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Volumn 43, Issue 1, 2013, Pages 115-128

Biologically inspired SNN for robot control

Author keywords

Dynamic synapses; Self organization; Spiking neural network (SNN); Temporal difference (TD) learning rule

Indexed keywords

BIOLOGICALLY INSPIRED; CONTROL STRUCTURE; DYNAMIC SYNAPSIS; SELF ORGANIZATIONS; SHORT TERM PLASTICITY; SPIKING NEURAL NETWORK(SNN); SYNAPTIC PLASTICITY; TEMPORAL DIFFERENCE LEARNING;

EID: 84890433115     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2012.2200674     Document Type: Article
Times cited : (45)

References (42)
  • 1
    • 0029637779 scopus 로고
    • Pattern recognition computation using action potential timing for stimulus representation
    • Jul.
    • J. J. Hopfield, "Pattern recognition computation using action potential timing for stimulus representation," Nature, vol. 376, no. 6535, pp. 33-36, Jul. 1995.
    • (1995) Nature , vol.376 , Issue.6535 , pp. 33-36
    • Hopfield, J.J.1
  • 2
    • 0033630629 scopus 로고    scopus 로고
    • Dynamics of strongly coupled spiking neurons
    • Jan.
    • P. C. Bressloff and P. S. Coombes, "Dynamics of strongly coupled spiking neurons," Neural Comput., vol. 12, no. 1, pp. 91-129, Jan. 2000.
    • (2000) Neural Comput. , vol.12 , Issue.1 , pp. 91-129
    • Bressloff, P.C.1    Coombes, P.S.2
  • 3
    • 31444442519 scopus 로고    scopus 로고
    • The Blue Brain Project
    • H. Markram, "The Blue Brain Project," Nat. Rev. Neurosci., vol. 7, pp. 153-160, 2006.
    • (2006) Nat. Rev. Neurosci. , vol.7 , pp. 153-160
    • Markram, H.1
  • 4
    • 36849012131 scopus 로고    scopus 로고
    • Event-driven simulations of nonlinear integrate-and-fire neurons
    • Dec.
    • A. Tonnelier, H. Belmabrouk, and D. Martinez, "Event-driven simulations of nonlinear integrate-and-fire neurons," Neural Comput., vol. 19, no. 12, pp. 3226-3238, Dec. 2007.
    • (2007) Neural Comput. , vol.19 , Issue.12 , pp. 3226-3238
    • Tonnelier, A.1    Belmabrouk, H.2    Martinez, D.3
  • 5
    • 76549106865 scopus 로고    scopus 로고
    • Neurodynamics of mental exploration
    • Jan.
    • J. J. Hopfield, "Neurodynamics of mental exploration," Proc. Nat. Acad. Sci., vol. 107, no. 4, pp. 1648-1653, Jan. 2010.
    • (2010) Proc. Nat. Acad. Sci. , vol.107 , Issue.4 , pp. 1648-1653
    • Hopfield, J.J.1
  • 6
    • 0038605867 scopus 로고    scopus 로고
    • Spike-timing dependent plasticity for evolved robots
    • Jul.
    • E. A. Di Paolo, "Spike-timing dependent plasticity for evolved robots," Adaptive Behav., vol. 10, no. 3/4, pp. 243-263, Jul. 2002.
    • (2002) Adaptive Behav. , vol.10 , Issue.3-4 , pp. 243-263
    • Di Paolo, E.A.1
  • 7
    • 84890425745 scopus 로고    scopus 로고
    • The endocrine brain - Pathophysiological role of neuropeptide- neurotransmitter interactions
    • G. L. Kovacs, "The endocrine brain - Pathophysiological role of neuropeptide-neurotransmitter interactions," J. Int. Fed. Clin. Chem. Lab. Med., vol. 15, no. 3, pp. 1-6, 2004.
    • (2004) J. Int. Fed. Clin. Chem. Lab. Med. , vol.15 , Issue.3 , pp. 1-6
    • Kovacs, G.L.1
  • 8
    • 33744913286 scopus 로고    scopus 로고
    • Quantum processes in the brain: A scientific basis of consciousness
    • F. Beck and J. C. Eccles, "Quantum processes in the brain: A scientific basis of consciousness," Cognitive Stud., vol. 5, no. 2, pp. 2.95-2.109, 1998.
    • (1998) Cognitive Stud. , vol.5 , Issue.2
    • Beck, F.1    Eccles, J.C.2
  • 10
    • 28344449599 scopus 로고    scopus 로고
    • Quantum entanglement of K ions, multiple channel states and the role of noise in the brain
    • G. Bernroider and S. Roy, "Quantum entanglement of K ions, multiple channel states and the role of noise in the brain," in Proc. SPIE, 2005, pp. 205-213.
    • Proc. SPIE, 2005 , pp. 205-213
    • Bernroider, G.1    Roy, S.2
  • 12
    • 33847193547 scopus 로고    scopus 로고
    • Self-organization of spiking neural network generating autonomous behavior in a real mobile robot
    • F. Alnajjar and K. Murase, "Self-organization of spiking neural network generating autonomous behavior in a real mobile robot," in Int. Conf. Comput. Intell. Modelling, Control, Autom., 2005, vol. 1, pp. 1134-1139.
    • (2005) Int. Conf. Comput. Intell. Modelling, Control, Autom. , vol.1 , pp. 1134-1139
    • Alnajjar, F.1    Murase, K.2
  • 13
    • 15744399567 scopus 로고    scopus 로고
    • A spiking neural network for behavior learning of a mobile robot in a dynamic environment
    • Oct.
    • N. Kubota, "A spiking neural network for behavior learning of a mobile robot in a dynamic environment," in Proc. IEEE Int. Conf. Syst., Man, Cybern., Oct. 2004, vol. 6, pp. 5783-5788.
    • (2004) Proc. IEEE Int. Conf. Syst., Man, Cybern. , vol.6 , pp. 5783-5788
    • Kubota, N.1
  • 15
    • 79959459873 scopus 로고    scopus 로고
    • Insect inspired unsupervised learning for tactic and phobic behavior enhancement in a hybrid robot
    • P. Arena, S. DeFiore, L. Patane, M. Pollino, and C. Ventura, "Insect inspired unsupervised learning for tactic and phobic behavior enhancement in a hybrid robot," in Proc. IJCNN, Jul. 2010, pp. 1-8.
    • Proc. IJCNN, Jul. 2010 , pp. 1-8
    • Arena, P.1    DeFiore, S.2    Patane, L.3    Pollino, M.4    Ventura, C.5
  • 16
    • 52049107132 scopus 로고    scopus 로고
    • Autonomous navigational controller inspired by the hippocampus
    • M. Mokhtar, D. M. Halliday, and A. M. Tyrrell, "Autonomous navigational controller inspired by the hippocampus," in Proc. IJCNN, Aug. 2007, pp. 813-818.
    • Proc. IJCNN, Aug. 2007 , pp. 813-818
    • Mokhtar, M.1    Halliday, D.M.2    Tyrrell, A.M.3
  • 17
    • 78149342071 scopus 로고    scopus 로고
    • SWAT: A spiking neural network training algorithm for classification problems
    • Nov.
    • J. J. Wade, L. J. McDaid, J. A. Santos, and H. M. Sayers, "SWAT: A spiking neural network training algorithm for classification problems," IEEE Trans. Neural Netw., vol. 21, no. 11, pp. 1817-1830, Nov. 2010.
    • (2010) IEEE Trans. Neural Netw. , vol.21 , Issue.11 , pp. 1817-1830
    • Wade, J.J.1    McDaid, L.J.2    Santos, J.A.3    Sayers, H.M.4
  • 18
    • 78649600776 scopus 로고    scopus 로고
    • Case study on a self-organizing spiking neural network for robot navigation
    • Dec.
    • E. Nichols, L. J. McDaid, and N. H. Siddique, "Case study on a self-organizing spiking neural network for robot navigation," Int. J. Neural Syst., vol. 20, no. 6, pp. 501-508, Dec. 2010.
    • (2010) Int. J. Neural Syst. , vol.20 , Issue.6 , pp. 501-508
    • Nichols, E.1    McDaid, L.J.2    Siddique, N.H.3
  • 19
    • 67650298948 scopus 로고    scopus 로고
    • A spiking neural network model of an actor-critic learning agent
    • Feb.
    • W. Potjans, A. Morrison, and M. Diesmann, "A spiking neural network model of an actor-critic learning agent," Neural Comput., vol. 21, no. 2, pp. 301-339, Feb. 2009.
    • (2009) Neural Comput. , vol.21 , Issue.2 , pp. 301-339
    • Potjans, W.1    Morrison, A.2    Diesmann, M.3
  • 21
    • 35649001607 scopus 로고
    • A quantitative description of membrane current and its application to conduction and excitation in nerve
    • Aug.
    • A. L. Hodgkin and A. F. Huxley, "A quantitative description of membrane current and its application to conduction and excitation in nerve," J. Physiol., vol. 117, no. 4, pp. 500-544, Aug. 1952.
    • (1952) J. Physiol. , vol.117 , Issue.4 , pp. 500-544
    • Hodgkin, A.L.1    Huxley, A.F.2
  • 22
    • 0742268989 scopus 로고    scopus 로고
    • Simple model of spiking neurons
    • Nov.
    • E. M. Izhikevich, "Simple model of spiking neurons," IEEE Trans. Neural Netw., vol. 14, no. 6, pp. 1569-1572, Nov. 2003.
    • (2003) IEEE Trans. Neural Netw. , vol.14 , Issue.6 , pp. 1569-1572
    • Izhikevich, E.M.1
  • 23
    • 6344238035 scopus 로고
    • An active pulse transmission line simulating nerve axon
    • Oct.
    • J. Nagumo, S. Arimoto, and S. Yoshizawa, "An active pulse transmission line simulating nerve axon," Proc. IRE, vol. 50, no. 10, pp. 2061-2070, Oct. 1962.
    • (1962) Proc. IRE , vol.50 , Issue.10 , pp. 2061-2070
    • Nagumo, J.1    Arimoto, S.2    Yoshizawa, S.3
  • 24
    • 19444364520 scopus 로고    scopus 로고
    • A method for determining neural connectivity and inferring the underlying network dynamics using extracellular spike recordings
    • Jun.
    • V. A. Makarov, F. Panetsos, and O. de Feo, "A method for determining neural connectivity and inferring the underlying network dynamics using extracellular spike recordings," J. Neurosci. Methods, vol. 144, no. 2, pp. 265-279, Jun. 2005.
    • (2005) J. Neurosci. Methods , vol.144 , Issue.2 , pp. 265-279
    • Makarov, V.A.1    Panetsos, F.2    De Feo, O.3
  • 25
    • 0032523457 scopus 로고    scopus 로고
    • Neural networks with dynamic synapses
    • May
    • M. V. Tsodyks, K. Pawelzik, and H. Markram, "Neural networks with dynamic synapses," Neural Comput., vol. 10, no. 4, pp. 821-835, May 1998.
    • (1998) Neural Comput. , vol.10 , Issue.4 , pp. 821-835
    • Tsodyks, M.V.1    Pawelzik, K.2    Markram, H.3
  • 26
    • 7244229524 scopus 로고    scopus 로고
    • Synaptic computation
    • Oct.
    • L. F. Abbott andW. G. Regehr, "Synaptic computation," Nature, vol. 431, no. 7010, pp. 796-803, Oct. 2004.
    • (2004) Nature , vol.431 , Issue.7010 , pp. 796-803
    • Abbott, L.F.1    Regehr, W.G.2
  • 27
    • 27644593831 scopus 로고    scopus 로고
    • Synaptic plasticity at hippocampal mossy fibre synapses
    • Nov.
    • R. A. Nicoll and D. Schmitz, "Synaptic plasticity at hippocampal mossy fibre synapses," Nat. Rev. Neurosci., vol. 6, no. 11, pp. 863-876, Nov. 2005.
    • (2005) Nat. Rev. Neurosci. , vol.6 , Issue.11 , pp. 863-876
    • Nicoll, R.A.1    Schmitz, D.2
  • 28
    • 34247541581 scopus 로고    scopus 로고
    • Improvement of spike coincidence detection with facilitating synapses
    • Jun.
    • J. F. Mejias and J. J. Torres, "Improvement of spike coincidence detection with facilitating synapses," Neurocomputing, vol. 70, no. 10-12, pp. 2026-2029, Jun. 2007.
    • (2007) Neurocomputing , vol.70 , Issue.10-12 , pp. 2026-2029
    • Mejias, J.F.1    Torres, J.J.2
  • 29
    • 0032574789 scopus 로고    scopus 로고
    • Differential signaling via the same axon of neocortical pyramidal neurons
    • Apr.
    • H. Markram, Y. Wang, and M. Tsodyks, "Differential signaling via the same axon of neocortical pyramidal neurons," Proc. Nat. Acad. Sci. USA, vol. 95, no. 9, pp. 5323-5328, Apr. 1998.
    • (1998) Proc. Nat. Acad. Sci. USA , vol.95 , Issue.9 , pp. 5323-5328
    • Markram, H.1    Wang, Y.2    Tsodyks, M.3
  • 31
    • 33748337293 scopus 로고    scopus 로고
    • Imaging valuation models in human choice
    • P. R. Montague, B. King-Casas, and J. D. Cohen, "Imaging valuation models in human choice," Annu. Rev. Neurosci., vol. 29, no. 1, pp. 417-448, 2006.
    • (2006) Annu. Rev. Neurosci. , vol.29 , Issue.1 , pp. 417-448
    • Montague, P.R.1    King-Casas, B.2    Cohen, J.D.3
  • 32
    • 38149058910 scopus 로고    scopus 로고
    • Dopamine, learning, and rewardseeking behavior
    • O. Arias-Carrion and E. Poppel, "Dopamine, learning, and rewardseeking behavior," Acta Neurobiol. Experimentalis, vol. 67, no. 4, pp. 481-488, 2007.
    • (2007) Acta Neurobiol. Experimentalis , vol.67 , Issue.4 , pp. 481-488
    • Arias-Carrion, O.1    Poppel, E.2
  • 33
    • 2442467014 scopus 로고    scopus 로고
    • The neurobiology of dopamine signaling
    • May
    • J. A. Girault and P. Greengard, "The neurobiology of dopamine signaling," Arch. Neurol., vol. 61, no. 5, pp. 641-644, May 2004.
    • (2004) Arch. Neurol. , vol.61 , Issue.5 , pp. 641-644
    • Girault, J.A.1    Greengard, P.2
  • 34
    • 0031788392 scopus 로고    scopus 로고
    • A computational role for dopamine delivery in human decision-making
    • Sep.
    • D. M. Egelman, C. Person, and P. R. Montague, "A computational role for dopamine delivery in human decision-making," J. Cognit. Neurosci., vol. 10, no. 5, pp. 623-630, Sep. 1998.
    • (1998) J. Cognit. Neurosci. , vol.10 , Issue.5 , pp. 623-630
    • Egelman, D.M.1    Person, C.2    Montague, P.R.3
  • 35
    • 0037057755 scopus 로고    scopus 로고
    • Getting formal with dopamine and reward
    • Oct.
    • W. Schultz, "Getting formal with dopamine and reward," Neuron, vol. 36, no. 2, pp. 241-263, Oct. 2002.
    • (2002) Neuron , vol.36 , Issue.2 , pp. 241-263
    • Schultz, W.1
  • 36
    • 0035315989 scopus 로고    scopus 로고
    • Temporal difference model reproduces anticipatory neural activity
    • Apr.
    • R. E. Suri and W. E. Schultz, "Temporal difference model reproduces anticipatory neural activity," Neural Comput., vol. 13, no. 4, pp. 841-862, Apr. 2001.
    • (2001) Neural Comput. , vol.13 , Issue.4 , pp. 841-862
    • Suri, R.E.1    Schultz, W.E.2
  • 38
    • 0036592034 scopus 로고    scopus 로고
    • TD models of reward predictive responses in dopamine neurons
    • Jun./Jul.
    • R. E. Suri, "TD models of reward predictive responses in dopamine neurons," Neural Netw., vol. 15, no. 4-6, pp. 523-533, Jun./Jul. 2002.
    • (2002) Neural Netw. , vol.15 , Issue.4-6 , pp. 523-533
    • Suri, R.E.1
  • 39
    • 85047672889 scopus 로고    scopus 로고
    • Access to information in working memory: Exploring the focus of attention
    • May
    • K. Oberauer, "Access to information in working memory: Exploring the focus of attention," J. Exp. Psychol. Learn., Memory, Cognit., vol. 28, no. 3, pp. 411-421, May 2002.
    • (2002) J. Exp. Psychol. Learn., Memory, Cognit. , vol.28 , Issue.3 , pp. 411-421
    • Oberauer, K.1
  • 40
    • 0032425010 scopus 로고    scopus 로고
    • Evidence for a spinal central pattern generator in humans
    • Nov.
    • M. R. Dimitrijevic, Y. Gerasimenko, and M. M. Pinter, "Evidence for a spinal central pattern generator in humans," Ann. New York Acad. Sci., vol. 860, no. 1, pp. 360-376, Nov. 1998.
    • (1998) Ann. New York Acad. Sci. , vol.860 , Issue.1 , pp. 360-376
    • Dimitrijevic, M.R.1    Gerasimenko, Y.2    Pinter, M.M.3
  • 41
    • 0034624669 scopus 로고    scopus 로고
    • Central pattern generators
    • Mar.
    • S. L. Hooper, "Central pattern generators," Current Biol., vol. 10, no. 5, pp. R176-R179, Mar. 2000.
    • (2000) Current Biol. , vol.10 , Issue.5
    • Hooper, S.L.1
  • 42
    • 78649548915 scopus 로고    scopus 로고
    • Study on ultrasonic obstacle avoidance of mobile robot based on fuzzy controller
    • S. Cui, X. Su, L. Zhao, Z. Bing, and G. Yang, "Study on ultrasonic obstacle avoidance of mobile robot based on fuzzy controller," in Proc. Int. Conf. Comput. Appl. Syst. Model., 2010, vol. 4, pp. 233-237.
    • (2010) Proc. Int. Conf. Comput. Appl. Syst. Model. , vol.4 , pp. 233-237
    • Cui, S.1    Su, X.2    Zhao, L.3    Bing, Z.4    Yang, G.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.