Abstract
This chapter discusses swarm intelligence, which is a complex discipline that seeks to understand and replicate both natural and artificial systems that are composed of several parts but effectively coordinate their activities through decentralized control. This type of intelligence is often displayed in nature through the habits of animals like bees, fish, birds, and ants. Thus swarm intelligence can be regarded as the collective behavior that emerges from social insects working together and following few rules. Swarm intelligence is the collective behavior emerging in systems with locally interacting entities.
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References
M.N.O. Sadiku, M. Tembely, S.M. Musa, Swarm intelligence. Int. J.. Adv. Res. Comp. Sci. Soft. Eng. 8(5), 100–102 (2018)
G. Di Caro, An introduction to swarm intelligence issues, http://staff.washington.edu/paymana/swarm/dicaro_lecture1.pdf
J.H. Rolling, Swarm intelligence and collaboration. Art Educ. 69(5), 4–6 (2016)
Swarm intelligence, Wikipedia, the free encyclopedia, https://en.wikipedia.org/wiki/Swarm_intelligence
A. Íñiguez, The five principles of swarm intelligence (2016), https://www.linkedin.com/pulse/five-principles-swarm-intelligence-alfonso-%C3%AD%C3%B1iguez
M. Dorigo, M. Birattari, Swarm intelligence. Scholarpedia 2(9) (2007)
M. Conforth, Y. Meng, Reinforcement learning using swarm intelligence-trained neural networks. J. Exp. Theor. Artific. Intell. 22(3), 197–218 (2010)
M.J.R. Mish, Swarm intelligence techniques and its applications in water resources management. ISH J. Hydrau. Eng. 15(Suppl 1), 151–169 (2009)
5 Examples of swarm intelligence, https://www.bestcomputersciencedegrees.com/lists/5-examples-of-swarm-intelligence/
M.N.A. Wahab, S. Nefti-Meziani, A. Atyabi, A comprehensive review of swarm optimization algorithms. PLoS One 10(5), e0122827 (2015)
G.G. Rigatos, Multi-robot motion planning using swarm intelligence. Int. J. Adv. Robot. Syst. 5(2), 139–144 (2008)
B. Yu, G. Chen, Swarm intelligence in mechanical engineering. Adv. Mech. Eng. 8(12), 1–3 (2016)
E. Sahin, W. M. Spears (eds.), Swarm Robotics (Springer, New York, 2005)
Swarm intelligence, http://www.techferry.com/articles/swarm-intelligence.html
L. Metcalf, D.A. Askay, L.B. Rosenberg, Keeping humans in the loop: Pooling knowledge through artificial swarm intelligence to improve business decision making. Calif. Manag. Rev. 61(4), 84–109 (2019)
Swarm intelligence in transportation engineering. Adv. Mech. Eng. 11(3), 1–3 (2019)
L.S. Chen, Applying swarm intelligence to a library system. Libr. Collect. Acquis. Tech. Serv. 34(1), 1–10 (2010)
C.C. Ioannou, Swarm intelligence in fish? The difficulty in demonstrating distributed and self-organised collective intelligence in (some) animal groups. Behav. Process. 141, 141–151 (2017)
N. Srivastava, P. Raghav, A review on swarm intelligence based routing algorithms in mobile adhoc network, in Proceeding of the 8th International Conference on Computing, Communication and Networking Technologies, Delhi (2017)
A. Giagkos, M.S. Wilson, Swarm intelligence to wireless ad hoc networks: Adaptive honeybee foraging during communication sessions. Adapt. Behav. 21(6), 501–515 (2013)
L. Rosenberg et al, Artificial swarm intelligence employed to amplify diagnostic accuracy in radiology, in Proceedings of IEEE 9th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON) (2018)
T.C. Truong, T.P. Huynh, I. Zelinka, Applications of swarm intelligence algorithms countering the cyber threats, in Proceeding of GECCO’20 Companion, Cancún, Mexico (2020), pp. 1476–1485
W. Rui, et al., Swarm intelligence for the self-organization of wireless sensor network, in Proceedings of IEEE Congress on Evolutionary Computation, Vancouver, BC, Canada (2006), pp. 838–842
A. Saggu, P. Yadav, M. Roopak, Applications of swarm intelligence. Int. J. Comput. Sci. Mob. Comput. 2(5), 353–359 (2013)
H. Ahmed, J. Glasgow, Swarm intelligence: concepts, models and applications, https://pdfs.semanticscholar.org/116b/67cf2ad2c948533e6890a9fccc5543dded89.pdf
Y. Lv, Y. Zhu, Routing algorithm based on swarm intelligence, in Proceedings of the 10th World Congress on Intelligent Control and Automation, Beijing, China (2012)
J. Kennedy, Smarm Intelligence, in Handbook of Nature-Inspired and Innovation Computing, ed. by A. Y. Zomaya, (Springer, New York, 2006), pp. 187–219
M. Schranz et al., Swarm intelligence and cyber-physical systems: concepts, challenges and future trends. Swarm Evol.Comput. 60, 100762 (2021)
A. Abraham, C. Grosan, V. Ramos (eds.), Swarm Intelligence in Data Mining (Springer, 2006)
X.S. Yang, Nature-Inspired Computation and Swarm Intelligence: Algorithms, Theory and Applications (Academic Press, 2020)
A. Nayyar, D. N. Le, N. G. Nguyen (eds.), Advances in Swarm Intelligence for Optimizing Problems in Computer Science (Chapman and Hall/CRC, 2018)
J. Kennedy, R.C. Eberhart, Y. Shi, Swarm Intelligence (Morgan Kaufmann, San Francisco, CA, 2001)
E. Bonabeau, M. Dorigo, G. Theraulaz, Swarm Intelligence: From Natural to Artificial System (Oxford University Press, New York, 1999)
S. Bhattacharyya, P. Dutta (eds.), Handbook of Research on Swarm Intelligence in Engineering (Engineering Science Reference, 2015)
A.E. Hassanien, E. Emary, Swarm Intelligence: Principles, Advances, and Applications (CRC Press, Boca Raton, FL, 2017)
Y. Shi (ed.), Emerging Research on Swarm Intelligence and Algorithm Optimization (Information Science Reference, 2015)
Y. Tan, Y. Shi, T. K. Chen (eds.), Advances in Swarm Intelligence (Springer, Berlin, 2010)
B. K. Panigrahi, Y. Shi, M. H. Lim (eds.), Handbook of Swarm Intelligence: Concepts, Principles and Applications (Springer, 2011)
S. Dehuri, A.K. Jagadev, M. Panda, Multi-Objective Swarm Intelligence: Theoretical Advances and Applications (Springer, 2020)
Y. Tan, Y. Shi, M. Tuba, Buy Advances in Swarm Intelligence (Springer, 2020)
X.S. Yang et al., Buy Swarm Intelligence and Bio-Inspired Computation: Theory and Applications (Elsevier Science, 2020)
Y. Shi, Innovations and Developments of Swarm Intelligence Applications. IGI Global, 2012
Y. Shi, Critical Developments and Applications of Swarm Intelligence. IGI Global, 2018
F. Chan, M. Tiwari (eds.), Swarm Intelligence: Focus on Ant and Particle Swarm Optimization (InTech, 2007)
J.B. Waldner, Nanocomputers and Swarm Intelligence (Wiley, 2013)
C. P. Lim, L. C. Jain, S. Dehuri (eds.), Innovations in Swarm Intelligence (Springer, 2009)
N. Nedjah, L. D. S. Coelho, L. M. Mourelle (eds.), Multi-Objective Swarm Intelligent Systems: Theory & Experiences (Springer, 2009)
B. Muller, Theory and New Applications of Swarm Intelligence (Scitus Academics, 2006)
A. Slowik (ed.), Swarm Intelligence Algorithms: A Tutorial (CRC Press, Boca Raton, FL, 2020)
L. P. Walters (ed.), Applications of Swarm Intelligence (Nova Science Publishers, 2010)
R. Eberhart, Y. Shi, J. Kennedy, Swarm Intelligence (Morgan Kaufmann, 2001)
A.P. Engelbrecht, Fundamentals of Computational Swarm Intelligence (Wiley, 2006)
C. Blum, D. Merkle (eds.), Swarm Intelligence: Introduction and Applications (Springer, 2008)
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Sadiku, M.N.O., Musa, S.M. (2021). Swarm Intelligence. In: A Primer on Multiple Intelligences. Springer, Cham. https://doi.org/10.1007/978-3-030-77584-1_17
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DOI: https://doi.org/10.1007/978-3-030-77584-1_17
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