Cooperative mobile robotics: antecedents and directions

There has been increased research interest in systems composed of multiple autonomous mobile robots exhibiting collective behavior. Groups of mobile robots are constructed, with an aim to studying such issues as group architecture, resource conflict, origin of cooperation, learning, and geometric problems. As yet, few applications of collective robotics have been reported, and supporting theory is still in its formative stages. In this paper, the authors give a critical survey of existing works and discuss open problems in this field, emphasizing the various theoretical issues that arise in the study of cooperative robotics. The authors describe the intellectual heritages that have guided early research, as well as possible additions to the set of existing motivations.

[1]  Akihiro Matsumoto,et al.  Communication and Cooperation in an Autonomous and Decentralized Robot System , 1991 .

[2]  O. Egecioglu,et al.  The one dimensional random pairing problem in a cellular robotic system , 1988, Proceedings IEEE International Symposium on Intelligent Control 1988.

[3]  Richard S. Sutton,et al.  Learning and Sequential Decision Making , 1989 .

[4]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[5]  Toshio Fukuda,et al.  Construction mechanism of group behavior with cooperation , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[6]  Maja J. Mataric,et al.  Minimizing complexity in controlling a mobile robot population , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.

[7]  K. Eric Drexler,et al.  Nanosystems - molecular machinery, manufacturing, and computation , 1992 .

[8]  Jing Wang,et al.  Operating primitives supporting traffic regulation and control of mobile robots under distributed robotic systems , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[9]  Mark Yim,et al.  Indoor automation with many mobile robots , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[10]  Ming Tan,et al.  Multi-Agent Reinforcement Learning: Independent versus Cooperative Agents , 1997, ICML.

[11]  Michael G. Dyer,et al.  Evolution of herding behavior in artificial animals , 1993 .

[12]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[13]  Toshio Fukuda,et al.  Knowledge acquisition and distributed decision making , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[14]  Hajime Asama,et al.  Collision avoidance among multiple mobile robots based on rules and communication , 1991, Proceedings IROS '91:IEEE/RSJ International Workshop on Intelligent Robots and Systems '91.

[15]  Masafumi Hashimoto,et al.  Dynamic control approach for motion coordination of multiple wheeled mobile robots transporting a single object , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[16]  Hajime Asama Distributed Autonomous Robotic System Configurated with Multiple Agents and Its Cooperative Behaviors , 1992, J. Robotics Mechatronics.

[17]  Carl Hewitt Toward an Open Systems Architecture , 1989, IFIP Congress.

[18]  Tomasz Imielinski,et al.  Structuring distributed algorithms for mobile hosts , 1994, 14th International Conference on Distributed Computing Systems.

[19]  Rodney A. Brooks,et al.  Lunar base construction robots , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[20]  Qin Chen,et al.  Distributed motion coordination of multiple robots , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[21]  I. Endo,et al.  Negotiation between multiple mobile robots and an environment manager , 1991, Fifth International Conference on Advanced Robotics 'Robots in Unstructured Environments.

[22]  Maja J. Mataric Distributed approaches to behavior control , 1992, Other Conferences.

[23]  Toshio Fukuda,et al.  Micro autonomous robotic system and biologically inspired immune swarm strategy as a multi agent robotic system , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[24]  Allan Collins,et al.  Assessment and technology , 1993, CACM.

[25]  Jing Wang,et al.  DRS operating primitives based on distributed mutual exclusion , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[26]  Baruch Awerbuch,et al.  Concurrent online tracking of mobile users , 1991, SIGCOMM 1991.

[27]  Craig W. Reynolds An evolved, vision-based behavioral model of coordinated group motion , 1993 .

[28]  Vladimir J. Lumelsky,et al.  Moving multiple tethered robots between arbitrary configurations , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[29]  G. Beni,et al.  Pattern generation in cellular robotic systems , 1988, Proceedings IEEE International Symposium on Intelligent Control 1988.

[30]  Fabrice R. Noreils Adding a man-machine interface to an architecture for mobile robots , 1991, Proceedings IROS '91:IEEE/RSJ International Workshop on Intelligent Robots and Systems '91.

[31]  J. Ota,et al.  Transferring and regrasping a large object by cooperation of multiple mobile robots , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[32]  Shin'ichi Yuta,et al.  Coordinating Autonomous And Centralized Decision Making To Achieve Cooperative Behaviors Between Multiple Mobile Robots , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[33]  Jeffrey S. Rosenschein,et al.  Synchronization of Multi-Agent Plans , 1982, AAAI.

[34]  Fabrice R. Noreils Integrating multirobot coordination in a mobile-robot control system , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[35]  Susan Hackwood,et al.  Self-organization of sensors for swarm intelligence , 1992, Proceedings 1992 IEEE International Conference on Robotics and Automation.

[36]  Jing Wang,et al.  Theoretical problems for the realization of distributed robotic systems , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[37]  Hajime Asama,et al.  An infra-red sensory system with local communication for cooperative multiple mobile robots , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[38]  Olivier Causse,et al.  Management of a multi-robot system in a public environment , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[39]  Jun'ichi Takeno,et al.  Coordinating Mobile Robots By Applying Traffic Rules , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[40]  Tamio Arai,et al.  Distributed and autonomous control method for generating shape of multiple mobile robot group , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[41]  Maja J. Matarić,et al.  Kin Recognition, Similarity, and Group Behavior , 1993 .

[42]  Bruce Randall Donald,et al.  Analyzing teams of cooperating mobile robots , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[43]  G. Beni,et al.  The concept of cellular robotic system , 1988, Proceedings IEEE International Symposium on Intelligent Control 1988.

[44]  Ronald C. Arkin,et al.  Dimensions of communication and social organization in multi-agent robotic systems , 1993 .

[45]  Dit-Yan Yeung,et al.  A decentralized approach to the motion planning problem for multiple mobile robots , 1987, Proceedings. 1987 IEEE International Conference on Robotics and Automation.

[46]  Lynne E. Parker The effect of action recognition and robot awareness in cooperative robotic teams , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[47]  Andrew B. Kahng,et al.  Distributed sensing and probing with multiple search agents: toward system-level landmine detection solutions , 1995, Defense, Security, and Sensing.

[48]  Rachid Alami,et al.  Multi-robot cooperation through incremental plan-merging , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[49]  Claus Ronald. Kube,et al.  Collective robotic intelligence , 1992 .

[50]  David D. Grossman Traffic control of multiple robot vehicles , 1988, IEEE J. Robotics Autom..

[51]  F. Hara,et al.  A kinematic analysis of locomotive cooperation for two mobile robots along a general wavy road , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[52]  Prof. Dr. Kikuo Fujimura Motion Planning in Dynamic Environments , 1991, Computer Science Workbench.

[53]  Arvin Agah,et al.  Autonomous mobile robot teams , 1994 .

[54]  Eiichi Yoshida,et al.  Cooperating grasping of a large object by multiple mobile robots , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[55]  Susan Hackwood,et al.  Self-organizing sensors by deterministic annealing , 1991, Proceedings IROS '91:IEEE/RSJ International Workshop on Intelligent Robots and Systems '91.

[56]  Alan H. Bond,et al.  Readings in Distributed Artificial Intelligence , 1988 .

[57]  Ping Liang,et al.  Robotic morphogenesis , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[58]  Tim Lüth,et al.  Task description, decomposition, and allocation in a distributed autonomous multi-agent robot system , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[59]  E. Wilson The Insect Societies , 1974 .

[60]  K. Yokota,et al.  A human interface system for the multi-agent robotic system , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[61]  Eiichi Yoshida,et al.  A design method of local communication area in multiple mobile robot system , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[62]  Ryo Kurazume,et al.  Cooperative positioning with multiple robots , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[63]  Fabrice R. Noreils,et al.  Coordinated Protocols: An Approach To Formalize Coordination Between Mobile Robots , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[64]  Jeffrey S. Rosenschein,et al.  Deals Among Rational Agents , 1985, IJCAI.

[65]  Shimon Y. Nof,et al.  Concise International Encyclopedia of Robotics: Applications and Automation , 1990 .

[66]  Craig W. Reynolds Competition, Coevolution and the Game of Tag , 1994 .

[67]  Kai Jin,et al.  Stability of synchronized distributed control of discrete swarm structures , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[68]  Chisato Numaoka,et al.  Collective alteration of strategic types with delayed global information , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[69]  Eiichi Yoshida,et al.  A design method of local communication range in multiple mobile robot system , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[70]  Michael P. Georgeff,et al.  Communication and interaction in multi-agent planning , 1983, AAAI 1983.

[71]  Masaru Ishii,et al.  Cooperation by observation: the framework and basic task patterns , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[72]  Stefan Schirra,et al.  Approximate Decision Algorithms for Point Set Congruence , 1994, Comput. Geom..

[73]  Guy Theraulaz,et al.  Swarm made architectures , 1992 .

[74]  Susan Hackwood,et al.  The engineering of cellular robotic systems , 1988, Proceedings IEEE International Symposium on Intelligent Control 1988.

[75]  Leonard Kleinrock,et al.  Nomadic computing—an opportunity , 1995, CCRV.

[76]  Yeh-Ching Tung,et al.  Distributed control using finite state automata , 1994 .

[77]  Toshio Fukuda,et al.  Analysis and evaluation of cellular robotics (CEBOT) as a distributed intelligent system by communication information amount , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[78]  David C. Brogan,et al.  Robot Herds: Group Behaviors for Systems with Significant Dynamics , 1994 .

[79]  Fabrice R. Noreils,et al.  Multi-Robot Coordination For Battlefield Strategies , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[80]  KleinrockLeonard Nomadic computingan opportunity , 1995 .

[81]  Jing Wang Fully distributed traffic control strategies for many-AGV systems , 1991, Proceedings IROS '91:IEEE/RSJ International Workshop on Intelligent Robots and Systems '91.

[82]  Jing Wang,et al.  A wireless media access protocol (CSMA/CD-W) for mobile robot based distributed robotic systems , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[83]  Eiichi Yoshida,et al.  Effect of grouping in local communication system of multiple mobile robots , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[84]  G. Beni,et al.  Stationary waves in cyclic swarms , 1992, Proceedings of the 1992 IEEE International Symposium on Intelligent Control.

[85]  Claude Le Pape A combination of centralized and distributed methods for multi-agent planning and scheduling , 1990, ICRA.

[86]  Hong Zhang,et al.  Collective robot intelligence , 1993 .

[87]  Holly A. Yanco,et al.  An adaptive communication protocol for cooperating mobile robots , 1993 .

[88]  Fabrice R. Noreils,et al.  Toward a Robot Architecture Integrating Cooperation between Mobile Robots: Application to Indoor Environment , 1993, Int. J. Robotics Res..

[89]  Jacques Ferber,et al.  From Tom Thumb to the Dockers: some experiments with foraging robots , 1993 .

[90]  Jean-Claude Latombe,et al.  Robot motion planning , 1970, The Kluwer international series in engineering and computer science.

[91]  Keith L. Doty,et al.  Swarm robot materials handling paradigm for a manufacturing workcell , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[92]  Fumihito Arai,et al.  Distributed Sensing, Control and Planning - Cellular Robotics Approach - , 1993, Robotics, Mechatronics and Manufacturing Systems.

[93]  Jing Wang,et al.  Distributed traffic regulation and control for multiple autonomous mobile robots operating in discrete space , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[94]  Jing Wang,et al.  Distributed computing problems in cellular robotic systems , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[95]  Bruce Randall Donald,et al.  Information invariants in robotics. II. Sensors and computation , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[96]  Michael P. Georgeff,et al.  A Theory of Action for MultiAgent Planning , 1984, AAAI.

[97]  Steven D. Whitehead,et al.  A Complexity Analysis of Cooperative Mechanisms in Reinforcement Learning , 1991, AAAI.

[98]  Toshio Fukuda,et al.  A relation between resource amount and system performance of the cellular robotic system (CEBOT) , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[99]  Michael R. M. Jenkin,et al.  A taxonomy for swarm robots , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[100]  Hiroshi Sugie,et al.  Placing objects with multiple mobile robots-mutual help using intention inference , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[101]  Shin'ichi Yuta,et al.  Consideration on the cooperation of multiple autonomous mobile robots , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[102]  Paolo Dario,et al.  Self Organizing Behavior And Swarm Intelligence In A Pack Of Mobile Miniature Robots In Search Of Pollutants , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[103]  Jing Wang On sign-board based inter-robot communication in distributed robotic systems , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[104]  Jeffrey S. Rosenschein,et al.  Cooperation without Communication , 1986, AAAI.

[105]  Sandip Sen,et al.  Learning to Coordinate without Sharing Information , 1994, AAAI.

[106]  Mark Weiser,et al.  Some computer science issues in ubiquitous computing , 1993, CACM.

[107]  Hong Zhang,et al.  Controlling collective tasks with an ALN , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[108]  Maja J. Matarić,et al.  Designing emergent behaviors: from local interactions to collective intelligence , 1993 .

[109]  M. Mehregany,et al.  Integrated fabrication of polysilicon mechanisms , 1988 .

[110]  Hobart R. Everett,et al.  Coordinated control of multiple security robots , 1994, Other Conferences.

[111]  Hajime Asama,et al.  Functional distribution among multiple mobile robots in an autonomous and decentralized robot system , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[112]  Hajime Asama,et al.  Functional complement by cooperation of multiple autonomous robots , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[113]  Jeffrey S. Rosenschein,et al.  A game theoretic approach to distributed artificial intelligence and the pursuit problem (abstract) , 1992, SIGO.

[114]  Michael R. M. Jenkin,et al.  Experiments in sensing and communication for robot convoy navigation , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[115]  Bruce Randall Donald,et al.  Moving furniture with teams of autonomous robots , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[116]  Ichiro Suzuki,et al.  Distributed motion coordination of multiple mobile robots , 1990, Proceedings. 5th IEEE International Symposium on Intelligent Control 1990.

[117]  Hong Zhang,et al.  Collective Robotics: From Social Insects to Robots , 1993, Adapt. Behav..

[118]  Jane Yung-jen Hsu,et al.  Cooperation and deadlock-handling for an object-sorting task in a multi-agent robotic system , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[119]  Leonard Kleinrock,et al.  Distributed control methods , 1993, [1993] Proceedings The 2nd International Symposium on High Performance Distributed Computing.

[120]  Toshio Fukuda,et al.  Self-organization of cellular robots using random walk with simple rules , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[121]  Rodney A. Brooks,et al.  Intelligence Without Reason , 1991, IJCAI.

[122]  Eiji Nakano,et al.  Cooperating multiple behavior-based robots for object manipulation , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[123]  Tucker R. Balch,et al.  Communication of behavorial state in multi-agent retrieval tasks , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[124]  Jing Wang,et al.  Resource sharing in distributed robotic systems based on a wireless medium access protocol (CSMA/CD-W) , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[125]  Alan Garfinkel,et al.  Self-organizing systems : the emergence of order , 1987 .

[126]  Ronald C. Arkin,et al.  Integration of reactive and telerobotic control in multi-agent robotic systems , 1994 .

[127]  Reid G. Smith,et al.  The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver , 1980, IEEE Transactions on Computers.

[128]  Ruzena Bajcsy,et al.  Cooperative material handling by human and robotic agents: module development and system synthesis , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[129]  James S. Albus A Control Architecture for Cooperative Intelligent Robots , 1993 .

[130]  Giulio Sandini,et al.  Instinctive behaviors and personalities in societies of cellular robots , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[131]  Ronald C. Arkin,et al.  Cooperation without communication: Multiagent schema-based robot navigation , 1992, J. Field Robotics.

[132]  Grégoire Nicolis,et al.  Self-Organization in nonequilibrium systems , 1977 .

[133]  Jean-Louis Deneubourg,et al.  The dynamics of collective sorting robot-like ants and ant-like robots , 1991 .

[134]  Hajime Asama,et al.  Synchronized motion by multiple mobile robots using communication , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[135]  Hong Zhang,et al.  Stagnation recovery behaviours for collective robotics , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[136]  Minoru Asada,et al.  Coordination of multiple behaviors acquired by a vision-based reinforcement learning , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[137]  Toshio Fukuda,et al.  A Dynamically Reconfigurable Robotic System (Concept Of A System And Optimal Configurations) , 1987, Other Conferences.

[138]  Hajime Asama,et al.  Design Of An Autonomous And Distributed Robot System: Actress , 1989, Proceedings. IEEE/RSJ International Workshop on Intelligent Robots and Systems '. (IROS '89) 'The Autonomous Mobile Robots and Its Applications.

[139]  Hajime Asama,et al.  Collaborative team organization using communication in a decentralized robotic system , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[140]  Toshio Fukuda,et al.  Communication reduction with risk estimate for multiple robotic system , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[141]  Douglas W. Gage,et al.  How to communicate with zillions of robots , 1994, Other Conferences.

[142]  Fumihito Arai,et al.  Communication Architecture for Cellular Robotic System , 1993 .

[143]  Moshe Tennenholtz,et al.  On the Synthesis of Useful Social Laws for Artificial Agent Societies (Preliminary Report) , 1992, AAAI.

[144]  Jean-Louis Deneubourg,et al.  Harvesting by a group of robots , 1992 .

[145]  Martin Nilsson,et al.  Cooperative multi-robot box-pushing , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[146]  Shugen Ma,et al.  Multi-agent supporting systems (MASS): control with centralized estimator of disturbance , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[147]  Lynne E. Parker Designing control laws for cooperative agent teams , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[148]  Lynne E. Parker,et al.  Adaptive action selection for cooperative agent teams , 1993 .

[149]  Bruce Randall Donald Information invariants in robotics. I. State, communication, and side-effects , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[150]  Maja J. Mataric,et al.  Reward Functions for Accelerated Learning , 1994, ICML.

[151]  Dave Cliff,et al.  Protean behavior in dynamic games: arguments for the co-evolution of pursuit-evasion tactics , 1994 .

[152]  Fumihito Arai,et al.  Hierarchical control architecture for Cellular Robotic System-simulations and experiments , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[153]  Carl Hewitt,et al.  A Universal Modular ACTOR Formalism for Artificial Intelligence , 1973, IJCAI.

[154]  Eiichi Yoshida,et al.  Information diffusion by local communication of multiple mobile robots , 1993, Proceedings of IEEE Systems Man and Cybernetics Conference - SMC.

[155]  Lynne E. Parker,et al.  ALLIANCE: an architecture for fault tolerant, cooperative control of heterogeneous mobile robots , 1994 .

[156]  Leslie Pack Kaelbling,et al.  Learning in embedded systems , 1993 .

[157]  Hajime Asama,et al.  Communication in the autonomous and decentralized robot system ACTRESS , 1990, EEE International Workshop on Intelligent Robots and Systems, Towards a New Frontier of Applications.

[158]  D. P. Barnes,et al.  Behaviour synthesis for co-operant mobile robot control , 1991 .

[159]  John S. Bay,et al.  Toward the development of a material transport system using swarms of ant-like robots , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[160]  Jukka Riekki,et al.  Vision-based behaviors for multi-robot cooperation , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[161]  Craig W. Reynolds Flocks, herds, and schools: a distributed behavioral model , 1987, SIGGRAPH.

[162]  Michael L. Littman,et al.  Markov Games as a Framework for Multi-Agent Reinforcement Learning , 1994, ICML.

[163]  George A. Bekey,et al.  The Behavioral Self-organization Of Nanorobots Using Local Rules , 1992, Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.

[164]  Carl Hewitt,et al.  Viewing Control Structures as Patterns of Passing Messages , 1977, Artif. Intell..

[165]  Rodney A. Brooks,et al.  A Robust Layered Control Syste For A Mobile Robot , 2022 .

[166]  Kurt VanLehn,et al.  Architectures for Intelligence: The 22nd Carnegie Mellon Symposium on Cognition , 1993 .

[167]  Kikuo Fujimura,et al.  Map making by cooperating mobile robots , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[168]  D. E. Goldberg,et al.  Genetic Algorithms in Search , 1989 .

[169]  Yoshio Kawauchi,et al.  A principle of distributed decision making of Cellular Robotic System (CEBOT) , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[170]  Jeffrey S. Rosenschein,et al.  Rules of Encounter - Designing Conventions for Automated Negotiation among Computers , 1994 .

[171]  Maja J. Mataric,et al.  Interaction and intelligent behavior , 1994 .

[172]  Lynne E. Parker,et al.  Heterogeneous multi-robot cooperation , 1994 .

[173]  J. Y. S. Luh,et al.  Coordination and control of a group of small mobile robots , 1994, Proceedings of the 1994 IEEE International Conference on Robotics and Automation.

[174]  Jonathan H. Connell Creature Design with the Subsumption Architecture , 1987, IJCAI.

[175]  Eiichi Yoshida,et al.  An algorithm of dividing a work area to multiple mobile robots , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[176]  M. Rude,et al.  Cooperation of mobile robots by event transforms into local space-time , 1994, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94).

[177]  Rachid Alami,et al.  Ten autonomous mobile robots (and even more) in a route network like environment , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[178]  Donald O. Walter,et al.  Self-Organizing Systems , 1987, Life Science Monographs.

[179]  Fumio Hara,et al.  Cooperative route-searching behavior of multi-robot system using hello-call communication , 1993, Proceedings of 1993 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS '93).

[180]  Luc Steels,et al.  A case study in the behavior-oriented design of autonomous agents , 1994 .