메뉴 건너뛰기




Volumn , Issue , 2012, Pages 4140-4143

A neural network-based design of an on-off adaptive control for Deep Brain Stimulation in movement disorders

Author keywords

closed loop deep brain stimulation; feed forward back propagation neural network; Levenberg Marquardt learning algorithm; movement disorders; Surface EMG; tremor onset prediction

Indexed keywords

DEEP BRAIN STIMULATION; FEEDFORWARD BACKPROPAGATION; LEVENBERG-MARQUARDT LEARNING ALGORITHMS; MOVEMENT DISORDERS; SURFACE EMG;

EID: 84880961883     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6346878     Document Type: Conference Paper
Times cited : (29)

References (13)
  • 2
    • 0036930380 scopus 로고    scopus 로고
    • Introduction to the programming of deep brain stimulators
    • Volkmann J, Herzog J, Kopper F, Deuschl G. Introduction to the programming of deep brain stimulators. Mov Disord. 2002; 17 Suppl 3:S181-7.
    • (2002) Mov Disord. , vol.17 , Issue.SUPPL. 3
    • Volkmann, J.1    Herzog, J.2    Kopper, F.3    Deuschl, G.4
  • 3
    • 77957588004 scopus 로고    scopus 로고
    • Adaptively controlling deep brain stimulation in essential tremor patient via surface electromyography
    • Graupe D, Basu I, Tuninetti D, Vannemreddy P, Slavin KV. Adaptively controlling deep brain stimulation in essential tremor patient via surface electromyography. Neurol Res. 2010; 32(9):899-904.
    • (2010) Neurol Res. , vol.32 , Issue.9 , pp. 899-904
    • Graupe, D.1    Basu, I.2    Tuninetti, D.3    Vannemreddy, P.4    Slavin, K.V.5
  • 4
    • 84861670144 scopus 로고    scopus 로고
    • Adaptive control of deep brain stimulator for essential tremor: Entropy-based tremor prediction using surface-EMG
    • Basu I, Tuninetti D, Graupe D, Slavin KV. Adaptive control of Deep Brain Stimulator for Essential Tremor: entropy-based tremor prediction using surface-EMG. Conf Proc IEEE Eng Med Biol Soc. 2011; 2011:7711-4.
    • (2011) Conf Proc IEEE Eng Med Biol Soc. , vol.2011 , pp. 7711-7714
    • Basu, I.1    Tuninetti, D.2    Graupe, D.3    Slavin, K.V.4
  • 5
    • 0033865959 scopus 로고    scopus 로고
    • Clinical utility of surface EMG: Report of the therapeutics and technology assessment subcommittee of the American academy of neurology
    • Pullman SL, Goodin DS, Marquinez AI, Tabbal S, Rubin M. Clinical utility of surface EMG: report of the therapeutics and technology assessment subcommittee of the American Academy of Neurology. Neurology. 2000; 55(2):171-7.
    • (2000) Neurology , vol.55 , Issue.2 , pp. 171-177
    • Pullman, S.L.1    Goodin, D.S.2    Marquinez, A.I.3    Tabbal, S.4    Rubin, M.5
  • 6
    • 34248567678 scopus 로고    scopus 로고
    • Approximate entropy-based epileptic EEG detection using artificial neural networks
    • Srinivasan V, Eswaran C, Sriraam N. Approximate entropy-based epileptic EEG detection using artificial neural networks. IEEE Trans Inf Technol Biomed. 2007; 11(3):288-95
    • (2007) IEEE Trans Inf Technol Biomed. , vol.11 , Issue.3 , pp. 288-295
    • Srinivasan, V.1    Eswaran, C.2    Sriraam, N.3
  • 7
    • 77951895223 scopus 로고    scopus 로고
    • Automated prediction of apnea and hypopnea, using a LAMSTAR artificial neural network
    • Waxman JA, Graupe D, Carley DW. Automated prediction of apnea and hypopnea, using a LAMSTAR artificial neural network. Am J Respir Crit Care Med. 2010; 181(7):727-33.
    • (2010) Am J Respir Crit Care Med. , vol.181 , Issue.7 , pp. 727-733
    • Waxman, J.A.1    Graupe, D.2    Carley, D.W.3
  • 8
    • 4344580259 scopus 로고    scopus 로고
    • Effects of subthalamic nucleus stimulation and medication on resting and postural tremor in parkinson's disease
    • Sturman MM, Vaillancourt DE, Metman LV, Bakay RA, Corcos DM. Effects of subthalamic nucleus stimulation and medication on resting and postural tremor in Parkinson's disease. Brain. 2004; 127(Pt 9):2131-43.
    • (2004) Brain , vol.127 , Issue.PART 9 , pp. 2131-2143
    • Sturman, M.M.1    Vaillancourt, D.E.2    Metman, L.V.3    Bakay, R.A.4    Corcos, D.M.5
  • 9
    • 0033949457 scopus 로고    scopus 로고
    • Physiological time-series analysis using approximate entropy and sample entropy
    • Richman JS, Moorman JR. Physiological time-series analysis using approximate entropy and sample entropy. Am J Physiol Heart Circ Physiol. 2000; 278(6):H2039-49.
    • (2000) Am J Physiol Heart Circ Physiol. , vol.278 , Issue.6
    • Richman, J.S.1    Moorman, J.R.2
  • 11
    • 84870787897 scopus 로고
    • Improving the learning speed of 2-layer neural neural network by choosing initial values of the adaptive weights
    • Nguyen D. and Widrow B. Improving the learning speed of 2-layer neural neural network by choosing initial values of the adaptive weights. In Proceedings of IEEE International Joint Conference on Neural Networks, 5(4):595-603, 1992.
    • (1992) Proceedings of IEEE International Joint Conference on Neural Networks , vol.5 , Issue.4 , pp. 595-603
    • Nguyen, D.1    Widrow, B.2
  • 12
    • 0000873069 scopus 로고
    • A method for the solution of certain problems in least squares
    • Levenberg K. A method for the solution of certain problems in least squares. Quarterly of Applied Mathematics, Vol.5, page 164-168, 1944.
    • (1944) Quarterly of Applied Mathematics , vol.5 , pp. 164-168
    • Levenberg, K.1
  • 13
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of nonlinear parameters
    • Marquardt D. An algorithm for least-squares estimation of nonlinear parameters. SIAM Journal on Applied Mathematics, Vol.11(2), page 431-441, 1963.
    • (1963) SIAM Journal on Applied Mathematics , vol.11 , Issue.2 , pp. 431-441
    • Marquardt, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.