J. Comput. Assist. Radiol. Surg , vol.4 , Issue.5 , pp. 439-447
    • Ernst, F.1    Schweikard, A.2
  • 28
    • 0141765796 scopus 로고    scopus 로고
    • Accurate online support vector regression
    • J. Ma, J. Thelier, and S. Perkins, "Accurate online support vector regression," Neural Comput., vol. 15, no. 11, pp. 2683-2703, 2003.
    • (2003) Neural Comput , vol.15 , Issue.11 , pp. 2683-2703
    • Ma, J.1    Thelier, J.2    Perkins, S.3
  • 30
    • 66449136989 scopus 로고    scopus 로고
    • Time series prediction using support vector machines: A survey
    • May
    • N. I. Sapankevych and R. Shankar, "Time series prediction using support vector machines: A survey," IEEE Comput. Intell. Mag., vol. 4, no. 2, pp. 24-38, May 2009.
    • (2009) IEEE Comput. Intell. Mag , vol.4 , Issue.2 , pp. 24-38
    • Sapankevych, N.I.1    Shankar, R.2
  • 32
    • 0035181296 scopus 로고    scopus 로고
    • Optimal control by least squares support vector machines
    • J. A. K. Suykens, J. Vandewalle, and B. De Moor, "Optimal control by least squares support vector machines," Neural Netw., vol. 14, no. 1, pp. 23-35, 2001.
    • (2001) Neural Netw , vol.14 , Issue.1 , pp. 23-35
    • Suykens, J.A.K.1    Vandewalle, J.2    De Moor, B.3
  • 34
    • 84655162140 scopus 로고    scopus 로고
    • A micro motion sensing system for micromanipulation tasks
    • W. T. Latt et al., "A micro motion sensing system for micromanipulation tasks," Sensors Actuat. A Phys., vol. 173, no. 1, pp. 254-266, 2012.
    • (2012) Sensors Actuat. A Phys , vol.173 , Issue.1 , pp. 254-266
    • Latt, W.T.1
  • 36
    • 33947301434 scopus 로고    scopus 로고
    • Robotic compensation of biological motion to enhance surgical accuracy
    • Sep
    • C. N. Riviere, J. Gangloff, and M. Mathelin, "Robotic compensation of biological motion to enhance surgical accuracy," Proc. IEEE, vol. 94, no. 4, pp. 1706-1716, Sep. 2006.
    • (2006) Proc. IEEE , vol.94 , Issue.4 , pp. 1706-1716
    • Riviere, C.N.1    Gangloff, J.2    Mathelin, M.3


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