Skip to main content
Erschienen in: Natural Computing 2/2014

01.06.2014

A self-adaptive communication strategy for flocking in stationary and non-stationary environments

verfasst von: Eliseo Ferrante, Ali Emre Turgut, Alessandro Stranieri, Carlo Pinciroli, Mauro Birattari, Marco Dorigo

Erschienen in: Natural Computing | Ausgabe 2/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We propose a self-adaptive communication strategy for controlling the heading direction of a swarm of mobile robots during flocking. We consider the problem where a small group of informed robots has to guide a large swarm along a desired direction. We consider three versions of this problem: one where the desired direction is fixed; one where the desired direction changes over time; one where a second group of informed robots has information about a second desired direction that conflicts with the first one, but has higher priority. The goal of the swarm is to follow, at all times, the desired direction that has the highest priority and, at the same time, to keep cohesion. The proposed strategy allows the informed robots to guide the swarm when only one desired direction is present. Additionally, a self-adaptation mechanism allows the robots to indirectly sense the second desired direction, and makes the swarm follow it. In experiments with both simulated and real robots, we evaluate how well the swarm tracks the desired direction and how well it maintains cohesion. We show that, using self-adaptive communication, the swarm is able to follow the desired direction with the highest priority at all times without splitting.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
The body-fixed reference frame is right-handed and fixed to the center of a robot: its x-axis points to the front of the robot and its y-axis is coincident with the rotation axis of the wheels.
 
2
Swarmanoid project, http://​www.​swarmanoid.​org/​ (February 2013).
 
3
Carlo Pinciroli, The ARGoS Website, http://​iridia.​ulb.​ac.​be/​argos/​ (February 2013).
 
4
Chipmunk-physics - Fast and lightweight 2D rigid body physics library in C - Google Project Hosting, http://​code.​google.​com/​p/​chipmunk-physics/​ (February 2013).
 
5
Note that such hats are used for tracking purposes only and are not detectable by the robot themselves.
 
Literatur
Zurück zum Zitat Antonelli G, Arrichiello F, Chiaverini S (2010) Flocking for multi-robot systems via the null-space-based behavioral control. Swarm Intell 4(1):37–56CrossRef Antonelli G, Arrichiello F, Chiaverini S (2010) Flocking for multi-robot systems via the null-space-based behavioral control. Swarm Intell 4(1):37–56CrossRef
Zurück zum Zitat Aoki I (1980) An analysis of the schooling behavior of fish: internal organization and communication process. Bull Ocean Res Inst Univ Tokyo 12:1–62 Aoki I (1980) An analysis of the schooling behavior of fish: internal organization and communication process. Bull Ocean Res Inst Univ Tokyo 12:1–62
Zurück zum Zitat Aoki I (1982) A simulation study on the schooling mechanism in fish. Bull Japn Soc Sci Fish 48:1081–1088CrossRef Aoki I (1982) A simulation study on the schooling mechanism in fish. Bull Japn Soc Sci Fish 48:1081–1088CrossRef
Zurück zum Zitat Baldassarre, Nolfi S, Parisi D (2003) Evolving mobile robots able to display collective behaviors. Artif Life 9(3):255–267CrossRef Baldassarre, Nolfi S, Parisi D (2003) Evolving mobile robots able to display collective behaviors. Artif Life 9(3):255–267CrossRef
Zurück zum Zitat Ballerini M, Cabibbo N, Candelier R, Cavagna A, Cisbani E, Giardina I, Lecomte V, Parisi AOG, Procaccini A, Viale M, Zdravkovic V (2008) Interaction ruling animal collective behavior depends on topological rather than metric distance: evidence from a field study. Proc Natl Acad Sci India Sect A 105(4):1232–1237CrossRef Ballerini M, Cabibbo N, Candelier R, Cavagna A, Cisbani E, Giardina I, Lecomte V, Parisi AOG, Procaccini A, Viale M, Zdravkovic V (2008) Interaction ruling animal collective behavior depends on topological rather than metric distance: evidence from a field study. Proc Natl Acad Sci India Sect A 105(4):1232–1237CrossRef
Zurück zum Zitat Barnes L, Fields M, Valavanis K (2009) Swarm formation control utilizing elliptical surfaces and limiting functions. IEEE Trans Syst Man Cybern B Cybern Part B 39(6):1434–1445CrossRef Barnes L, Fields M, Valavanis K (2009) Swarm formation control utilizing elliptical surfaces and limiting functions. IEEE Trans Syst Man Cybern B Cybern Part B 39(6):1434–1445CrossRef
Zurück zum Zitat Bonani M, Longchamp V, Magnenat S, Rétornaz P, Burnier D, Roulet G, Vaussard F, Bleuler H, Mondada F (2010) The MarXbot, a miniature mobile robot opening new perspectives for the collective-robotic research. In: 2010 IEEE/RSJ international conference on intelligent robots and systems (IROS 2010), IEEE Press, Piscataway, pp 4187–4193 Bonani M, Longchamp V, Magnenat S, Rétornaz P, Burnier D, Roulet G, Vaussard F, Bleuler H, Mondada F (2010) The MarXbot, a miniature mobile robot opening new perspectives for the collective-robotic research. In: 2010 IEEE/RSJ international conference on intelligent robots and systems (IROS 2010), IEEE Press, Piscataway, pp 4187–4193
Zurück zum Zitat Brambilla M, Ferrante E, Birattari M, Dorigo M (2013) Swarm robotics: a review from the swarm engineering perspective. Swarm Intell 7(1):1–41CrossRef Brambilla M, Ferrante E, Birattari M, Dorigo M (2013) Swarm robotics: a review from the swarm engineering perspective. Swarm Intell 7(1):1–41CrossRef
Zurück zum Zitat Campo A, Nouyan S, Birattari M, Groß R, Dorigo M (2006) Negotiation of goal direction for cooperative transport. In: Dorigo M, Gambardella LM, Birattari M, Martinoli A, Poli R, Stützle T (eds) Ant colony optimization and swarm intelligence (ANTS) 2006. Lecture notes in computer science, vol 4150. Springer, Berlin, pp 191–202 Campo A, Nouyan S, Birattari M, Groß R, Dorigo M (2006) Negotiation of goal direction for cooperative transport. In: Dorigo M, Gambardella LM, Birattari M, Martinoli A, Poli R, Stützle T (eds) Ant colony optimization and swarm intelligence (ANTS) 2006. Lecture notes in computer science, vol 4150. Springer, Berlin, pp 191–202
Zurück zum Zitat Çelikkanat H, Şahin E (2010) Steering self-organized robot flocks through externally guided individuals. Neural Comput Appl 19(6):849–865CrossRef Çelikkanat H, Şahin E (2010) Steering self-organized robot flocks through externally guided individuals. Neural Comput Appl 19(6):849–865CrossRef
Zurück zum Zitat Couzin I, Krause J, James R, Ruxton G, Franks N (2002) Collective memory and spatial sorting in animal groups. J Theor Biol 218(1):1–11CrossRefMathSciNet Couzin I, Krause J, James R, Ruxton G, Franks N (2002) Collective memory and spatial sorting in animal groups. J Theor Biol 218(1):1–11CrossRefMathSciNet
Zurück zum Zitat Couzin ID, Krause J, Franks NR, Levin SA (2005) Effective leadership and decision-making in animal groups on the move. Nature 433:513–516CrossRef Couzin ID, Krause J, Franks NR, Levin SA (2005) Effective leadership and decision-making in animal groups on the move. Nature 433:513–516CrossRef
Zurück zum Zitat Diwold K, Schaerf T, Myerscough M, Middendorf M, Beekman M (2011) Deciding on the wing: in-flight decision making and search space sampling in the red dwarf honeybee Apis florea. Swarm Intell 5(2):121–141CrossRef Diwold K, Schaerf T, Myerscough M, Middendorf M, Beekman M (2011) Deciding on the wing: in-flight decision making and search space sampling in the red dwarf honeybee Apis florea. Swarm Intell 5(2):121–141CrossRef
Zurück zum Zitat Dorigo M, Floreano D, Gambardella LM, Mondada F, Nolfi S, Baaboura T, Birattari M, Bonani M, Brambilla M, Brutschy A, Burnier D, Campo A, Christensen A, Decugnière A, Di Caro G, Ducatelle F, Ferrante E, Förster A, Guzzi J, Longchamp V, Magnenat S, Martinez Gonzales J, Mathews N, Montes de Oca M, O’Grady R, Pinciroli C, Pini G, Rétornaz P, Roberts J, Sperati V, Stirling T, Stranieri A, Stützle T, Trianni V, Tuci E, Turgut AE, Vaussard F (2013) Swarmanoid a novel concept for the study of heterogeneous robotic swarms. IEEE Robot Autom Mag 20(4) Dorigo M, Floreano D, Gambardella LM, Mondada F, Nolfi S, Baaboura T, Birattari M, Bonani M, Brambilla M, Brutschy A, Burnier D, Campo A, Christensen A, Decugnière A, Di Caro G, Ducatelle F, Ferrante E, Förster A, Guzzi J, Longchamp V, Magnenat S, Martinez Gonzales J, Mathews N, Montes de Oca M, O’Grady R, Pinciroli C, Pini G, Rétornaz P, Roberts J, Sperati V, Stirling T, Stranieri A, Stützle T, Trianni V, Tuci E, Turgut AE, Vaussard F (2013) Swarmanoid a novel concept for the study of heterogeneous robotic swarms. IEEE Robot Autom Mag 20(4)
Zurück zum Zitat Ducatelle F, Di Caro G, Pinciroli C, Gambardella LM (2011) Self-organized cooperation between robotic swarms. Swarm Intell 5(2):73–96 Ducatelle F, Di Caro G, Pinciroli C, Gambardella LM (2011) Self-organized cooperation between robotic swarms. Swarm Intell 5(2):73–96
Zurück zum Zitat Ferrante E, Sun W, Turgut AE, Dorigo M, Birattari M, Wenseleers T (2012a) Self-organized flocking with conflicting goal directions. In: Blondel V, Carletti T, Carlon E, Wit AD, Gaspard P, Goldbeter A, Lambiotte R, Vanderzande C (eds) Proceedings of the 12th European conference on complex systems (ECCS 2012). Lecture notes in computer science. Springer, Berlin Ferrante E, Sun W, Turgut AE, Dorigo M, Birattari M, Wenseleers T (2012a) Self-organized flocking with conflicting goal directions. In: Blondel V, Carletti T, Carlon E, Wit AD, Gaspard P, Goldbeter A, Lambiotte R, Vanderzande C (eds) Proceedings of the 12th European conference on complex systems (ECCS 2012). Lecture notes in computer science. Springer, Berlin
Zurück zum Zitat Ferrante E, Turgut AE, Huepe C, Stranieri A, Pinciroli C, Dorigo M (2012b) Self-organized flocking with a mobile robot swarm: a novel motion control method. Adapt Behav 20(6):460–477CrossRef Ferrante E, Turgut AE, Huepe C, Stranieri A, Pinciroli C, Dorigo M (2012b) Self-organized flocking with a mobile robot swarm: a novel motion control method. Adapt Behav 20(6):460–477CrossRef
Zurück zum Zitat Ferrante E, Turgut AE, Mathews N, Birattari M, Dorigo M (2010) Flocking in stationary and non-stationary environments: A novel communication strategy for heading alignment. In: Schaefer R, Cotta C, Kołodziej J, Rudolph G (eds) Parallel Problem Solving from Nature—PPSN XI. Lecture notes in computer science, vol 6239. Springer, Berlin, pp 331–340 Ferrante E, Turgut AE, Mathews N, Birattari M, Dorigo M (2010) Flocking in stationary and non-stationary environments: A novel communication strategy for heading alignment. In: Schaefer R, Cotta C, Kołodziej J, Rudolph G (eds) Parallel Problem Solving from Nature—PPSN XI. Lecture notes in computer science, vol 6239. Springer, Berlin, pp 331–340
Zurück zum Zitat François G, Sophie B, Nicolas B, Gutierrez M (2006) Waves of agitation inside anchovy schools observed with multibeam sensor: a way to transmit information in response to predation. ICES J Mar Sci 63:1405–1417CrossRef François G, Sophie B, Nicolas B, Gutierrez M (2006) Waves of agitation inside anchovy schools observed with multibeam sensor: a way to transmit information in response to predation. ICES J Mar Sci 63:1405–1417CrossRef
Zurück zum Zitat Franks NR, Hooper JW, Gumn M, Bridger TH, Marshall JAR, Gross R,Dornhaus A (2007) Moving targets: collective decisions and flexible choices in house-hunting ants. Swarm Intell 10(2):81–94 Franks NR, Hooper JW, Gumn M, Bridger TH, Marshall JAR, Gross R,Dornhaus A (2007) Moving targets: collective decisions and flexible choices in house-hunting ants. Swarm Intell 10(2):81–94
Zurück zum Zitat Gautrais J, Ginelli F, Fournier R, Blanco S, Soria M, Chaté H, Theraulaz G (2012) Deciphering interactions in moving animal groups. PLoS Comput Biol 8(9):e1002678+ Gautrais J, Ginelli F, Fournier R, Blanco S, Soria M, Chaté H, Theraulaz G (2012) Deciphering interactions in moving animal groups. PLoS Comput Biol 8(9):e1002678+
Zurück zum Zitat Gökçe F, Şahin E (2010) The pros and cons of flocking in the long-range “migration” of mobile robot swarms. Theor Comput Sci 411(21):2140–2154CrossRefMATH Gökçe F, Şahin E (2010) The pros and cons of flocking in the long-range “migration” of mobile robot swarms. Theor Comput Sci 411(21):2140–2154CrossRefMATH
Zurück zum Zitat Hauert S, Winkler L, Zufferey JC, Floreano D (2008) Ant-based swarming with positionless micro air vehicles for communication relay. Swarm Intell 20(2–4):167–188CrossRef Hauert S, Winkler L, Zufferey JC, Floreano D (2008) Ant-based swarming with positionless micro air vehicles for communication relay. Swarm Intell 20(2–4):167–188CrossRef
Zurück zum Zitat Hayes A, Dormiani-Tabatabaei P (2002) Self-organized flocking with agent failure: off-line optimization and demonstration with real robots. In: Proceedings of the IEEE international conference on robotics and automation (ICRA), IEEE Press, Piscataway, pp 3900–3905 Hayes A, Dormiani-Tabatabaei P (2002) Self-organized flocking with agent failure: off-line optimization and demonstration with real robots. In: Proceedings of the IEEE international conference on robotics and automation (ICRA), IEEE Press, Piscataway, pp 3900–3905
Zurück zum Zitat Hettiarachchi S, Spears W (2009) Distributed adaptive swarm for obstacle avoidance. Int J Intell Comput Cybern 2(4):644–671CrossRefMATHMathSciNet Hettiarachchi S, Spears W (2009) Distributed adaptive swarm for obstacle avoidance. Int J Intell Comput Cybern 2(4):644–671CrossRefMATHMathSciNet
Zurück zum Zitat Holland O, Woods J, Nardi R, Clark A (2005) Beyond swarm intelligence: the ultraswarm. In: Proceedings of the IEEE swarm Intelligence symposium, IEEE Press, Piscataway, pp 217– 224 Holland O, Woods J, Nardi R, Clark A (2005) Beyond swarm intelligence: the ultraswarm. In: Proceedings of the IEEE swarm Intelligence symposium, IEEE Press, Piscataway, pp 217– 224
Zurück zum Zitat Katz Y, Tunstrøm K, Ioannou CC, Huepe C, Couzin ID (2011) Inferring the structure and dynamics of interactions in schooling fish. Proc Natl Acad Sci India Sect A 108(46):18720–18725CrossRef Katz Y, Tunstrøm K, Ioannou CC, Huepe C, Couzin ID (2011) Inferring the structure and dynamics of interactions in schooling fish. Proc Natl Acad Sci India Sect A 108(46):18720–18725CrossRef
Zurück zum Zitat Kelly I, Keating D (1996) Flocking by the fusion of sonar and active infrared sensors on physical autonomous robots. In: Proceedings of the third international conference on mechatronics and machine vision in practice (M2VIP), pp 14–17 Kelly I, Keating D (1996) Flocking by the fusion of sonar and active infrared sensors on physical autonomous robots. In: Proceedings of the third international conference on mechatronics and machine vision in practice (M2VIP), pp 14–17
Zurück zum Zitat Makinson JC, Oldroyd BP, Schaerf TM, Wattanachaiyingcharoen W, Beekman M (2011) Moving home: nest-site selection in the red dwarf honeybee (Apis florea). Behav Ecol Sociobiol 65(5):945–958CrossRef Makinson JC, Oldroyd BP, Schaerf TM, Wattanachaiyingcharoen W, Beekman M (2011) Moving home: nest-site selection in the red dwarf honeybee (Apis florea). Behav Ecol Sociobiol 65(5):945–958CrossRef
Zurück zum Zitat Matarić MJ (1994) Interaction and intelligent behavior. PhD thesis, MIT, Boston, MA Matarić MJ (1994) Interaction and intelligent behavior. PhD thesis, MIT, Boston, MA
Zurück zum Zitat Monteiro S, Bicho E (2010) Attractor dynamics approach to formation control: theory and application. Auton Robots 29(3–4):331–355CrossRef Monteiro S, Bicho E (2010) Attractor dynamics approach to formation control: theory and application. Auton Robots 29(3–4):331–355CrossRef
Zurück zum Zitat Montes de Oca MA, Ferrante E, Scheidler A, Pinciroli C, Birattari M, Dorigo M (2011) Majority-rule opinion dynamics with differential latency: a mechanism for self-organized collective decision-making. Swarm Intell 5(3–4):305–327CrossRef Montes de Oca MA, Ferrante E, Scheidler A, Pinciroli C, Birattari M, Dorigo M (2011) Majority-rule opinion dynamics with differential latency: a mechanism for self-organized collective decision-making. Swarm Intell 5(3–4):305–327CrossRef
Zurück zum Zitat Moshtagh N, Jadbabaie A, Daniilidis K (2006) Vision-based control laws for distributed flocking of nonholonomic agents. In: Proceedings of the IEEE international conference on robotics and automation, Orlando, FL, pp 2769–2774 Moshtagh N, Jadbabaie A, Daniilidis K (2006) Vision-based control laws for distributed flocking of nonholonomic agents. In: Proceedings of the IEEE international conference on robotics and automation, Orlando, FL, pp 2769–2774
Zurück zum Zitat Moslinger C, Schmickl T, Crailsheim K (2009) A minimalistic flocking algorithm for swarm robots. In: Kampis G, Karsai I, Szathmà àry E (eds) European conference of artificial life (ECAL), Springer, Berlin Moslinger C, Schmickl T, Crailsheim K (2009) A minimalistic flocking algorithm for swarm robots. In: Kampis G, Karsai I, Szathmà àry E (eds) European conference of artificial life (ECAL), Springer, Berlin
Zurück zum Zitat Nembrini J, Winfield AFT, Melhuish C (2002) Minimalist coherent swarming of wireless networked autonomous mobile robots. In: Hallam B, Floreano D (eds) From animals to animats, vol 7. MIT Press,Cambridge, MA, pp 273–382 Nembrini J, Winfield AFT, Melhuish C (2002) Minimalist coherent swarming of wireless networked autonomous mobile robots. In: Hallam B, Floreano D (eds) From animals to animats, vol 7. MIT Press,Cambridge, MA, pp 273–382
Zurück zum Zitat Pinciroli C, Trianni V, O’Grady R, Pini G, Brutschy A, Brambilla M, Mathews N, Ferrante E, Di Caro G, Ducatelle F, Birattari M, Gambardella LM, Dorigo M (2012) ARGoS: a modular, parallel, multi-engine simulator for multi-robot systems. Swarm Intell 6(4):271–295CrossRef Pinciroli C, Trianni V, O’Grady R, Pini G, Brutschy A, Brambilla M, Mathews N, Ferrante E, Di Caro G, Ducatelle F, Birattari M, Gambardella LM, Dorigo M (2012) ARGoS: a modular, parallel, multi-engine simulator for multi-robot systems. Swarm Intell 6(4):271–295CrossRef
Zurück zum Zitat Pini G, Brutschy A, Frison M, Roli A, Dorigo M, Birattari M (2011) Task partitioning in swarms of robots: an adaptive method for strategy selection. Swarm Intell 5(3–4):283–304CrossRef Pini G, Brutschy A, Frison M, Roli A, Dorigo M, Birattari M (2011) Task partitioning in swarms of robots: an adaptive method for strategy selection. Swarm Intell 5(3–4):283–304CrossRef
Zurück zum Zitat Press W, Teukolsky S, Vetterling W, Flannery B (1992) Numerical recipes in C, 2nd edn. Cambridge University Press, Cambridge Press W, Teukolsky S, Vetterling W, Flannery B (1992) Numerical recipes in C, 2nd edn. Cambridge University Press, Cambridge
Zurück zum Zitat Regmi A, Sandoval R, Byrne R, Tanner H, Abdallah C (2005) Experimental implementation of flocking algorithms in wheeled mobile robots. In: Jayasuriya S (ed) Proceedings of the American control conference, vol 7. IEEE Press, Piscataway, pp 4917– 4922 Regmi A, Sandoval R, Byrne R, Tanner H, Abdallah C (2005) Experimental implementation of flocking algorithms in wheeled mobile robots. In: Jayasuriya S (ed) Proceedings of the American control conference, vol 7. IEEE Press, Piscataway, pp 4917– 4922
Zurück zum Zitat Reynolds C (1987) Flocks, herds and schools: a distributed behavioral model. In: Stone MC (ed) SIGGRAPH ’87: Proceedings of the 14th annual conference on computer graphics and interactive techniques, ACM Press, New York, pp 25–34 Reynolds C (1987) Flocks, herds and schools: a distributed behavioral model. In: Stone MC (ed) SIGGRAPH ’87: Proceedings of the 14th annual conference on computer graphics and interactive techniques, ACM Press, New York, pp 25–34
Zurück zum Zitat Roberts J, Stirling T, Zufferey J, Floreano D (2009) 2.5d infrared range and bearing system for collective robotics. In: Papanikolopoulos N, Sugano S, Chiaverini S, Meng M (eds) IEEE/RSJ international conference on intelligent robots and systems, IEEE Press, Piscataway Roberts J, Stirling T, Zufferey J, Floreano D (2009) 2.5d infrared range and bearing system for collective robotics. In: Papanikolopoulos N, Sugano S, Chiaverini S, Meng M (eds) IEEE/RSJ international conference on intelligent robots and systems, IEEE Press, Piscataway
Zurück zum Zitat Simpson SJ, Sword GA, Lorch PD, Couzin ID (2006) Cannibal crickets on a forced march for protein and salt. Proc Natl Acad Sci USA 103(11):4152-4156CrossRef Simpson SJ, Sword GA, Lorch PD, Couzin ID (2006) Cannibal crickets on a forced march for protein and salt. Proc Natl Acad Sci USA 103(11):4152-4156CrossRef
Zurück zum Zitat Spears WM, Spears DF, Hamann JC, Heil R (2004) Distributed, physiscs-based control of swarms of vehicles. Auton Robots 17:137–162CrossRef Spears WM, Spears DF, Hamann JC, Heil R (2004) Distributed, physiscs-based control of swarms of vehicles. Auton Robots 17:137–162CrossRef
Zurück zum Zitat Sperati V, Trianni V, Nolfi S (2011) Self-organised path formation in a swarm of robots. Swarm Intell 5(2):97–119CrossRef Sperati V, Trianni V, Nolfi S (2011) Self-organised path formation in a swarm of robots. Swarm Intell 5(2):97–119CrossRef
Zurück zum Zitat Stranieri A, Ferrante E, Turgut A, Trianni V, Pinciroli C, Birattari M, Dorigo M (2011) Self-organized flocking with a heterogeneous mobile robot swarm. In: Lenaerts T, Giacobini M, Bersini H, Borgine P, Dorigo M, Doursat R (eds) Proceedings of ECAL 2001, MIT Press, Cambridge, MA, pp 789–796 Stranieri A, Ferrante E, Turgut A, Trianni V, Pinciroli C, Birattari M, Dorigo M (2011) Self-organized flocking with a heterogeneous mobile robot swarm. In: Lenaerts T, Giacobini M, Bersini H, Borgine P, Dorigo M, Doursat R (eds) Proceedings of ECAL 2001, MIT Press, Cambridge, MA, pp 789–796
Zurück zum Zitat Turgut AE, Çelikkanat H, Gökçe F, Şahin E (2008) Self-organized flocking in mobile robot swarms. Swarm Intell 2(2):97–120 Turgut AE, Çelikkanat H, Gökçe F, Şahin E (2008) Self-organized flocking in mobile robot swarms. Swarm Intell 2(2):97–120
Zurück zum Zitat Vicsek T, Czirok A, Ben-Jacob E, Cohen I, Shochet O (1995) Novel type of phase transition in a system of self-driven particles. Phys Rev Lett 75(6):1226–1229 Vicsek T, Czirok A, Ben-Jacob E, Cohen I, Shochet O (1995) Novel type of phase transition in a system of self-driven particles. Phys Rev Lett 75(6):1226–1229
Zurück zum Zitat Yu C, Werfel J, Nagpal R (2010) Collective decision-making in multi-agent systems by implicit leadership. In: van der Hoek, Kaminka, Lesprance, Luck, Sen (eds) Proceedings of 9th internatial conference on autonomous agents and multiagent systems (AAMAS2010), International Foundation for Autonomous Agents and Multiagent Systems, Toronto, Canada Yu C, Werfel J, Nagpal R (2010) Collective decision-making in multi-agent systems by implicit leadership. In: van der Hoek, Kaminka, Lesprance, Luck, Sen (eds) Proceedings of 9th internatial conference on autonomous agents and multiagent systems (AAMAS2010), International Foundation for Autonomous Agents and Multiagent Systems, Toronto, Canada
Metadaten
Titel
A self-adaptive communication strategy for flocking in stationary and non-stationary environments
verfasst von
Eliseo Ferrante
Ali Emre Turgut
Alessandro Stranieri
Carlo Pinciroli
Mauro Birattari
Marco Dorigo
Publikationsdatum
01.06.2014
Verlag
Springer Netherlands
Erschienen in
Natural Computing / Ausgabe 2/2014
Print ISSN: 1567-7818
Elektronische ISSN: 1572-9796
DOI
https://doi.org/10.1007/s11047-013-9390-9

Weitere Artikel der Ausgabe 2/2014

Natural Computing 2/2014 Zur Ausgabe

EditorialNotes

Preface

Premium Partner