A distributed approach to the control of multi-robot systems using XP colonies

被引:8
作者
Florea, Andrei George [1 ]
Buiu, Catalin [1 ]
机构
[1] Univ Politehn Bucuresti, Dept Automat Control & Syst Engn, Splaiul Independentei 313,Sect 6, RO-060042 Bucharest, Romania
关键词
Multi-robot systems; distributed control; P systems; XP colonies; P swarm; Kilobot; MEMBRANE CONTROLLERS; ROBOT; KILOBOT;
D O I
10.3233/ICA-170554
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes and demonstrates the viability of a novel approach to control multi-robot systems. This approach is based on computing with membranes (P systems) that is a branch of molecular computing inspired by the structure and function of biological cells. There are many variants to the original P system model that have been introduced and theoretically studied over the last two decades. Most of them were proved to be computationally universal. Many applications for P systems have been proposed including the recent use of numerical P systems to control a single robot. This paper makes several contributions to the area of P systems applied to robot control. First, it approaches the problem of controlling multi-robot systems containing dozens of robots with very limited capabilities. Second, it proposes the use of a symbolic approach based on XP colonies. Third, this paper presents a detailed comparison of the proposed solution to a standard one based on finite state machines, which highlights the advantages and disadvantages of the proposed solution. Finally, in addition to using physically realistic simulations, this paper demonstrates the feasibility of the proposed approach on real robots. The source code is available from an online repository, which makes all the experiments fully reproducible. Online demonstration videos illustrate all of the experiments.
引用
收藏
页码:15 / 29
页数:15
相关论文
共 56 条
[1]   Plant-Computer Interaction, Beauty and Dissemination [J].
Aspling, Fredrik ;
Wang, Jinyi ;
Juhlin, Oskar .
PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON ANIMAL-COMPUTER INTERACTION, ACI 2016, 2016,
[2]  
Bouffanais R., 2016, DESIGN CONTROL SWARM, DOI [10.1007/978-981-287-751-2, DOI 10.1007/978-981-287-751-2]
[3]   A ROBUST LAYERED CONTROL-SYSTEM FOR A MOBILE ROBOT [J].
BROOKS, RA .
IEEE JOURNAL OF ROBOTICS AND AUTOMATION, 1986, 2 (01) :14-23
[4]   Development of membrane controllers for mobile robots [J].
Buiu, Catalin ;
Vasile, Cristian ;
Arsene, Octavian .
INFORMATION SCIENCES, 2012, 187 :33-51
[5]  
Caglioti V, 2006, DIS 2006: IEEE WORKSHOP ON DISTRIBUTED INTELLIGENT SYSTEMS: COLLECTIVE INTELLIGENCE AND ITS APPLICATIONS, PROCEEDINGS, P25
[6]   Cooperative mobile robotics: Antecedents and directions [J].
Cao, YU ;
Fukunaga, AS ;
Kahng, AB .
AUTONOMOUS ROBOTS, 1997, 4 (01) :7-27
[7]   The Abilities of P Colony Based Models in Robot Control [J].
Cienciala, Ludek ;
Ciencialova, Lucie ;
Langer, Miroslav ;
Perdek, Michal .
MEMBRANE COMPUTING (CMC 2014), 2014, 8961 :179-193
[8]  
Dash NP, 2011, PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE ON SYSTEMS (ICONS 2011), P19
[9]   Cooperative navigation in robotic swarms [J].
Ducatelle, Frederick ;
Di Caro, Gianni A. ;
Foerster, Alexander ;
Bonani, Michael ;
Dorigo, Marco ;
Magnenat, Stephane ;
Mondada, Francesco ;
O'Grady, Rehan ;
Pinciroli, Carlo ;
Retornaz, Philippe ;
Trianni, Vito ;
Gambardella, Luca M. .
SWARM INTELLIGENCE, 2014, 8 (01) :1-33
[10]  
Dudek G, 1996, TAXONOMY MULTIAGENT, P3, DOI [10.1007/BF, DOI 10.1007/BF]