Adaptive Robotic Control Driven by a Versatile Spiking Cerebellar Network
Identifieur interne : 001460 ( Main/Merge ); précédent : 001459; suivant : 001461Adaptive Robotic Control Driven by a Versatile Spiking Cerebellar Network
Auteurs : Claudia Casellato [Italie] ; Alberto Antonietti [Italie] ; Jesus A. Garrido [Italie] ; Richard R. Carrillo [Espagne] ; Niceto R. Luque [Espagne] ; Eduardo Ros [Espagne] ; Alessandra Pedrocchi [Italie] ; Egidio D'Angelo [Italie]Source :
- PLoS ONE [ 1932-6203 ] ; 2014.
Abstract
The cerebellum is involved in a large number of different neural processes, especially in associative learning and in fine motor control. To develop a comprehensive theory of sensorimotor learning and control, it is crucial to determine the neural basis of coding and plasticity embedded into the cerebellar neural circuit and how they are translated into behavioral outcomes in learning paradigms. Learning has to be inferred from the interaction of an embodied system with its real environment, and the same cerebellar principles derived from cell physiology have to be able to drive a variety of tasks of different nature, calling for complex timing and movement patterns. We have coupled a realistic cerebellar spiking neural network (SNN) with a real robot and challenged it in multiple diverse sensorimotor tasks. Encoding and decoding strategies based on neuronal firing rates were applied. Adaptive motor control protocols with acquisition and extinction phases have been designed and tested, including an associative Pavlovian task (Eye blinking classical conditioning), a vestibulo-ocular task and a perturbed arm reaching task operating in closed-loop. The SNN processed in real-time mossy fiber inputs as arbitrary contextual signals, irrespective of whether they conveyed a tone, a vestibular stimulus or the position of a limb. A bidirectional long-term plasticity rule implemented at parallel fibers-Purkinje cell synapses modulated the output activity in the deep cerebellar nuclei. In all tasks, the neurorobot learned to adjust timing and gain of the motor responses by tuning its output discharge. It succeeded in reproducing how human biological systems acquire, extinguish and express knowledge of a noisy and changing world. By varying stimuli and perturbations patterns, real-time control robustness and generalizability were validated. The implicit spiking dynamics of the cerebellar model fulfill timing, prediction and learning functions.
Url:
DOI: 10.1371/journal.pone.0112265
PubMed: 25390365
PubMed Central: 4229206
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<front><div type="abstract" xml:lang="en"><p>The cerebellum is involved in a large number of different neural processes, especially in associative learning and in fine motor control. To develop a comprehensive theory of sensorimotor learning and control, it is crucial to determine the neural basis of coding and plasticity embedded into the cerebellar neural circuit and how they are translated into behavioral outcomes in learning paradigms. Learning has to be inferred from the interaction of an embodied system with its real environment, and the same cerebellar principles derived from cell physiology have to be able to drive a variety of tasks of different nature, calling for complex timing and movement patterns. We have coupled a realistic cerebellar spiking neural network (SNN) with a real robot and challenged it in multiple diverse sensorimotor tasks. Encoding and decoding strategies based on neuronal firing rates were applied. Adaptive motor control protocols with acquisition and extinction phases have been designed and tested, including an associative Pavlovian task (Eye blinking classical conditioning), a vestibulo-ocular task and a perturbed arm reaching task operating in closed-loop. The SNN processed in real-time mossy fiber inputs as arbitrary contextual signals, irrespective of whether they conveyed a tone, a vestibular stimulus or the position of a limb. A bidirectional long-term plasticity rule implemented at parallel fibers-Purkinje cell synapses modulated the output activity in the deep cerebellar nuclei. In all tasks, the neurorobot learned to adjust timing and gain of the motor responses by tuning its output discharge. It succeeded in reproducing how human biological systems acquire, extinguish and express knowledge of a noisy and changing world. By varying stimuli and perturbations patterns, real-time control robustness and generalizability were validated. The implicit spiking dynamics of the cerebellar model fulfill timing, prediction and learning functions.</p>
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</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Miall, R" uniqKey="Miall R">R Miall</name>
</author>
<author><name sortKey="Wolpert, Dm" uniqKey="Wolpert D">DM Wolpert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Shadmehr, R" uniqKey="Shadmehr R">R Shadmehr</name>
</author>
<author><name sortKey="Mussa Ivaldi, Fa" uniqKey="Mussa Ivaldi F">FA Mussa-Ivaldi</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Marr, D" uniqKey="Marr D">D Marr</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Albus, Js" uniqKey="Albus J">JS Albus</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ito, M" uniqKey="Ito M">M Ito</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Porrill, J" uniqKey="Porrill J">J Porrill</name>
</author>
<author><name sortKey="Dean, P" uniqKey="Dean P">P Dean</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tyrrell, T" uniqKey="Tyrrell T">T Tyrrell</name>
</author>
<author><name sortKey="Willshaw, D" uniqKey="Willshaw D">D Willshaw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Spoelstra, J" uniqKey="Spoelstra J">J Spoelstra</name>
</author>
<author><name sortKey="Schweighofer, N" uniqKey="Schweighofer N">N Schweighofer</name>
</author>
<author><name sortKey="Arbib, Ma" uniqKey="Arbib M">MA Arbib</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Spoelstra, J" uniqKey="Spoelstra J">J Spoelstra</name>
</author>
<author><name sortKey="Arbib, Ma" uniqKey="Arbib M">MA Arbib</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="De Gruijl, J" uniqKey="De Gruijl J">J De Gruijl</name>
</author>
<author><name sortKey="Van Der Smagt, P" uniqKey="Van Der Smagt P">P Van der Smagt</name>
</author>
<author><name sortKey="De Zeeuw, C" uniqKey="De Zeeuw C">C De Zeeuw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Herreros, I" uniqKey="Herreros I">I Herreros</name>
</author>
<author><name sortKey="Verschure, Pf" uniqKey="Verschure P">PF Verschure</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mckinstry, Jl" uniqKey="Mckinstry J">JL McKinstry</name>
</author>
<author><name sortKey="Edelman, Gm" uniqKey="Edelman G">GM Edelman</name>
</author>
<author><name sortKey="Krichmar, Jl" uniqKey="Krichmar J">JL Krichmar</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Voegtlin, T" uniqKey="Voegtlin T">T Voegtlin</name>
</author>
<author><name sortKey="Verschure, Pf" uniqKey="Verschure P">PF Verschure</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lenz, A" uniqKey="Lenz A">A Lenz</name>
</author>
<author><name sortKey="Anderson, Sr" uniqKey="Anderson S">SR Anderson</name>
</author>
<author><name sortKey="Pipe, Ag" uniqKey="Pipe A">AG Pipe</name>
</author>
<author><name sortKey="Melhuish, C" uniqKey="Melhuish C">C Melhuish</name>
</author>
<author><name sortKey="Dean, P" uniqKey="Dean P">P Dean</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Vijayakumar, S" uniqKey="Vijayakumar S">S Vijayakumar</name>
</author>
<author><name sortKey="D Souza, A" uniqKey="D Souza A">A D'Souza</name>
</author>
<author><name sortKey="Schaal, S" uniqKey="Schaal S">S Schaal</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Maass, W" uniqKey="Maass W">W Maass</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nolfi, S" uniqKey="Nolfi S">S Nolfi</name>
</author>
<author><name sortKey="Floreano, D" uniqKey="Floreano D">D Floreano</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gamez, D" uniqKey="Gamez D">D Gamez</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Yamazaki, T" uniqKey="Yamazaki T">T Yamazaki</name>
</author>
<author><name sortKey="Tanaka, S" uniqKey="Tanaka S">S Tanaka</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yamazaki, T" uniqKey="Yamazaki T">T Yamazaki</name>
</author>
<author><name sortKey="Nagao, S" uniqKey="Nagao S">S Nagao</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Batllori, R" uniqKey="Batllori R">R Batllori</name>
</author>
<author><name sortKey="Laramee, C" uniqKey="Laramee C">C Laramee</name>
</author>
<author><name sortKey="Land, W" uniqKey="Land W">W Land</name>
</author>
<author><name sortKey="Schaffer, J" uniqKey="Schaffer J">J Schaffer</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hagras, H" uniqKey="Hagras H">H Hagras</name>
</author>
<author><name sortKey="Pounds Cornish, A" uniqKey="Pounds Cornish A">A Pounds-Cornish</name>
</author>
<author><name sortKey="Colley, M" uniqKey="Colley M">M Colley</name>
</author>
<author><name sortKey="Callaghan, V" uniqKey="Callaghan V">V Callaghan</name>
</author>
<author><name sortKey="Clarke, G" uniqKey="Clarke G">G Clarke</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hofstotter, C" uniqKey="Hofstotter C">C Hofstotter</name>
</author>
<author><name sortKey="Mintz, M" uniqKey="Mintz M">M Mintz</name>
</author>
<author><name sortKey="Verschure, P" uniqKey="Verschure P">P Verschure</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yamazaki, T" uniqKey="Yamazaki T">T Yamazaki</name>
</author>
<author><name sortKey="Igarashi, J" uniqKey="Igarashi J">J Igarashi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Van Der Smagt, P" uniqKey="Van Der Smagt P">P Van Der Smagt</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Day, Jj" uniqKey="Day J">JJ Day</name>
</author>
<author><name sortKey="Wheeler, Ra" uniqKey="Wheeler R">RA Wheeler</name>
</author>
<author><name sortKey="Roitman, Mf" uniqKey="Roitman M">MF Roitman</name>
</author>
<author><name sortKey="Carelli, Rm" uniqKey="Carelli R">RM Carelli</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Yamamoto, K" uniqKey="Yamamoto K">K Yamamoto</name>
</author>
<author><name sortKey="Kawato, M" uniqKey="Kawato M">M Kawato</name>
</author>
<author><name sortKey="Kotosaka, S" uniqKey="Kotosaka S">S Kotosaka</name>
</author>
<author><name sortKey="Kitazawa, S" uniqKey="Kitazawa S">S Kitazawa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Clopath, C" uniqKey="Clopath C">C Clopath</name>
</author>
<author><name sortKey="Badura, A" uniqKey="Badura A">A Badura</name>
</author>
<author><name sortKey="De Zeeuw, Ci" uniqKey="De Zeeuw C">CI De Zeeuw</name>
</author>
<author><name sortKey="Brunel, N" uniqKey="Brunel N">N Brunel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Thompson, R" uniqKey="Thompson R">R Thompson</name>
</author>
<author><name sortKey="Steinmetz, J" uniqKey="Steinmetz J">J Steinmetz</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Luque, N" uniqKey="Luque N">N Luque</name>
</author>
<author><name sortKey="Garrido, J" uniqKey="Garrido J">J Garrido</name>
</author>
<author><name sortKey="Carrillo, R" uniqKey="Carrillo R">R Carrillo</name>
</author>
<author><name sortKey="Tolu, S" uniqKey="Tolu S">S Tolu</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
<author><name sortKey="Carrillo, R" uniqKey="Carrillo R">R Carrillo</name>
</author>
<author><name sortKey="Ortigosa, Em" uniqKey="Ortigosa E">EM Ortigosa</name>
</author>
<author><name sortKey="Barbour, B" uniqKey="Barbour B">B Barbour</name>
</author>
<author><name sortKey="Ags, R" uniqKey="Ags R">R Ags</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Luque, N" uniqKey="Luque N">N Luque</name>
</author>
<author><name sortKey="Garrido, J" uniqKey="Garrido J">J Garrido</name>
</author>
<author><name sortKey="Carrillo, R" uniqKey="Carrillo R">R Carrillo</name>
</author>
<author><name sortKey="Coenen, Om" uniqKey="Coenen O">OM Coenen</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gerwig, M" uniqKey="Gerwig M">M Gerwig</name>
</author>
<author><name sortKey="Hajjar, K" uniqKey="Hajjar K">K Hajjar</name>
</author>
<author><name sortKey="Dimitrova, A" uniqKey="Dimitrova A">A Dimitrova</name>
</author>
<author><name sortKey="Maschke, M" uniqKey="Maschke M">M Maschke</name>
</author>
<author><name sortKey="Kolb, F" uniqKey="Kolb F">F Kolb</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Medina, J" uniqKey="Medina J">J Medina</name>
</author>
<author><name sortKey="Nores, W" uniqKey="Nores W">W Nores</name>
</author>
<author><name sortKey="Ohyama, T" uniqKey="Ohyama T">T Ohyama</name>
</author>
<author><name sortKey="Mauk, M" uniqKey="Mauk M">M Mauk</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Luque, N" uniqKey="Luque N">N Luque</name>
</author>
<author><name sortKey="Garrido, J" uniqKey="Garrido J">J Garrido</name>
</author>
<author><name sortKey="Carrillo, R" uniqKey="Carrillo R">R Carrillo</name>
</author>
<author><name sortKey="Coenen, Om" uniqKey="Coenen O">OM Coenen</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Bahro, M" uniqKey="Bahro M">M Bahro</name>
</author>
<author><name sortKey="Sunderland, T" uniqKey="Sunderland T">T Sunderland</name>
</author>
<author><name sortKey="Molchan, Se" uniqKey="Molchan S">SE Molchan</name>
</author>
<author><name sortKey="Schreurs, B" uniqKey="Schreurs B">B Schreurs</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Shibuki, K" uniqKey="Shibuki K">K Shibuki</name>
</author>
<author><name sortKey="Gomi, H" uniqKey="Gomi H">H Gomi</name>
</author>
<author><name sortKey="Chen, L" uniqKey="Chen L">L Chen</name>
</author>
<author><name sortKey="Bao, S" uniqKey="Bao S">S Bao</name>
</author>
<author><name sortKey="Kim, Jj" uniqKey="Kim J">JJ Kim</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ito, M" uniqKey="Ito M">M Ito</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Carrillo, Rr" uniqKey="Carrillo R">RR Carrillo</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
<author><name sortKey="Boucheny, C" uniqKey="Boucheny C">C Boucheny</name>
</author>
<author><name sortKey="Coenen, Oj" uniqKey="Coenen O">OJ Coenen</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Sarlegna, Fr" uniqKey="Sarlegna F">FR Sarlegna</name>
</author>
<author><name sortKey="Malfait, N" uniqKey="Malfait N">N Malfait</name>
</author>
<author><name sortKey="Bringoux, L" uniqKey="Bringoux L">L Bringoux</name>
</author>
<author><name sortKey="Bourdin, C" uniqKey="Bourdin C">C Bourdin</name>
</author>
<author><name sortKey="Vercher, Jl" uniqKey="Vercher J">JL Vercher</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Welsh, J" uniqKey="Welsh J">J Welsh</name>
</author>
<author><name sortKey="Harvey, J" uniqKey="Harvey J">J Harvey</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bracha, V" uniqKey="Bracha V">V Bracha</name>
</author>
<author><name sortKey="Zhao, L" uniqKey="Zhao L">L Zhao</name>
</author>
<author><name sortKey="Irwin, Kb" uniqKey="Irwin K">KB Irwin</name>
</author>
<author><name sortKey="Bloedel, Jr" uniqKey="Bloedel J">JR Bloedel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Simpson, J" uniqKey="Simpson J">J Simpson</name>
</author>
<author><name sortKey="Wylie, D" uniqKey="Wylie D">D Wylie</name>
</author>
<author><name sortKey="De Zeeuw, C" uniqKey="De Zeeuw C">C De Zeeuw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="D Angelo, E" uniqKey="D Angelo E">E D'Angelo</name>
</author>
<author><name sortKey="Solinas, S" uniqKey="Solinas S">S Solinas</name>
</author>
<author><name sortKey="Garrido, J" uniqKey="Garrido J">J Garrido</name>
</author>
<author><name sortKey="Casellato, C" uniqKey="Casellato C">C Casellato</name>
</author>
<author><name sortKey="Pedrocchi, A" uniqKey="Pedrocchi A">A Pedrocchi</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ivry, Rb" uniqKey="Ivry R">RB Ivry</name>
</author>
<author><name sortKey="Baldo, Jv" uniqKey="Baldo J">JV Baldo</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Hoffland, Bs" uniqKey="Hoffland B">BS Hoffland</name>
</author>
<author><name sortKey="Bologna, M" uniqKey="Bologna M">M Bologna</name>
</author>
<author><name sortKey="Kassavetis, P" uniqKey="Kassavetis P">P Kassavetis</name>
</author>
<author><name sortKey="Teo, Jt" uniqKey="Teo J">JT Teo</name>
</author>
<author><name sortKey="Rothwell, Jc" uniqKey="Rothwell J">JC Rothwell</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Kimpo, Rr" uniqKey="Kimpo R">RR Kimpo</name>
</author>
<author><name sortKey="Boyden, Es" uniqKey="Boyden E">ES Boyden</name>
</author>
<author><name sortKey="Katoh, A" uniqKey="Katoh A">A Katoh</name>
</author>
<author><name sortKey="Ke, Mc" uniqKey="Ke M">MC Ke</name>
</author>
<author><name sortKey="Raymond, Jl" uniqKey="Raymond J">JL Raymond</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Stone, L" uniqKey="Stone L">L Stone</name>
</author>
<author><name sortKey="Lisberger, S" uniqKey="Lisberger S">S Lisberger</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Scheidt, Ra" uniqKey="Scheidt R">RA Scheidt</name>
</author>
<author><name sortKey="Reinkensmeyer, Dj" uniqKey="Reinkensmeyer D">DJ Reinkensmeyer</name>
</author>
<author><name sortKey="Conditt, Ma" uniqKey="Conditt M">MA Conditt</name>
</author>
<author><name sortKey="Rymer, Wz" uniqKey="Rymer W">WZ Rymer</name>
</author>
<author><name sortKey="Mussa Ivaldi, Fa" uniqKey="Mussa Ivaldi F">FA Mussa-Ivaldi</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="D Angelo, E" uniqKey="D Angelo E">E D'Angelo</name>
</author>
<author><name sortKey="Koekkoek, Sc" uniqKey="Koekkoek S">Sc Koekkoek</name>
</author>
<author><name sortKey="Lombardo, P" uniqKey="Lombardo P">P Lombardo</name>
</author>
<author><name sortKey="Solinas, S" uniqKey="Solinas S">S Solinas</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Gao, Z" uniqKey="Gao Z">Z Gao</name>
</author>
<author><name sortKey="Van Beugen, Bj" uniqKey="Van Beugen B">BJ van Beugen</name>
</author>
<author><name sortKey="De Zeeuw, Ci" uniqKey="De Zeeuw C">CI De Zeeuw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ito, M" uniqKey="Ito M">M Ito</name>
</author>
<author><name sortKey="Orlov, I" uniqKey="Orlov I">I Orlov</name>
</author>
<author><name sortKey="Shimoyama, I" uniqKey="Shimoyama I">I Shimoyama</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lang, Ej" uniqKey="Lang E">EJ Lang</name>
</author>
<author><name sortKey="Sugihara, I" uniqKey="Sugihara I">I Sugihara</name>
</author>
<author><name sortKey="Welsh, Jp" uniqKey="Welsh J">JP Welsh</name>
</author>
<author><name sortKey="Llinas, R" uniqKey="Llinas R">R Llinás</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mauk, Md" uniqKey="Mauk M">MD Mauk</name>
</author>
<author><name sortKey="Steinmetz, Je" uniqKey="Steinmetz J">JE Steinmetz</name>
</author>
<author><name sortKey="Thompson, Rf" uniqKey="Thompson R">RF Thompson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jaeger, D" uniqKey="Jaeger D">D Jaeger</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mathy, A" uniqKey="Mathy A">A Mathy</name>
</author>
<author><name sortKey="Ho, Ss" uniqKey="Ho S">SS Ho</name>
</author>
<author><name sortKey="Davie, Jt" uniqKey="Davie J">JT Davie</name>
</author>
<author><name sortKey="Duguid, Ic" uniqKey="Duguid I">IC Duguid</name>
</author>
<author><name sortKey="Clark, Ba" uniqKey="Clark B">BA Clark</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rasmussen, A" uniqKey="Rasmussen A">A Rasmussen</name>
</author>
<author><name sortKey="Jirenhed, Da" uniqKey="Jirenhed D">DA Jirenhed</name>
</author>
<author><name sortKey="Zucca, R" uniqKey="Zucca R">R Zucca</name>
</author>
<author><name sortKey="Johansson, F" uniqKey="Johansson F">F Johansson</name>
</author>
<author><name sortKey="Svensson, P" uniqKey="Svensson P">P Svensson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Naveros, F" uniqKey="Naveros F">F Naveros</name>
</author>
<author><name sortKey="Luque, Nr" uniqKey="Luque N">NR Luque</name>
</author>
<author><name sortKey="Garrido, Ja" uniqKey="Garrido J">JA Garrido</name>
</author>
<author><name sortKey="Carrillo, Rr" uniqKey="Carrillo R">RR Carrillo</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Medina, Jf" uniqKey="Medina J">JF Medina</name>
</author>
<author><name sortKey="Garcia, Ks" uniqKey="Garcia K">KS Garcia</name>
</author>
<author><name sortKey="Mauk, Md" uniqKey="Mauk M">MD Mauk</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Garrido, Ja" uniqKey="Garrido J">JA Garrido</name>
</author>
<author><name sortKey="Ros, E" uniqKey="Ros E">E Ros</name>
</author>
<author><name sortKey="D Angelo, E" uniqKey="D Angelo E">E D'Angelo</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Masuda, N" uniqKey="Masuda N">N Masuda</name>
</author>
<author><name sortKey="Amari, Si" uniqKey="Amari S">Si Amari</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lu, J" uniqKey="Lu J">J Lu</name>
</author>
<author><name sortKey="Liu, H" uniqKey="Liu H">H Liu</name>
</author>
<author><name sortKey="Zhang, M" uniqKey="Zhang M">M Zhang</name>
</author>
<author><name sortKey="Wang, D" uniqKey="Wang D">D Wang</name>
</author>
<author><name sortKey="Cao, Y" uniqKey="Cao Y">Y Cao</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Indiveri, G" uniqKey="Indiveri G">G Indiveri</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bruderle, D" uniqKey="Bruderle D">D Brüderle</name>
</author>
<author><name sortKey="Petrovici, Ma" uniqKey="Petrovici M">MA Petrovici</name>
</author>
<author><name sortKey="Vogginger, B" uniqKey="Vogginger B">B Vogginger</name>
</author>
<author><name sortKey="Ehrlich, M" uniqKey="Ehrlich M">M Ehrlich</name>
</author>
<author><name sortKey="Pfeil, T" uniqKey="Pfeil T">T Pfeil</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Verschure, P" uniqKey="Verschure P">P Verschure</name>
</author>
<author><name sortKey="Althaus, P" uniqKey="Althaus P">P Althaus</name>
</author>
</analytic>
</biblStruct>
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