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3. Coordination of Self-organising Systems

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Abstract

In this chapter a novel approach to coordination in self-organising systems is described, which rethinks the basis of chemically inspired coordination, from both the engineering standpoint of coordination laws and primitives design, and from the scientific standpoint of relative linguistic expressiveness. Accordingly, first of all state of art literature regarding nature-inspired coordination is reviewed (Sects. 3.1 and 3.2), then the well-known local versus global issue in self-organising systems is dealt with by engineering coordination laws as artificial chemical reactions with custom kinetic rates (Sect. 3.3). After this, the impact of uniform coordination primitives on self-organising systems is discussed, experiments on their applicability are reported, and their formal semantics is defined (Sect. 3.4).

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Footnotes
1
Actually, the BTS model is an hybrid CTMC/DTMC model, since instantaneous transitions are allowed; please, refer to [49] for a thorough explanation.
 
2
FP7-ICT-2009.8.5: Self-awareness in Autonomic Systems.
 
3
Except repulsion/attraction, that has been left out since it can be engineered on top of diffusion.
 
5
How the destination compartment is chosen is not relevant here.
 
Literature
2.
go back to reference Beal, J., Bachrach, J.: Infrastructure for engineered emergence on sensor/actuator networks. Int. Syst. IEEE 21(2), 10–19 (2006)CrossRef Beal, J., Bachrach, J.: Infrastructure for engineered emergence on sensor/actuator networks. Int. Syst. IEEE 21(2), 10–19 (2006)CrossRef
6.
go back to reference Busi, N., Gorrieri, R., Zavattaro, G.: On the expressiveness of linda coordination primitives. Inf. Comput. 156(1), 90–121 (2000)MathSciNetCrossRefMATH Busi, N., Gorrieri, R., Zavattaro, G.: On the expressiveness of linda coordination primitives. Inf. Comput. 156(1), 90–121 (2000)MathSciNetCrossRefMATH
9.
go back to reference Casadei, M., Viroli, M.: Toward approximate stochastic model checking of computational fields for pervasive computing systems. In: Pitt, J. (ed.) Self-Adaptive and Self-Organizing Systems Workshops (SASOW), pp. 199–204. IEEE CS (2013). doi:10.1109/SASOW.2012.42. 2012 IEEE Sixth International Conference (SASOW 2012), Lyon, France, 10-14 Sep. 2012. Proceedings Casadei, M., Viroli, M.: Toward approximate stochastic model checking of computational fields for pervasive computing systems. In: Pitt, J. (ed.) Self-Adaptive and Self-Organizing Systems Workshops (SASOW), pp. 199–204. IEEE CS (2013). doi:10.​1109/​SASOW.​2012.​42. 2012 IEEE Sixth International Conference (SASOW 2012), Lyon, France, 10-14 Sep. 2012. Proceedings
11.
go back to reference Ciocchetta, F., Hillston, J.: Bio-PEPA: A framework for the modelling and analysis of biological systems. Theor. Comput. Sci. 410(33–34), 3065–3084 (2009). doi:10.1016/j.tcs.2009.02.037. Concurrent Systems Biology: To Nadia Busi (1968–2007) Ciocchetta, F., Hillston, J.: Bio-PEPA: A framework for the modelling and analysis of biological systems. Theor. Comput. Sci. 410(33–34), 3065–3084 (2009). doi:10.​1016/​j.​tcs.​2009.​02.​037. Concurrent Systems Biology: To Nadia Busi (1968–2007)
13.
go back to reference De Wolf, T., Holvoet, T.: Design patterns for decentralised coordination in self-organising emergent systems. In: Engineering Self-organising Systems, pp. 28–49. Springer (2007) De Wolf, T., Holvoet, T.: Design patterns for decentralised coordination in self-organising emergent systems. In: Engineering Self-organising Systems, pp. 28–49. Springer (2007)
14.
go back to reference Denti, E., Natali, A., Omicini, A.: Programmable coordination media. In: Garlan, D., Le Métayer, D. (eds.) Coordination Languages and Models, LNCS, vol. 1282, pp. 274–288. Springer (1997). doi:10.1007/3-540-63383-9 Denti, E., Natali, A., Omicini, A.: Programmable coordination media. In: Garlan, D., Le Métayer, D. (eds.) Coordination Languages and Models, LNCS, vol. 1282, pp. 274–288. Springer (1997). doi:10.​1007/​3-540-63383-9
15.
go back to reference Denti, E., Natali, A., Omicini, A.: On the expressive power of a language for programming coordination media. In: 1998 ACM Symposium on Applied Computing (SAC’98), pp. 169–177. ACM, Atlanta, GA, USA (1998) Denti, E., Natali, A., Omicini, A.: On the expressive power of a language for programming coordination media. In: 1998 ACM Symposium on Applied Computing (SAC’98), pp. 169–177. ACM, Atlanta, GA, USA (1998)
16.
go back to reference Di Pierro, A., Hankin, C., Wiklicky, H.: Probabilistic KLAIM. In: De Nicola, R., Ferrari, G.L., Meredith, G. (eds.) Coordination Models and Languages, LNCS, vol. 2949, pp. 119–134. Springer Berlin/Heidelberg (2004). doi:10.1007/978-3-540-24634-3 Di Pierro, A., Hankin, C., Wiklicky, H.: Probabilistic KLAIM. In: De Nicola, R., Ferrari, G.L., Meredith, G. (eds.) Coordination Models and Languages, LNCS, vol. 2949, pp. 119–134. Springer Berlin/Heidelberg (2004). doi:10.​1007/​978-3-540-24634-3
17.
go back to reference Di Pierro, A., Hankin, C., Wiklicky, H.: Probabilistic Linda-based coordination languages. In: de Boer, F.S., Bonsangue, M.M., Graf, S., de Roever, W.P. (eds.) 3rd International Conference on Formal Methods for Components and Objects (FMCO’04), LNCS, vol. 3657, pp. 120–140. Springer, Berlin, Heidelberg (2005). doi:10.1007/11561163 Di Pierro, A., Hankin, C., Wiklicky, H.: Probabilistic Linda-based coordination languages. In: de Boer, F.S., Bonsangue, M.M., Graf, S., de Roever, W.P. (eds.) 3rd International Conference on Formal Methods for Components and Objects (FMCO’04), LNCS, vol. 3657, pp. 120–140. Springer, Berlin, Heidelberg (2005). doi:10.​1007/​11561163
18.
go back to reference Dorigo, M., Birattari, M.: Ant colony optimization. In: Sammut, C., Webb, G. (eds.) Encyclopedia of Machine Learning, pp. 36–39. Springer US (2010). doi:10.1007/978-0-387-30164-8 Dorigo, M., Birattari, M.: Ant colony optimization. In: Sammut, C., Webb, G. (eds.) Encyclopedia of Machine Learning, pp. 36–39. Springer US (2010). doi:10.​1007/​978-0-387-30164-8
19.
go back to reference Fernandez-Marquez, J.L., Di Marzo Serugendo, G., Arcos, J.L.: Infrastructureless spatial storage algorithms. ACM Trans. Auton. Adapt. Syst. (TAAS) 6(2), 15 (2011) Fernandez-Marquez, J.L., Di Marzo Serugendo, G., Arcos, J.L.: Infrastructureless spatial storage algorithms. ACM Trans. Auton. Adapt. Syst. (TAAS) 6(2), 15 (2011)
20.
go back to reference Fernandez-Marquez, J.L., Di Marzo Serugendo, G., Montagna, S., Viroli, M., Arcos, J.L.: Description and composition of bio-inspired design patterns: a complete overview. Nat. Comput. 12(1), 43–67 (2013). doi:10.1007/s11047-012-9324-y Fernandez-Marquez, J.L., Di Marzo Serugendo, G., Montagna, S., Viroli, M., Arcos, J.L.: Description and composition of bio-inspired design patterns: a complete overview. Nat. Comput. 12(1), 43–67 (2013). doi:10.​1007/​s11047-012-9324-y
21.
go back to reference Fernandez-Marquez, J.L., Serugendo, G.D.M., Montagna, S.: Bio-core: Bio-inspired self-organising mechanisms core. Bio-Inspired Models of Networks. Information, and Computing Systems, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol. 103, pp. 59–72. Springer, Berlin, Heidelberg (2012) Fernandez-Marquez, J.L., Serugendo, G.D.M., Montagna, S.: Bio-core: Bio-inspired self-organising mechanisms core. Bio-Inspired Models of Networks. Information, and Computing Systems, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol. 103, pp. 59–72. Springer, Berlin, Heidelberg (2012)
22.
go back to reference Gardelli, L., Viroli, M., Casadei, M., Omicini, A.: Designing self-organising MAS environments: The collective sort case. In: D. Weyns, H.V.D. Parunak, F. Michel (eds.) Environments for MultiAgent Systems III, LNAI, vol. 4389, pp. 254–271. Springer (2007). doi:10.1007/978-3-540-71103-2 Gardelli, L., Viroli, M., Casadei, M., Omicini, A.: Designing self-organising MAS environments: The collective sort case. In: D. Weyns, H.V.D. Parunak, F. Michel (eds.) Environments for MultiAgent Systems III, LNAI, vol. 4389, pp. 254–271. Springer (2007). doi:10.​1007/​978-3-540-71103-2
23.
go back to reference Gardelli, L., Viroli, M., Omicini, A.: On the role of simulations in engineering self-organising MAS: The case of an intrusion detection system in TuCSoN. In: Brueckner, S.A., Di Marzo Serugendo, G., Hales, D., Zambonelli, F. (eds.) Engineering Self-Organising Systems, LNAI, vol. 3910, pp. 153–168. Springer, Berlin, Heidelberg (2006). doi:10.1007/11734697. 3rd International Workshop (ESOA 2005), Utrecht, The Netherlands, 26 July 2005. Revised Selected Papers Gardelli, L., Viroli, M., Omicini, A.: On the role of simulations in engineering self-organising MAS: The case of an intrusion detection system in TuCSoN. In: Brueckner, S.A., Di Marzo Serugendo, G., Hales, D., Zambonelli, F. (eds.) Engineering Self-Organising Systems, LNAI, vol. 3910, pp. 153–168. Springer, Berlin, Heidelberg (2006). doi:10.​1007/​11734697. 3rd International Workshop (ESOA 2005), Utrecht, The Netherlands, 26 July 2005. Revised Selected Papers
24.
go back to reference Gardelli, L., Viroli, M., Omicini, A.: Combining simulation and formal tools for developing self-organizing MAS. In: Uhrmacher, A.M., Weyns, D. (eds.) Multi-Agent Systems: Simulation and Applications, Computational Analysis, Synthesis, and Design of Dynamic Systems, Chap. 5, pp. 133–165. CRC Press (2009). http://crcpress.com/product/isbn/9781420070231 Gardelli, L., Viroli, M., Omicini, A.: Combining simulation and formal tools for developing self-organizing MAS. In: Uhrmacher, A.M., Weyns, D. (eds.) Multi-Agent Systems: Simulation and Applications, Computational Analysis, Synthesis, and Design of Dynamic Systems, Chap. 5, pp. 133–165. CRC Press (2009). http://​crcpress.​com/​product/​isbn/​9781420070231
27.
go back to reference Gilmore, S., Hillston, J.: The PEPA workbench: A tool to support a process algebra-based approach to performance modelling. In: Haring, G., Kotsis, G. (eds.) Computer Performance Evaluation Modelling Techniques and Tools, Lecture Notes in Computer Science, vol. 794, pp. 353–368. Springer, Berlin, Heidelberg (1994). doi:10.1007/3-540-58021-2 Gilmore, S., Hillston, J.: The PEPA workbench: A tool to support a process algebra-based approach to performance modelling. In: Haring, G., Kotsis, G. (eds.) Computer Performance Evaluation Modelling Techniques and Tools, Lecture Notes in Computer Science, vol. 794, pp. 353–368. Springer, Berlin, Heidelberg (1994). doi:10.​1007/​3-540-58021-2
28.
go back to reference Hermanns, H.: Interactive Markov Chains: And the Quest for Quantified Quality. Springer (2002) Hermanns, H.: Interactive Markov Chains: And the Quest for Quantified Quality. Springer (2002)
29.
go back to reference Mamei, M., Menezes, R., Tolksdorf, R., Zambonelli, F.: Case studies for self-organization in computer science. J. Syst. Architect. 52(8), 443–460 (2006)CrossRef Mamei, M., Menezes, R., Tolksdorf, R., Zambonelli, F.: Case studies for self-organization in computer science. J. Syst. Architect. 52(8), 443–460 (2006)CrossRef
30.
go back to reference Mariani, S.: On the “local-to-global” issue in self-organisation: Chemical reactions with custom kinetic rates. In: Eighth IEEE International Conference on Self-adaptive and Self-organizing Systems Workshops, SASOW 2014, Eighth IEEE International Conference on Self-Adaptive and Self-organizing Systems Workshops, SASOW 2014, pp. 61–67. IEEE, London, UK (2014). doi:10.1109/SASOW.2014.14. Best student paper award Mariani, S.: On the “local-to-global” issue in self-organisation: Chemical reactions with custom kinetic rates. In: Eighth IEEE International Conference on Self-adaptive and Self-organizing Systems Workshops, SASOW 2014, Eighth IEEE International Conference on Self-Adaptive and Self-organizing Systems Workshops, SASOW 2014, pp. 61–67. IEEE, London, UK (2014). doi:10.​1109/​SASOW.​2014.​14. Best student paper award
31.
go back to reference Mariani, S., Omicini, A.: Probabilistic embedding: Experiments with tuple-based probabilistic languages. In: 28th ACM Symposium on Applied Computing (SAC 2013), pp. 1380–1382. Coimbra, Portugal (2013). doi:10.1145/2480362.2480621. Poster Paper Mariani, S., Omicini, A.: Probabilistic embedding: Experiments with tuple-based probabilistic languages. In: 28th ACM Symposium on Applied Computing (SAC 2013), pp. 1380–1382. Coimbra, Portugal (2013). doi:10.​1145/​2480362.​2480621. Poster Paper
32.
go back to reference Mariani, S., Omicini, A.: Probabilistic modular embedding for stochastic coordinated systems. In: Julien, C., De Nicola, R. (eds.) Coordination Models and Languages, LNCS, vol. 7890, pp. 151–165. Springer (2013). doi:10.1007/978-3-642-38493-6. 15th International Conference (COORDINATION 2013), Florence, Italy, 3–6 June 2013. Proceedings Mariani, S., Omicini, A.: Probabilistic modular embedding for stochastic coordinated systems. In: Julien, C., De Nicola, R. (eds.) Coordination Models and Languages, LNCS, vol. 7890, pp. 151–165. Springer (2013). doi:10.​1007/​978-3-642-38493-6. 15th International Conference (COORDINATION 2013), Florence, Italy, 3–6 June 2013. Proceedings
33.
go back to reference Mariani, S., Omicini, A.: Coordination mechanisms for the modelling and simulation of stochastic systems: The case of uniform primitives. SCS M&S Magazine IV, 6–25 (2014). Special Issue on “Agents and Multi-Agent Systems: From Objects to Agents” Mariani, S., Omicini, A.: Coordination mechanisms for the modelling and simulation of stochastic systems: The case of uniform primitives. SCS M&S Magazine IV, 6–25 (2014). Special Issue on “Agents and Multi-Agent Systems: From Objects to Agents”
34.
go back to reference Merelli, E., Armano, G., Cannata, N., Corradini, F., d’Inverno, M., Doms, A., Lord, P., Martin, A., Milanesi, L., Möller, S., Schroeder, M., Luck, M.: Agents in bioinformatics, computational and systems biology. Briefings Bioinf. 8(1), 45–59 (2007). doi:10.1093/bib/bbl014 CrossRef Merelli, E., Armano, G., Cannata, N., Corradini, F., d’Inverno, M., Doms, A., Lord, P., Martin, A., Milanesi, L., Möller, S., Schroeder, M., Luck, M.: Agents in bioinformatics, computational and systems biology. Briefings Bioinf. 8(1), 45–59 (2007). doi:10.​1093/​bib/​bbl014 CrossRef
35.
go back to reference Minsky, N.H., Ungureanu, V.: Law-Governed interaction: A coordination and control mechanism for heterogeneous distributed systems. ACM Trans. Soft. Eng. Methodol. (TOSEM) 9(3), 273–305 (2000). doi:10.1145/352591.352592 CrossRef Minsky, N.H., Ungureanu, V.: Law-Governed interaction: A coordination and control mechanism for heterogeneous distributed systems. ACM Trans. Soft. Eng. Methodol. (TOSEM) 9(3), 273–305 (2000). doi:10.​1145/​352591.​352592 CrossRef
36.
go back to reference Nagpal, R.: A catalog of biologically-inspired primitives for engineering self-organization. In: Engineering Self-organising Systems, pp. 53–62. Springer (2004) Nagpal, R.: A catalog of biologically-inspired primitives for engineering self-organization. In: Engineering Self-organising Systems, pp. 53–62. Springer (2004)
37.
go back to reference Nardini, E., Omicini, A., Viroli, M.: Description spaces with fuzziness. In: Palakal, M.J., Hung, C.C., Chu, W., Wong, W.E. (eds.) 26th Annual ACM Symposium on Applied Computing (SAC 2011), vol. II: Artificial Intelligence & Agents, Information Systems, and Software Development, pp. 869–876. ACM, Tunghai University, TaiChung, Taiwan (2011). doi:10.1145/1982185.1982375 Nardini, E., Omicini, A., Viroli, M.: Description spaces with fuzziness. In: Palakal, M.J., Hung, C.C., Chu, W., Wong, W.E. (eds.) 26th Annual ACM Symposium on Applied Computing (SAC 2011), vol. II: Artificial Intelligence & Agents, Information Systems, and Software Development, pp. 869–876. ACM, Tunghai University, TaiChung, Taiwan (2011). doi:10.​1145/​1982185.​1982375
39.
go back to reference Omicini, A.: Nature-inspired coordination for complex distributed systems. In: Intelligent Distributed Computing VI, pp. 1–6. Springer (2013) Omicini, A.: Nature-inspired coordination for complex distributed systems. In: Intelligent Distributed Computing VI, pp. 1–6. Springer (2013)
45.
go back to reference Parunak, H.V.D., Brueckner, S., Sauter, J.: Digital pheromone mechanisms for coordination of unmanned vehicles. In: Castelfranchi, C., Johnson, W.L. (eds.) 1st International Joint Conference on Autonomous Agents and Multiagent systems, vol. 1, pp. 449–450. ACM, New York, NY, USA (2002). http://dx.doi.org/10.1145/544741.544843 Parunak, H.V.D., Brueckner, S., Sauter, J.: Digital pheromone mechanisms for coordination of unmanned vehicles. In: Castelfranchi, C., Johnson, W.L. (eds.) 1st International Joint Conference on Autonomous Agents and Multiagent systems, vol. 1, pp. 449–450. ACM, New York, NY, USA (2002). http://​dx.​doi.​org/​10.​1145/​544741.​544843
46.
go back to reference Pérez, P.G., Omicini, A., Sbaraglia, M.: A biochemically inspired coordination-based model for simulating intracellular signalling pathways. J. Simul. 7(3), 216–226 (2013)CrossRef Pérez, P.G., Omicini, A., Sbaraglia, M.: A biochemically inspired coordination-based model for simulating intracellular signalling pathways. J. Simul. 7(3), 216–226 (2013)CrossRef
47.
go back to reference Shapiro, E.: Separating concurrent languages with categories of language embeddings. In: 23rd Annual ACM Symposium on Theory of Computing (STOC’91), pp. 198–208. ACM, New York, NY, USA (1991). doi:10.1145/103418.103423 Shapiro, E.: Separating concurrent languages with categories of language embeddings. In: 23rd Annual ACM Symposium on Theory of Computing (STOC’91), pp. 198–208. ACM, New York, NY, USA (1991). doi:10.​1145/​103418.​103423
48.
go back to reference Tchao, A.E., Risoldi, M., Di Marzo Serugendo, G.: Modeling self-* systems using chemically-inspired composable patterns. In: Self-Adaptive and Self-organizing Systems (SASO), 2011 Fifth IEEE International Conference on, pp. 109–118 (2011). doi:10.1109/SASO.2011.22 Tchao, A.E., Risoldi, M., Di Marzo Serugendo, G.: Modeling self-* systems using chemically-inspired composable patterns. In: Self-Adaptive and Self-organizing Systems (SASO), 2011 Fifth IEEE International Conference on, pp. 109–118 (2011). doi:10.​1109/​SASO.​2011.​22
49.
go back to reference Viroli, M., Casadei, M.: Biochemical tuple spaces for self-organising coordination. In: Field, J., Vasconcelos, V.T. (eds.) Coordination Languages and Models, LNCS, vol. 5521, pp. 143–162. Springer, Lisbon, Portugal (2009). doi:10.1007/978-3-642-02053-7 Viroli, M., Casadei, M.: Biochemical tuple spaces for self-organising coordination. In: Field, J., Vasconcelos, V.T. (eds.) Coordination Languages and Models, LNCS, vol. 5521, pp. 143–162. Springer, Lisbon, Portugal (2009). doi:10.​1007/​978-3-642-02053-7
50.
go back to reference Viroli, M., Casadei, M., Montagna, S., Zambonelli, F.: Spatial coordination of pervasive services through chemical-inspired tuple spaces. ACM Trans. Auton. Adapt. Syst. 6(2), 14:1–14:24 (2011). doi:10.1145/1968513.1968517 Viroli, M., Casadei, M., Montagna, S., Zambonelli, F.: Spatial coordination of pervasive services through chemical-inspired tuple spaces. ACM Trans. Auton. Adapt. Syst. 6(2), 14:1–14:24 (2011). doi:10.​1145/​1968513.​1968517
51.
go back to reference Viroli, M., Casadei, M., Omicini, A.: A framework for modelling and implementing self-organising coordination. In: Shin, S.Y., Ossowski, S., Menezes, R., Viroli, M. (eds.) 24th Annual ACM Symposium on Applied Computing (SAC 2009), vol. III, pp. 1353–1360. ACM, Honolulu, Hawai’i, USA (2009). doi:10.1145/1529282.1529585 Viroli, M., Casadei, M., Omicini, A.: A framework for modelling and implementing self-organising coordination. In: Shin, S.Y., Ossowski, S., Menezes, R., Viroli, M. (eds.) 24th Annual ACM Symposium on Applied Computing (SAC 2009), vol. III, pp. 1353–1360. ACM, Honolulu, Hawai’i, USA (2009). doi:10.​1145/​1529282.​1529585
54.
go back to reference Zambonelli, F., Omicini, A., Anzengruber, B., Castelli, G., DeAngelis, F.L., Di Marzo Serugendo, G., Dobson, S., Fernandez-Marquez, J.L., Ferscha, A., Mamei, M., Mariani, S., Ye, J.: Developing pervasive multi-agent systems with nature-inspired coordination. Pervasive Mob. Comput. 17, 236–252 (2015). doi:10.1016/j.pmcj.2014.12.002. Special Issue “10 years of Pervasive Computing” In Honor of Chatschik Bisdikian Zambonelli, F., Omicini, A., Anzengruber, B., Castelli, G., DeAngelis, F.L., Di Marzo Serugendo, G., Dobson, S., Fernandez-Marquez, J.L., Ferscha, A., Mamei, M., Mariani, S., Ye, J.: Developing pervasive multi-agent systems with nature-inspired coordination. Pervasive Mob. Comput. 17, 236–252 (2015). doi:10.​1016/​j.​pmcj.​2014.​12.​002. Special Issue “10 years of Pervasive Computing” In Honor of Chatschik Bisdikian
55.
go back to reference Zambonelli, F., Viroli, M.: Architecture and metaphors for eternally adaptive service ecosystems. In: Intelligent Distributed Computing, Systems and Applications, Studies in Computational Intelligence, vol. 162/2008, pp. 23–32. Springer (2008). doi:10.1007/978-3-540-85257-5. 2nd International Symposium on Intelligent Distributed Computing (IDC 2008), Catania, Italy, 18–19 Sep. 2008. Proceedings Zambonelli, F., Viroli, M.: Architecture and metaphors for eternally adaptive service ecosystems. In: Intelligent Distributed Computing, Systems and Applications, Studies in Computational Intelligence, vol. 162/2008, pp. 23–32. Springer (2008). doi:10.​1007/​978-3-540-85257-5. 2nd International Symposium on Intelligent Distributed Computing (IDC 2008), Catania, Italy, 18–19 Sep. 2008. Proceedings
Metadata
Title
Coordination of Self-organising Systems
Author
Stefano Mariani
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-47109-9_3

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