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Volumn 2, Issue MAR, 2015, Pages

Evolutionary robotics: What, why, and where to

Author keywords

Embodied intelligence; Evolutionary algorithms; Evolutionary biology; Evolutionary robotics; Robotics

Indexed keywords


EID: 85026858811     PISSN: None     EISSN: 22969144     Source Type: Journal    
DOI: 10.3389/frobt.2015.00004     Document Type: Review
Times cited : (222)

References (197)
  • 1
    • 0033667165 scopus 로고    scopus 로고
    • Synaptic plasticity: taming the beast
    • Abbott, L. F., and Nelson, S. B. (2000). Synaptic plasticity: taming the beast. Nat. Neurosci. 3, 1178-1183. doi: 10.1038/78829
    • (2000) Nat. Neurosci , vol.3 , pp. 1178-1183
    • Abbott, L.F.1    Nelson, S.B.2
  • 6
    • 84896712347 scopus 로고    scopus 로고
    • Environmental influence on the evolution of morphological complexity in machines
    • Auerbach, J. E., and Bongard, J. C. (2014). Environmental influence on the evolution of morphological complexity in machines. PLoS Comput. Biol. 10:e1003399. doi:10.1371/journal.pcbi.1003399
    • (2014) PLoS Comput. Biol , vol.10
    • Auerbach, J.E.1    Bongard, J.C.2
  • 7
    • 0034305816 scopus 로고    scopus 로고
    • Is heterosynaptic modulation essential for stabilizing Hebbian plasticity and memory?
    • Bailey, C. H., Giustetto, M., Huang, Y. Y., Hawkins, R. D., and Kandel, E. R. (2000). Is heterosynaptic modulation essential for stabilizing Hebbian plasticity and memory? Nat. Rev. Neurosci. 1, 11-20. doi:10.1038/35036191
    • (2000) Nat. Rev. Neurosci , vol.1 , pp. 11-20
    • Bailey, C.H.1    Giustetto, M.2    Huang, Y.Y.3    Hawkins, R.D.4    Kandel, E.R.5
  • 9
    • 84901277692 scopus 로고    scopus 로고
    • In silico experimental evolution: a tool to test evolutionary scenarios
    • Batut, B., Parsons, D. P., Fischer, S., Beslon, G., and Knibbe, C. (2013). In silico experimental evolution: a tool to test evolutionary scenarios. BMC Bioinformatics 14(Suppl. 15):S11. doi:10.1186/1471-2105-14-S15-S11
    • (2013) BMC Bioinformatics , vol.14
    • Batut, B.1    Parsons, D.P.2    Fischer, S.3    Beslon, G.4    Knibbe, C.5
  • 11
    • 84977060605 scopus 로고
    • On the dynamics of small continuous-time recurrent neural networks
    • Beer, R. D. (1995). On the dynamics of small continuous-time recurrent neural networks. Adapt. Behav. 3, 469-510. doi:10.1177/105971239500300405
    • (1995) Adapt. Behav , vol.3 , pp. 469-510
    • Beer, R.D.1
  • 12
    • 78650141930 scopus 로고    scopus 로고
    • Multilevel Darwinist brain (MDB): artificial evolution in a cognitive architecture for real robots
    • Bellas, F., and Duro, R. (2010). Multilevel Darwinist brain (MDB): artificial evolution in a cognitive architecture for real robots. IEEE Trans. Auton. Ment. Dev. 2, 340-354. doi:10.1109/TAMD.2010.2086453
    • (2010) IEEE Trans. Auton. Ment. Dev , vol.2 , pp. 340-354
    • Bellas, F.1    Duro, R.2
  • 13
    • 0036874366 scopus 로고    scopus 로고
    • The complexity of decentralized control of Markov decision processes
    • Bernstein, D. S., Givan, R., Immerman, N., and Zilberstein, S. (2002). The complexity of decentralized control of Markov decision processes. Math. Oper. Res. 27, 819-840. doi:10.1287/moor.27.4.819.297
    • (2002) Math. Oper. Res , vol.27 , pp. 819-840
    • Bernstein, D.S.1    Givan, R.2    Immerman, N.3    Zilberstein, S.4
  • 14
    • 11144341509 scopus 로고    scopus 로고
    • Toward open-ended evolutionary robotics: evolving elementary robotic units able to self-assemble and self-reproduce
    • Bianco, R., and Nolfi, S. (2004). Toward open-ended evolutionary robotics: evolving elementary robotic units able to self-assemble and self-reproduce. Conn. Sci. 16, 227-248. doi:10.1080/09540090412331314759
    • (2004) Conn. Sci , vol.16 , pp. 227-248
    • Bianco, R.1    Nolfi, S.2
  • 16
    • 0031226319 scopus 로고    scopus 로고
    • The role of immaturity in human development
    • Bjorklund, D. F. (1997). The role of immaturity in human development. Psychol. Bull. 122, 153-169. doi:10.1037/0033-2909.122.2.153
    • (1997) Psychol. Bull , vol.122 , pp. 153-169
    • Bjorklund, D.F.1
  • 18
    • 79952151967 scopus 로고    scopus 로고
    • Morphological change in machines accelerates the evolution of robust behavior
    • Bongard, J. (2011). Morphological change in machines accelerates the evolution of robust behavior. Proc. Natl. Acad. Sci. U.S.A. 108, 1234-1239. doi:10.1073/pnas.1015390108
    • (2011) Proc. Natl. Acad. Sci. U.S.A , vol.108 , pp. 1234-1239
    • Bongard, J.1
  • 19
    • 33751214838 scopus 로고    scopus 로고
    • Resilient machines through continuous self-modeling
    • Bongard, J., Zykov, V., and Lipson, H. (2006). Resilient machines through continuous self-modeling. Science 314, 1118-1121. doi:10.1126/science.1133687
    • (2006) Science , vol.314 , pp. 1118-1121
    • Bongard, J.1    Zykov, V.2    Lipson, H.3
  • 20
    • 77956198710 scopus 로고    scopus 로고
    • The utility of evolving simulated robot morphology increases with task complexity for object manipulation
    • Bongard, J. C. (2010). The utility of evolving simulated robot morphology increases with task complexity for object manipulation. Artif. Life 16, 201-223. doi:10.1162/artl.2010.Bongard.024
    • (2010) Artif. Life , vol.16 , pp. 201-223
    • Bongard, J.C.1
  • 21
    • 84881514851 scopus 로고    scopus 로고
    • Evolutionary robotics
    • Bongard, J. C. (2013). Evolutionary robotics. Commun. ACM 56, 74. doi:10.1145/2492007.2493883
    • (2013) Commun. ACM , vol.56 , pp. 74
    • Bongard, J.C.1
  • 22
    • 0004037794 scopus 로고
    • Cambridge, MA: MIT Press
    • Braitenberg, V. (1984). Vehicles. Cambridge, MA: MIT Press
    • (1984) Vehicles
    • Braitenberg, V.1
  • 25
    • 78149272939 scopus 로고    scopus 로고
    • 'Environment-driven embodied evolution in a population of autonomous agents,'
    • (LNCS, Springer)
    • Bredeche, N., and Montanier, J.-M. (2010). "Environment-driven embodied evolution in a population of autonomous agents," in Parallel Problem Solving from Nature (PPSN), (LNCS, Springer), 290-299
    • (2010) Parallel Problem Solving from Nature (PPSN) , pp. 290-299
    • Bredeche, N.1    Montanier, J.-M.2
  • 26
    • 84863142496 scopus 로고    scopus 로고
    • Environment-driven distributed evolutionary adaptation in a population of autonomous robotic agents
    • Bredeche, N., Montanier, J.-M., Liu, W., and Winfield, A. F. (2012). Environment-driven distributed evolutionary adaptation in a population of autonomous robotic agents. Math. Comput. Model. Dyn. Syst. 18, 101-129. doi:10.1080/13873954.2011.601425
    • (2012) Math. Comput. Model. Dyn. Syst , vol.18 , pp. 101-129
    • Bredeche, N.1    Montanier, J.-M.2    Liu, W.3    Winfield, A.F.4
  • 28
    • 84893453066 scopus 로고    scopus 로고
    • Understanding evolutionary potential in virtual CPU instruction set architectures
    • Bryson, D. M., and Ofria, C. (2013). Understanding evolutionary potential in virtual CPU instruction set architectures. PLoS ONE 8:e83242. doi:10.1371/journal.pone.0083242
    • (2013) PLoS ONE , vol.8
    • Bryson, D.M.1    Ofria, C.2
  • 29
    • 62849095530 scopus 로고    scopus 로고
    • Complex brain networks: graph theoretical analysis of structural and functional systems
    • Bullmore, E., and Sporns, O. (2009). Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 10, 186-198. doi:10.1038/nrn2618
    • (2009) Nat. Rev. Neurosci , vol.10 , pp. 186-198
    • Bullmore, E.1    Sporns, O.2
  • 31
    • 0010286088 scopus 로고
    • A theory of the epigenesis of neuronal networks by selective stabilization of synapses
    • Changeux, J. P., Courrège, P., and Danchin, A. (1973). A theory of the epigenesis of neuronal networks by selective stabilization of synapses. Proc. Natl. Acad. Sci. U.S.A. 70, 2974-2978. doi:10.1073/pnas.70.10.2974
    • (1973) Proc. Natl. Acad. Sci. U.S.A , vol.70 , pp. 2974-2978
    • Changeux, J.P.1    Courrège, P.2    Danchin, A.3
  • 35
    • 84879052409 scopus 로고    scopus 로고
    • The evolutionary origins of modularity
    • Clune, J., Mouret, J.-B., and Lipson, H. (2013). The evolutionary origins of modularity. Proc. Biol. Soc. 280, 20122863. doi:10.1098/rspb.2012.2863
    • (2013) Proc. Biol. Soc , vol.280
    • Clune, J.1    Mouret, J.-B.2    Lipson, H.3
  • 37
    • 13844306287 scopus 로고    scopus 로고
    • Efficient bipedal robots based on passive-dynamic walkers
    • Collins, S., Ruina, A., Tedrake, R., and Wisse, M. (2005). Efficient bipedal robots based on passive-dynamic walkers. Science 307, 1082-1085. doi:10.1126/science.1107799
    • (2005) Science , vol.307 , pp. 1082-1085
    • Collins, S.1    Ruina, A.2    Tedrake, R.3    Wisse, M.4
  • 40
    • 0024861871 scopus 로고
    • Approximation by superpositions of a sigmoidal function
    • Cybenko, G. (1989). Approximation by superpositions of a sigmoidal function. Math. Control Signals Syst. 2, 303-314. doi:10.1007/BF02551274
    • (1989) Math. Control Signals Syst , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 42
    • 36549003601 scopus 로고    scopus 로고
    • Artificial evolution of the morphology and kinematics in a flapping-wing mini-UAV
    • de Margerie, E., Mouret, J.-B., Doncieux, S., and Meyer, J.-A. (2007). Artificial evolution of the morphology and kinematics in a flapping-wing mini-UAV. Bioinspir. Biomim. 2, 65-82. doi:10.1088/1748-3182/2/4/002
    • (2007) Bioinspir. Biomim , vol.2 , pp. 65-82
    • de Margerie, E.1    Mouret, J.-B.2    Doncieux, S.3    Meyer, J.-A.4
  • 44
    • 28644436282 scopus 로고    scopus 로고
    • 'The Baldwin effect: a crane, not a skyhook,'
    • eds B. H. Weber and D. J. Depew (MIT Press)
    • Dennett, D. C. (2003). "The Baldwin effect: a crane, not a skyhook," in Evolution and Learning: The Baldwin Effect Reconsidered, eds B. H. Weber and D. J. Depew (MIT Press), 60-79
    • (2003) Evolution and Learning: The Baldwin Effect Reconsidered , pp. 60-79
    • Dennett, D.C.1
  • 45
    • 0037449541 scopus 로고    scopus 로고
    • Wing-assisted incline running and the evolution of flight
    • Dial, K. P. (2003). Wing-assisted incline running and the evolution of flight. Science 299, 402-404. doi:10.1126/science.1078237
    • (2003) Science , vol.299 , pp. 402-404
    • Dial, K.P.1
  • 48
    • 19144373230 scopus 로고    scopus 로고
    • Evolving PID-like neurocontrollers for nonlinear control problems
    • Doncieux, S., and Meyer, J.-A. (2005). Evolving PID-like neurocontrollers for nonlinear control problems. Control Intell. Syst. 33, 55-62. doi:10.2316/Journal.201.2005.1.201-1555
    • (2005) Control Intell. Syst , vol.33 , pp. 55-62
    • Doncieux, S.1    Meyer, J.-A.2
  • 49
    • 84906062898 scopus 로고    scopus 로고
    • Beyond black-box optimization: a review of selective pressures for evolutionary robotics
    • Doncieux, S., and Mouret, J.-B. (2014). Beyond black-box optimization: a review of selective pressures for evolutionary robotics. Evol. Intell. 7, 71-93. doi:10.1007/s12065-014-0110-x
    • (2014) Evol. Intell , vol.7 , pp. 71-93
    • Doncieux, S.1    Mouret, J.-B.2
  • 53
    • 77950854888 scopus 로고    scopus 로고
    • Specialization can drive the evolution of modularity
    • Espinosa-Soto, C., and Wagner, A. (2010). Specialization can drive the evolution of modularity. PLoS Comput. Biol. 6:e1000719. doi:10.1371/journal.pcbi.1000719
    • (2010) PLoS Comput. Biol , vol.6
    • Espinosa-Soto, C.1    Wagner, A.2
  • 54
    • 84864668778 scopus 로고    scopus 로고
    • Selectionist and evolutionary approaches to brain function: a critical appraisal
    • Fernando, C., Szathmary, E., and Husbands, P. (2012). Selectionist and evolutionary approaches to brain function: a critical appraisal. Front. Comput. Neurosci. 6:24. doi:10.3389/fncom.2012.00024
    • (2012) Front. Comput. Neurosci , vol.6 , pp. 24
    • Fernando, C.1    Szathmary, E.2    Husbands, P.3
  • 56
    • 55349116293 scopus 로고    scopus 로고
    • Neuroevolution: from architectures to learning
    • Floreano, D., Dürr, P., and Mattiussi, C. (2008). Neuroevolution: from architectures to learning. Evol. Intell. 1, 47-62. doi:10.1007/s12064-008-0029-9
    • (2008) Evol. Intell , vol.1 , pp. 47-62
    • Floreano, D.1    Dürr, P.2    Mattiussi, C.3
  • 57
    • 75749108269 scopus 로고    scopus 로고
    • Evolution of adaptive behaviour in robots by means of Darwinian selection
    • Floreano, D., and Keller, L. (2010). Evolution of adaptive behaviour in robots by means of Darwinian selection. PLoS Biol. 8:e1000292. doi:10.1371/journal.pbio.1000292
    • (2010) PLoS Biol , vol.8
    • Floreano, D.1    Keller, L.2
  • 59
    • 33947160585 scopus 로고    scopus 로고
    • Evolutionary conditions for the emergence of communication in robots
    • Floreano, D., Mitri, S., Magnenat, S., and Keller, L. (2007). Evolutionary conditions for the emergence of communication in robots. Curr. Biol. 17, 514-519. doi:10.1016/j.cub.2007.01.058
    • (2007) Curr. Biol , vol.17 , pp. 514-519
    • Floreano, D.1    Mitri, S.2    Magnenat, S.3    Keller, L.4
  • 62
    • 0027154319 scopus 로고
    • Approximation of dynamical systems by continuous time recurrent neural networks
    • Funahashi, K., and Nakamura, Y. (1993). Approximation of dynamical systems by continuous time recurrent neural networks. Neural Netw. 6, 801-806. doi:10.1016/S0893-6080(05)80125-X
    • (1993) Neural Netw , vol.6 , pp. 801-806
    • Funahashi, K.1    Nakamura, Y.2
  • 63
    • 84887829398 scopus 로고    scopus 로고
    • Flexible muscle-based locomotion for bipedal creatures
    • Geijtenbeek, T., van de Panne, M., and van der Stappen, A. F. (2013). Flexible muscle-based locomotion for bipedal creatures. ACM Trans. Graph. 32, 1-11. doi:10.1145/2508363.2508399
    • (2013) ACM Trans. Graph , vol.32 , pp. 1-11
    • Geijtenbeek, T.1    van de Panne, M.2    van der Stappen, A.F.3
  • 64
    • 34547402660 scopus 로고    scopus 로고
    • The theory of facilitated variation
    • Gerhart, J., and Kirschner, M. (2007). The theory of facilitated variation. Proc. Natl. Acad. Sci. U.S.A. 104, 8582-8589. doi:10.1073/pnas.0701035104
    • (2007) Proc. Natl. Acad. Sci. U.S.A , vol.104 , pp. 8582-8589
    • Gerhart, J.1    Kirschner, M.2
  • 66
    • 27344449757 scopus 로고    scopus 로고
    • Decentralized control of cooperative systems: categorization and complexity analysis
    • Goldman, C. V., and Zilberstein, S. (2004). Decentralized control of cooperative systems: categorization and complexity analysis. J. Artif. Intell. Res. 22, 143-174. doi:10.1613/jair.1427
    • (2004) J. Artif. Intell. Res , vol.22 , pp. 143-174
    • Goldman, C.V.1    Zilberstein, S.2
  • 68
    • 84880792945 scopus 로고    scopus 로고
    • Evolution of swarm robotics systems with novelty search
    • Gomes, J., Urbano, P., and Christensen, A. (2013). Evolution of swarm robotics systems with novelty search. Swarm Intell. 7, 115-144. doi:10.1007/s11721-013-0081-z
    • (2013) Swarm Intell , vol.7 , pp. 115-144
    • Gomes, J.1    Urbano, P.2    Christensen, A.3
  • 70
    • 0020402387 scopus 로고
    • Exaptation; a missing term in the science of form
    • Gould, S. J., and Vrba, E. S. (1982). Exaptation; a missing term in the science of form. Paleobiology 8, 4-15
    • (1982) Paleobiology , vol.8 , pp. 4-15
    • Gould, S.J.1    Vrba, E.S.2
  • 71
    • 84977058391 scopus 로고
    • Automatic definition of modular neural networks
    • Gruau, F. (1995). Automatic definition of modular neural networks. Adapt. Behav. 3, 151-183. doi:10.1177/105971239400300202
    • (1995) Adapt. Behav , vol.3 , pp. 151-183
    • Gruau, F.1
  • 72
    • 84902455837 scopus 로고    scopus 로고
    • Combining environment-driven adaptation and task-driven optimisation in evolutionary robotics
    • Haasdijk, E., Bredeche, N., and Eiben, A. E. (2014). Combining environment-driven adaptation and task-driven optimisation in evolutionary robotics. PLoS ONE 9:e98466. doi:10.1371/journal.pone.0098466
    • (2014) PLoS ONE , vol.9
    • Haasdijk, E.1    Bredeche, N.2    Eiben, A.E.3
  • 73
    • 0013770278 scopus 로고
    • The genetical evolution of social behaviour
    • Hamilton, W. D. (1964). The genetical evolution of social behaviour. J. Theor. Biol. 7, 1-16. doi:10.1016/0022-5193(64)90039-6
    • (1964) J. Theor. Biol , vol.7 , pp. 1-16
    • Hamilton, W.D.1
  • 74
    • 0035377566 scopus 로고    scopus 로고
    • Completely derandomized self-adaptation in evolution strategies
    • Hansen, N., and Ostermeier, A. (2001). Completely derandomized self-adaptation in evolution strategies. Evol. Comput. 9, 159-195. doi:10.1162/106365601750190398
    • (2001) Evol. Comput , vol.9 , pp. 159-195
    • Hansen, N.1    Ostermeier, A.2
  • 77
    • 58149479631 scopus 로고    scopus 로고
    • Evolved swarming without positioning information: an application in aerial communication relay
    • Hauert, S., Zufferey, J.-C., and Floreano, D. (2008). Evolved swarming without positioning information: an application in aerial communication relay. Auton. Robots 26, 21-32. doi:10.1007/s10514-008-9104-9
    • (2008) Auton. Robots , vol.26 , pp. 21-32
    • Hauert, S.1    Zufferey, J.-C.2    Floreano, D.3
  • 79
    • 58449122813 scopus 로고    scopus 로고
    • 'Variable metric reinforcement learning methods applied to the noisy mountain car problem,'
    • (Berlin: Springer)
    • Heidrich-Meisner, V. (2008). "Variable metric reinforcement learning methods applied to the noisy mountain car problem," in Recent Advances in Reinforcement Learning, (Berlin: Springer), 136-150
    • (2008) Recent Advances in Reinforcement Learning , pp. 136-150
    • Heidrich-Meisner, V.1
  • 80
    • 70350567816 scopus 로고    scopus 로고
    • Neuroevolution strategies for episodic reinforcement learning
    • Heidrich-Meisner, V., and Igel, C. (2009). Neuroevolution strategies for episodic reinforcement learning. J. Algorithms 64, 152-168. doi:10.1016/j.jalgor.2009.04.002
    • (2009) J. Algorithms , vol.64 , pp. 152-168
    • Heidrich-Meisner, V.1    Igel, C.2
  • 81
    • 0000211184 scopus 로고
    • How learning can guide evolution
    • Hinton, G., and Nowlan, S. (1987). How learning can guide evolution. Complex Syst. 1, 495-502
    • (1987) Complex Syst , vol.1 , pp. 495-502
    • Hinton, G.1    Nowlan, S.2
  • 82
    • 84945709501 scopus 로고
    • Outline for a logical theory of adaptive systems
    • Holland, J. (1962a). Outline for a logical theory of adaptive systems. J. Assoc. Comput. Mach. 3, 297-314. doi:10.1145/321127.321128
    • (1962) J. Assoc. Comput. Mach , vol.3 , pp. 297-314
    • Holland, J.1
  • 83
    • 84945709501 scopus 로고
    • Outline for a logical theory of adaptive systems
    • Holland, J. (1962b). Outline for a logical theory of adaptive systems. J. Assoc. Comput. Mach. 3, 297-314. doi:10.1145/321127.321128
    • (1962) J. Assoc. Comput. Mach , vol.3 , pp. 297-314
    • Holland, J.1
  • 84
    • 34547875674 scopus 로고
    • Cognitive systems based on adaptive algorithms
    • Holland, J., and Reitman, J. (1977). Cognitive systems based on adaptive algorithms. ACM SIGART Bull. 63, 1977
    • (1977) ACM SIGART Bull , vol.63 , pp. 1977
    • Holland, J.1    Reitman, J.2
  • 85
    • 0036985854 scopus 로고    scopus 로고
    • Creating high-level components with a generative representation for body-brain evolution
    • Hornby, G. S., and Pollack, J. B. (2002). Creating high-level components with a generative representation for body-brain evolution. Artif. Life 8, 223-246. doi:10.1162/106454602320991837
    • (2002) Artif. Life , vol.8 , pp. 223-246
    • Hornby, G.S.1    Pollack, J.B.2
  • 86
    • 20844446093 scopus 로고    scopus 로고
    • Autonomous evolution of dynamic gaits with two quadruped robots
    • Hornby, G. S., Takamura, S., Yamamoto, T., and Fujita, M. (2005). Autonomous evolution of dynamic gaits with two quadruped robots. IEEE Trans. Robot. 21, 402-410. doi:10.1109/TRO.2004.839222
    • (2005) IEEE Trans. Robot , vol.21 , pp. 402-410
    • Hornby, G.S.1    Takamura, S.2    Yamamoto, T.3    Fujita, M.4
  • 87
    • 84859120806 scopus 로고    scopus 로고
    • Evolvability and speed of evolutionary algorithms in light of recent developments in biology
    • Hu, T., and Banzhaf, W. (2010). Evolvability and speed of evolutionary algorithms in light of recent developments in biology. J. Artif. Evol. Appl. 28. doi:10.1155/2010/568375
    • (2010) J. Artif. Evol. Appl , pp. 28
    • Hu, T.1    Banzhaf, W.2
  • 90
    • 84957799918 scopus 로고    scopus 로고
    • 'Running across the reality gap: octopod locomotion evolved in a minimal simulation,'
    • (Berlin: Springer)
    • Jakobi, N. (1998). "Running across the reality gap: octopod locomotion evolved in a minimal simulation," in Evolutionary Robotics, (Berlin: Springer), 39-58
    • (1998) Evolutionary Robotics , pp. 39-58
    • Jakobi, N.1
  • 91
    • 84957806813 scopus 로고
    • Noise and the reality gap: the use of simulation in evolutionary robotics
    • Jakobi, N., Husbands, P., and Harvey, I. (1995). Noise and the reality gap: the use of simulation in evolutionary robotics. Lect. Notes Comput. Sci. 929, 704-720. doi:10.1007/3-540-59496-5_337
    • (1995) Lect. Notes Comput. Sci , vol.929 , pp. 704-720
    • Jakobi, N.1    Husbands, P.2    Harvey, I.3
  • 92
    • 84863906586 scopus 로고    scopus 로고
    • Surrogate-assisted evolutionary computation: recent advances and future challenges
    • Jin, Y. (2011). Surrogate-assisted evolutionary computation: recent advances and future challenges. Swarm Evol. Comput. 1, 61-70. doi:10.1016/j.swevo.2011.05.001
    • (2011) Swarm Evol. Comput , vol.1 , pp. 61-70
    • Jin, Y.1
  • 93
    • 25444448797 scopus 로고    scopus 로고
    • Spontaneous evolution of modularity and network motifs
    • Kashtan, N., and Alon, U. (2005). Spontaneous evolution of modularity and network motifs. Proc. Natl. Acad. Sci. U.S.A. 102, 13773. doi:10.1073/pnas.0503610102
    • (2005) Proc. Natl. Acad. Sci. U.S.A , vol.102 , pp. 13773
    • Kashtan, N.1    Alon, U.2
  • 96
    • 84884276459 scopus 로고    scopus 로고
    • Reinforcement learning in robotics: a survey
    • Kober, J., Bagnell, J. A., and Peters, J. (2013). Reinforcement learning in robotics: a survey. Int. J. Rob. Res. 32, 1238-1274. doi:10.1177/0278364913495721
    • (2013) Int. J. Rob. Res , vol.32 , pp. 1238-1274
    • Kober, J.1    Bagnell, J.A.2    Peters, J.3
  • 97
    • 0032165064 scopus 로고    scopus 로고
    • Evolution and development of neural networks controlling locomotion, gradient-following, and obstacle-avoidance in artificial insects
    • Kodjabachian, J., and Meyer, J.-A. (1997). Evolution and development of neural networks controlling locomotion, gradient-following, and obstacle-avoidance in artificial insects. IEEE Trans. Neural Netw. 9, 796-812. doi:10.1109/72.712153
    • (1997) IEEE Trans. Neural Netw , vol.9 , pp. 796-812
    • Kodjabachian, J.1    Meyer, J.-A.2
  • 98
    • 0037219965 scopus 로고    scopus 로고
    • The framsticks system: versatile simulator of 3D agents and their evolution
    • Komosinski, M. (2003). The framsticks system: versatile simulator of 3D agents and their evolution. Kybernetes 32, 156-173. doi:10.1108/03684920310452382
    • (2003) Kybernetes , vol.32 , pp. 156-173
    • Komosinski, M.1
  • 99
    • 84882424717 scopus 로고    scopus 로고
    • Fast damage recovery in robotics with the T-resilience algorithm
    • Koos, S., Cully, A., and Mouret, J.-B. (2013a). Fast damage recovery in robotics with the T-resilience algorithm. Int. J. Rob. Res. 32, 1700-1723. doi:10.1177/0278364913499192
    • (2013) Int. J. Rob. Res , vol.32 , pp. 1700-1723
    • Koos, S.1    Cully, A.2    Mouret, J.-B.3
  • 100
    • 84873297136 scopus 로고    scopus 로고
    • The transferability approach: crossing the reality gap in evolutionary robotics
    • Koos, S., Mouret, J.-B., and Doncieux, S. (2013b). The transferability approach: crossing the reality gap in evolutionary robotics. IEEE Trans. Evol. Comput. 17, 122-145. doi:10.1109/TEVC.2012.2185849
    • (2013) IEEE Trans. Evol. Comput , vol.17 , pp. 122-145
    • Koos, S.1    Mouret, J.-B.2    Doncieux, S.3
  • 103
    • 84887485964 scopus 로고    scopus 로고
    • Encouraging reactivity to create robust machines
    • Lehman, J., Risi, S., Ambrosio, D. D., and Stanley, K. O. (2013a). Encouraging reactivity to create robust machines. Adapt. Behav. 21, 484-500. doi:10.1177/1059712313487390
    • (2013) Adapt. Behav , vol.21 , pp. 484-500
    • Lehman, J.1    Risi, S.2    Ambrosio, D.D.3    Stanley, K.O.4
  • 105
    • 84874610503 scopus 로고    scopus 로고
    • 'Exploiting open-endedness to solve problems through the search for novelty,'
    • (ALife XI) (MIT Press)
    • Lehman, J., and Stanley, K. O. (2008). "Exploiting open-endedness to solve problems through the search for novelty," in Proc. of Artificial Life Conference (ALife XI), (MIT Press), 329-336
    • (2008) Proc. of Artificial Life Conference , pp. 329-336
    • Lehman, J.1    Stanley, K.O.2
  • 106
    • 79957482984 scopus 로고    scopus 로고
    • Abandoning objectives: evolution through the search for novelty alone
    • Lehman, J., and Stanley, K. O. (2011). Abandoning objectives: evolution through the search for novelty alone. Evol. Comput. 19, 189-223. doi:10.1162/EVCO_a_00025
    • (2011) Evol. Comput , vol.19 , pp. 189-223
    • Lehman, J.1    Stanley, K.O.2
  • 107
    • 84876569713 scopus 로고    scopus 로고
    • Evolvability is inevitable: increasing evolvability without the pressure to adapt
    • Lehman, J., and Stanley, K. O. (2013). Evolvability is inevitable: increasing evolvability without the pressure to adapt. PLoS ONE 8:e62186. doi:10.1371/journal.pone.0062186
    • (2013) PLoS ONE , vol.8
    • Lehman, J.1    Stanley, K.O.2
  • 108
    • 0033549752 scopus 로고    scopus 로고
    • Genome complexity, robustness and genetic interactions in digital organisms
    • Lenski, R. E., Ofria, C., Collier, T. C., and Adami, C. (1999). Genome complexity, robustness and genetic interactions in digital organisms. Nature 400, 661-664. doi:10.1038/23245
    • (1999) Nature , vol.400 , pp. 661-664
    • Lenski, R.E.1    Ofria, C.2    Collier, T.C.3    Adami, C.4
  • 110
    • 67549130758 scopus 로고    scopus 로고
    • Principles of modularity, regularity, and hierarchy for scalable systems
    • Lipson, H. (2007). Principles of modularity, regularity, and hierarchy for scalable systems. J. Biol. Phys. Chem. 7, 125-128. doi:10.4024/40701.jbpc.07.04
    • (2007) J. Biol. Phys. Chem , vol.7 , pp. 125-128
    • Lipson, H.1
  • 111
    • 0034739052 scopus 로고    scopus 로고
    • Automatic design and manufacture of robotic lifeforms
    • Lipson, H., and Pollack, J. B. (2000). Automatic design and manufacture of robotic lifeforms. Nature 406, 974-978. doi:10.1038/35023115
    • (2000) Nature , vol.406 , pp. 974-978
    • Lipson, H.1    Pollack, J.B.2
  • 115
    • 84900439114 scopus 로고    scopus 로고
    • Artificial evolution by viability rather than competition
    • Maesani, A., Fernando, P. R., and Floreano, D. (2014). Artificial evolution by viability rather than competition. PLoS ONE 9:e86831. doi:10.1371/journal.pone.0086831
    • (2014) PLoS ONE , vol.9
    • Maesani, A.1    Fernando, P.R.2    Floreano, D.3
  • 116
    • 77954941175 scopus 로고    scopus 로고
    • 'Behavior-based robotics,'
    • (Springer)
    • Mataric, M., and Michaud, F. (2008). "Behavior-based robotics," in Handbook of Robotics, (Springer), 891-909
    • (2008) Handbook of Robotics , pp. 891-909
    • Mataric, M.1    Michaud, F.2
  • 117
    • 0027127683 scopus 로고
    • Byte-sized evolution
    • Maynard-Smith, J. (1992). Byte-sized evolution. Nature 355, 772-773. doi:10.1038/355772a0
    • (1992) Nature , vol.355 , pp. 772-773
    • Maynard-Smith, J.1
  • 119
    • 51249194645 scopus 로고
    • A logical calculus of the ideas immanent in nervous activity
    • McCulloch, W. S., and Pitts, W. (1943). A logical calculus of the ideas immanent in nervous activity. Bull. Math. Biophys. 5, 115-133. doi:10.1007/BF02478259
    • (1943) Bull. Math. Biophys , vol.5 , pp. 115-133
    • McCulloch, W.S.1    Pitts, W.2
  • 120
    • 0029311877 scopus 로고
    • Evolving mobile robots in simulated and real environments
    • Miglino, O., Lund, H. H., and Nolfi, S. (1995). Evolving mobile robots in simulated and real environments. Artif. Life 2, 417-434. doi:10.1162/artl.1995.2.4.417
    • (1995) Artif. Life , vol.2 , pp. 417-434
    • Miglino, O.1    Lund, H.H.2    Nolfi, S.3
  • 122
    • 70349441143 scopus 로고    scopus 로고
    • The evolution of information suppression in communicating robots with conflicting interests
    • Mitri, S., Floreano, D., and Keller, L. (2009). The evolution of information suppression in communicating robots with conflicting interests. Proc. Natl. Acad. Sci. U.S.A. 106, 15786-15790. doi:10.1073/pnas.0903152106
    • (2009) Proc. Natl. Acad. Sci. U.S.A , vol.106 , pp. 15786-15790
    • Mitri, S.1    Floreano, D.2    Keller, L.3
  • 124
    • 0342813049 scopus 로고
    • 'The application of Bayesian methods for seeking the extremum,'
    • eds L. Dixon and G. Szego (Amsterdam: Elsevier)
    • Mockus, J., Tiesis, V., and Zilinskas, A. (1978). "The application of Bayesian methods for seeking the extremum," in Towards Global Optimization, Vol. 2, eds L. Dixon and G. Szego (Amsterdam: Elsevier), 117-129
    • (1978) Towards Global Optimization , vol.2 , pp. 117-129
    • Mockus, J.1    Tiesis, V.2    Zilinskas, A.3
  • 126
    • 84927606631 scopus 로고    scopus 로고
    • 'Surviving the tragedy of commons: emergence of altruism in a population of evolving autonomous agents,'
    • (MIT Press)
    • Montanier, J.-M., and Bredeche, N. (2011). "Surviving the tragedy of commons: emergence of altruism in a population of evolving autonomous agents," in Proc. of the European Conference on Artificial Life (ECAL 2011), (MIT Press), 550-557
    • (2011) Proc. of the European Conference on Artificial Life (ECAL 2011) , pp. 550-557
    • Montanier, J.-M.1    Bredeche, N.2
  • 127
  • 129
    • 70450068893 scopus 로고    scopus 로고
    • MENNAG: a modular, regular and hierarchical encoding for neural-networks based on attribute grammars
    • Mouret, J.-B., and Doncieux, S. (2008). MENNAG: a modular, regular and hierarchical encoding for neural-networks based on attribute grammars. Evol. Intell. 1, 187-207. doi:10.1007/s12065-008-0015-7
    • (2008) Evol. Intell , vol.1 , pp. 187-207
    • Mouret, J.-B.1    Doncieux, S.2
  • 132
    • 84857509059 scopus 로고    scopus 로고
    • Encouraging behavioral diversity in evolutionary robotics: an empirical study
    • Mouret, J.-B., and Doncieux, S. (2012). Encouraging behavioral diversity in evolutionary robotics: an empirical study. Evol. Comput. 20, 91-133. doi:10.1162/EVCO_a_00048
    • (2012) Evol. Comput , vol.20 , pp. 91-133
    • Mouret, J.-B.1    Doncieux, S.2
  • 134
    • 84926624570 scopus 로고    scopus 로고
    • 'Artificial evolution of plastic neural networks: a few key concepts,'
    • (Springer)
    • Mouret, J.-B., and Tonelli, P. (2014). "Artificial evolution of plastic neural networks: a few key concepts," in Growing Adaptive Machines, (Springer), 251-261
    • (2014) Growing Adaptive Machines , pp. 251-261
    • Mouret, J.-B.1    Tonelli, P.2
  • 135
    • 36248996928 scopus 로고    scopus 로고
    • Evodevo: extending the evolutionary synthesis
    • Müller, G. (2007). Evodevo: extending the evolutionary synthesis. Nat. Rev. Genet. 8, 943-949. doi:10.1038/nrg2219
    • (2007) Nat. Rev. Genet , vol.8 , pp. 943-949
    • Müller, G.1
  • 138
    • 84891464952 scopus 로고    scopus 로고
    • Predator confusion is sufficient to evolve swarming behaviour
    • Olson, R. S., Hintze, A., Dyer, F. C., Knoester, D. B., and Adami, C. (2013). Predator confusion is sufficient to evolve swarming behaviour. J. R. Soc. Interface 10, 20130305. doi:10.1098/rsif.2013.0305
    • (2013) J. R. Soc. Interface , vol.10
    • Olson, R.S.1    Hintze, A.2    Dyer, F.C.3    Knoester, D.B.4    Adami, C.5
  • 141
    • 37249030834 scopus 로고    scopus 로고
    • Is evolvability evolvable?
    • Pigliucci, M. (2008). Is evolvability evolvable? Nat. Rev. Genet. 9, 75-82. doi:10.1038/nrg2278
    • (2008) Nat. Rev. Genet , vol.9 , pp. 75-82
    • Pigliucci, M.1
  • 142
    • 1542329420 scopus 로고
    • Genetic set recombination and its application to neural network topology optimisation
    • Radcliffe, N. J. (1993). Genetic set recombination and its application to neural network topology optimisation. Neural Comput. Appl. 1, 67-90. doi:10.1007/BF01411376
    • (1993) Neural Comput. Appl , vol.1 , pp. 67-90
    • Radcliffe, N.J.1
  • 143
    • 0000111025 scopus 로고
    • "An approach to the synthesis of life,"
    • Ray, T. S. (1991). "An approach to the synthesis of life," in Artificial Life II, 371-406
    • (1991) Artificial Life , vol.2 , pp. 371-406
    • Ray, T.S.1
  • 144
    • 78751668734 scopus 로고    scopus 로고
    • Evolving plastic neural networks with novelty search
    • Risi, S., Hughes, C. E., and Stanley, K. O. (2010). Evolving plastic neural networks with novelty search. Adapt. Behav. 18, 470-491. doi:10.1177/1059712310379923
    • (2010) Adapt. Behav , vol.18 , pp. 470-491
    • Risi, S.1    Hughes, C.E.2    Stanley, K.O.3
  • 149
    • 0001416935 scopus 로고    scopus 로고
    • The uses of fuzzy logic in autonomous robot navigation
    • Saffiotti, A. (1997). The uses of fuzzy logic in autonomous robot navigation. Soft Comput. 1, 180-197. doi:10.1007/s005000050020
    • (1997) Soft Comput , vol.1 , pp. 180-197
    • Saffiotti, A.1
  • 151
    • 64849095075 scopus 로고    scopus 로고
    • Make3D: learning 3D scene structure from a single still image
    • Saxena, A., Sun, M., and Ng, A. Y. (2009). Make3D: learning 3D scene structure from a single still image. IEEE Trans. Pattern Anal. Mach. Intell. 31, 824-840. doi:10.1109/TPAMI.2008.132
    • (2009) IEEE Trans. Pattern Anal. Mach. Intell , vol.31 , pp. 824-840
    • Saxena, A.1    Sun, M.2    Ng, A.Y.3
  • 161
    • 84925202070 scopus 로고    scopus 로고
    • 'Identifying necessary conditions for open-ended evolution through the artificial life world of chromaria,'
    • (MIT Press)
    • Soros, L., and Stanley, K. (2014). "Identifying necessary conditions for open-ended evolution through the artificial life world of chromaria," in Proc. of Artificial Life Conference (ALife 14), (MIT Press), 793-800
    • (2014) Proc. of Artificial Life Conference (ALife 14) , pp. 793-800
    • Soros, L.1    Stanley, K.2
  • 162
    • 0036594106 scopus 로고    scopus 로고
    • Evolving neural networks through augmenting topologies
    • Stanley, K., and Miikkulainen, R. (2002). Evolving neural networks through augmenting topologies. Evol. Comput. 10, 99-127. doi:10.1162/106365602320169811
    • (2002) Evol. Comput , vol.10 , pp. 99-127
    • Stanley, K.1    Miikkulainen, R.2
  • 163
    • 67650188046 scopus 로고    scopus 로고
    • A hypercube-based indirect encoding for evolving large-scale neural networks
    • Stanley, K. O., D'Ambrosio, D. B., and Gauci, J. (2009). A hypercube-based indirect encoding for evolving large-scale neural networks. Artif. Life 15, 185-212. doi:10.1162/artl.2009.15.2.15202
    • (2009) Artif. Life , vol.15 , pp. 185-212
    • Stanley, K.O.1    D'Ambrosio, D.B.2    Gauci, J.3
  • 164
    • 0041783883 scopus 로고    scopus 로고
    • A taxonomy for artificial embryogeny
    • Stanley, K. O., and Miikkulainen, R. (2003). A taxonomy for artificial embryogeny. Artif. Life 9, 93-130. doi:10.1162/106454603322221487
    • (2003) Artif. Life , vol.9 , pp. 93-130
    • Stanley, K.O.1    Miikkulainen, R.2
  • 166
    • 84899573498 scopus 로고    scopus 로고
    • Robot skill learning: from reinforcement learning to evolution strategies
    • Stulp, F., and Sigaud, O. (2013). Robot skill learning: from reinforcement learning to evolution strategies. Paladyn 4, 49-61. doi:10.2478/pjbr-2013-0003
    • (2013) Paladyn , vol.4 , pp. 49-61
    • Stulp, F.1    Sigaud, O.2
  • 171
    • 36348987166 scopus 로고    scopus 로고
    • 'Temporal difference and policy search methods for reinforcement learning: an empirical comparison,'
    • (AAAI Press)
    • Taylor, M., Whiteson, S., and Stone, P. (2007). "Temporal difference and policy search methods for reinforcement learning: an empirical comparison," in Proc. of AAAI Conference, (AAAI Press), 1675-1678
    • (2007) Proc. of AAAI Conference , pp. 1675-1678
    • Taylor, M.1    Whiteson, S.2    Stone, P.3
  • 177
    • 84893423617 scopus 로고    scopus 로고
    • On the relationships between generative encodings, regularity, and learning abilities when evolving plastic artificial neural networks
    • Tonelli, P., and Mouret, J.-B. (2013). On the relationships between generative encodings, regularity, and learning abilities when evolving plastic artificial neural networks. PLoS ONE 8:e79138. doi:10.1371/journal.pone.0079138
    • (2013) PLoS ONE , vol.8
    • Tonelli, P.1    Mouret, J.-B.2
  • 178
    • 84975859774 scopus 로고    scopus 로고
    • Evolutionary robotics: model or design?
    • Trianni, V. (2014). Evolutionary robotics: model or design? Front. Robot. AI 1:13. doi:10.3389/frobt.2014.00013
    • (2014) Front. Robot. AI , vol.1 , pp. 13
    • Trianni, V.1
  • 179
    • 69249247238 scopus 로고    scopus 로고
    • 'Evolution, self-organisation and swarm robotics,'
    • (Springer)
    • Trianni, V., Nolfi, S., and Dorigo, M. (2008). "Evolution, self-organisation and swarm robotics," in Swarm Intelligence, (Springer), 163-191
    • (2008) Swarm Intelligence , pp. 163-191
    • Trianni, V.1    Nolfi, S.2    Dorigo, M.3
  • 180
    • 58049171771 scopus 로고    scopus 로고
    • Soft robotics: biological inspiration, state of the art, and future research
    • Trivedi, D., Rahn, C. D., Kier, W. M., and Walker, I. D. (2008). Soft robotics: biological inspiration, state of the art, and future research. Appl. Bionics Biomech. 5, 99-117. doi:10.1080/11762320802557865
    • (2008) Appl. Bionics Biomech , vol.5 , pp. 99-117
    • Trivedi, D.1    Rahn, C.D.2    Kier, W.M.3    Walker, I.D.4
  • 181
    • 0022135870 scopus 로고
    • The role of developmental limitations of sensory input on sensory/perceptual organization
    • Turkewitz, G., and Kenny, P. A. (1985). The role of developmental limitations of sensory input on sensory/perceptual organization. J. Dev. Behav. Pediatr. 6, 302-306. doi:10.1097/00004703-198510000-00014
    • (1985) J. Dev. Behav. Pediatr , vol.6 , pp. 302-306
    • Turkewitz, G.1    Kenny, P.A.2
  • 182
    • 0035650666 scopus 로고    scopus 로고
    • Evolution of adaptive synapses: robots with fast adaptive behavior in new environments
    • Urzelai, J., and Floreano, D. (2001). Evolution of adaptive synapses: robots with fast adaptive behavior in new environments. Evol. Comput. 9, 495-524. doi:10.1162/10636560152642887
    • (2001) Evol. Comput , vol.9 , pp. 495-524
    • Urzelai, J.1    Floreano, D.2
  • 184
    • 0029661332 scopus 로고    scopus 로고
    • Complex adaptations and the evolution of evolvability
    • Wagner, G., and Altenberg, L. (1996). Complex adaptations and the evolution of evolvability. Evolution 50, 967-976. doi:10.2307/2410639
    • (1996) Evolution , vol.50 , pp. 967-976
    • Wagner, G.1    Altenberg, L.2
  • 186
    • 79958022404 scopus 로고    scopus 로고
    • A quantitative test of Hamilton's rule for the evolution of altruism
    • Waibel, M., Floreano, D., and Keller, L. (2011). A quantitative test of Hamilton's rule for the evolution of altruism. PLoS Biol. 9:e1000615. doi:10.1371/journal.pbio.1000615
    • (2011) PLoS Biol , vol.9
    • Waibel, M.1    Floreano, D.2    Keller, L.3
  • 187
    • 67650266645 scopus 로고    scopus 로고
    • Genetic team composition and level of selection in the evolution of cooperation
    • Waibel, M., Keller, L., and Floreano, D. (2009). Genetic team composition and level of selection in the evolution of cooperation. IEEE Trans. Evol. Comput. 13, 648-660. doi:10.1109/TEVC.2008.2011741
    • (2009) IEEE Trans. Evol. Comput , vol.13 , pp. 648-660
    • Waibel, M.1    Keller, L.2    Floreano, D.3
  • 188
    • 0037197641 scopus 로고    scopus 로고
    • Embodied evolution: distributing an evolutionary algorithm in a population of robots
    • Watson, R. A., Ficici, S. G., and Pollack, J. B. (2002). Embodied evolution: distributing an evolutionary algorithm in a population of robots. Rob. Auton. Syst. 39, 1-18. doi:10.1016/S0921-8890(02)00170-7
    • (2002) Rob. Auton. Syst , vol.39 , pp. 1-18
    • Watson, R.A.1    Ficici, S.G.2    Pollack, J.B.3
  • 189
    • 85061961100 scopus 로고    scopus 로고
    • 'Evolutionary computation for reinforcement learning,'
    • (Berlin: Springer)
    • Whiteson, S. (2012). "Evolutionary computation for reinforcement learning," in Reinforcement Learning: State of the Art, (Berlin: Springer), 1-30
    • (2012) Reinforcement Learning: State of the Art , pp. 1-30
    • Whiteson, S.1
  • 190
    • 84856400296 scopus 로고    scopus 로고
    • Historical contingency affects signaling strategies and competitive abilities in evolving populations of simulated robots
    • Wischmann, S., Floreano, D., and Keller, L. (2012). Historical contingency affects signaling strategies and competitive abilities in evolving populations of simulated robots. Proc. Natl. Acad. Sci. U.S.A. 109, 864-868. doi:10.1073/pnas.1104267109
    • (2012) Proc. Natl. Acad. Sci. U.S.A , vol.109 , pp. 864-868
    • Wischmann, S.1    Floreano, D.2    Keller, L.3
  • 191
    • 84890116570 scopus 로고    scopus 로고
    • Long-term dynamics of adaptation in asexual populations
    • Wiser, M. J., Ribeck, N., and Lenski, R. E. (2013). Long-term dynamics of adaptation in asexual populations. Science 342, 1364-1367. doi:10.1126/science.1243357
    • (2013) Science , vol.342 , pp. 1364-1367
    • Wiser, M.J.1    Ribeck, N.2    Lenski, R.E.3
  • 192
    • 79952793415 scopus 로고    scopus 로고
    • Second-order selection for evolvability in a large Escherichia coli population
    • Woods, R. J., Barrick, J. E., Cooper, T. F., Shrestha, U., Kauth, M. R., and Lenski, R. E. (2011). Second-order selection for evolvability in a large Escherichia coli population. Science 331, 1433-1436. doi:10.1126/science.1198914
    • (2011) Science , vol.331 , pp. 1433-1436
    • Woods, R.J.1    Barrick, J.E.2    Cooper, T.F.3    Shrestha, U.4    Kauth, M.R.5    Lenski, R.E.6
  • 193
    • 0033362601 scopus 로고    scopus 로고
    • Evolving artificial neural networks
    • Yao, X. (1999). Evolving artificial neural networks. Proc. IEEE 87, 1423-1447. doi:10.1109/5.784219
    • (1999) Proc. IEEE , vol.87 , pp. 1423-1447
    • Yao, X.1
  • 195
    • 34547768842 scopus 로고    scopus 로고
    • Combining simulation and reality in evolutionary robotics
    • Zagal, J. C., and Ruiz-del Solar, J. (2007). Combining simulation and reality in evolutionary robotics. J. Intell. Rob. Syst. 50, 19-39. doi:10.1007/s10846-007-9149-6
    • (2007) J. Intell. Rob. Syst , vol.50 , pp. 19-39
    • Zagal, J.C.1    Ruiz-del Solar, J.2
  • 196
    • 0037929603 scopus 로고    scopus 로고
    • Neuromodulation of reactive sensorimotor mappings as a short-term memory mechanism in delayed response tasks
    • Ziemke, T., and Thieme, M. (2002). Neuromodulation of reactive sensorimotor mappings as a short-term memory mechanism in delayed response tasks. Adapt. Behav. 10, 185-199. doi:10.1177/1059712302010003003
    • (2002) Adapt. Behav , vol.10 , pp. 185-199
    • Ziemke, T.1    Thieme, M.2


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