Download e-book for iPad: Advances in Swarm Intelligence: 4th International by Tim Landgraf, Hai Nguyen, Stefan Forgo, Jan Schneider,

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By Tim Landgraf, Hai Nguyen, Stefan Forgo, Jan Schneider, Joseph Schröer, Christoph Krüger (auth.), Ying Tan, Yuhui Shi, Hongwei Mo (eds.)

ISBN-10: 3642387020

ISBN-13: 9783642387029

ISBN-10: 3642387039

ISBN-13: 9783642387036

This ebook and its significant other quantity, LNCS vols. 7928 and 7929 represent the complaints of the 4th foreign convention on Swarm Intelligence, ICSI 2013, held in Harbin, China in June 2013. The 129 revised complete papers offered have been conscientiously reviewed and chosen from 268 submissions. The papers are equipped in 22 cohesive sections overlaying all significant themes of swarm intelligence learn and advancements. the next subject matters are coated during this quantity: research of swarm intelligence established algorithms, particle swarm optimization, functions of particle swarm optimization algorithms, ant colony optimization algorithms, biogeography-based optimization algorithms, novel swarm-based seek tools, bee colony algorithms, differential evolution, neural networks, fuzzy tools, evolutionary programming and evolutionary games.

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Additional info for Advances in Swarm Intelligence: 4th International Conference, ICSI 2013, Harbin, China, June 12-15, 2013, Proceedings, Part I

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However, the first data analysis yields promising results and is already used in conventional (non-robotic) research on collective behavior. Currently, we are preparing experiments with live Sticklebacks and two robotic fish to investigate the swarm behavior with robotic fish exhibiting a different morphology. References 1. : A novel method for investigating the collective behaviour of fish. Behav. Ecol. Sociobiol. 64(8), 1211–1218 (2010) 2. : Social integration of robots into groups of cockroaches to control self-organised choices.

5 shows that the amplitude J. Liu, S. Zheng, and Y. 45 f(x) 16 0 2 4 x 6 8 0 10 0 2 4 x x Fig. 3. The plotting figure of transfer function with different parameter the 1th firework the 2th firework 35 30 25 20 15 10 5 200 400 600 800 14 12 10 8 6 4 2 1000 0 200 iteration the 5th firework 800 1000 7 6 5 4 3 2 1 400 600 200 800 1000 600 800 7 6 5 4 3 2 1 200 iteration 400 600 7 6 5 4 3 2 1 0 200 400 800 1000 800 1000 800 1000 800 1000 800 1000 the 8th firework 10 9 8 7 6 5 4 3 2 1 0 600 iteration the 7th firework 8 0 8 0 1000 10 9 0 400 9 iteration the number of sparks 8 200 0 the 6th firework 9 0 5 0 10 the number of sparks the number of sparks 600 10 iteration 10 0 400 10 the number of sparks 0 16 0 the 4th firework 15 18 the number of sparks 40 the number of sparks 45 0 the 3th firework 20 the number of sparks the number of sparks 50 0 200 iteration 400 600 800 9 8 7 6 5 4 3 2 1 0 1000 0 200 400 iteration 600 iteration 0 0 200 400 600 800 1000 iteration the 5th firework 28 26 24 22 20 18 16 14 12 10 8 0 200 400 600 iteration 800 1000 10 5 0 0 200 400 600 800 1000 iteration the 6th firework 34 33 32 31 30 29 28 27 26 25 24 0 200 400 600 iteration 800 1000 20 15 10 5 0 0 200 400 600 800 1000 iteration the 7th firework 60 55 50 45 40 35 30 25 0 200 400 600 iteration 800 1000 the amplitude of explosion 5 15 the 3th firework 25 the amplitude of explosion 10 20 the amplitude of explosion 15 the 2th firework 25 the amplitude of explosion 20 the amplitude of explosion the 1th firework 25 the amplitude of explosion the amplitude of explosion the amplitude of explosion Fig.

In the 10 dimensions, the mean error finesses of FWA on 14 functions all are worse than that of IFWABS or IFWAFS whether FEs is 1000, 10000 or 100000. In term of Table2, the performance of IFWABS and IFWAFS is better than that of FWA on all functions except for the 8th function in 30 dimensions. Therefore, the improved FWA has improved the performance of firework algorithm. Compared the performance of two improved FWA (IFWABS and IFWAFS), it can be found from Table1 and Table2 that IFWABS is advantage to IFWAFS.

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Advances in Swarm Intelligence: 4th International Conference, ICSI 2013, Harbin, China, June 12-15, 2013, Proceedings, Part I by Tim Landgraf, Hai Nguyen, Stefan Forgo, Jan Schneider, Joseph Schröer, Christoph Krüger (auth.), Ying Tan, Yuhui Shi, Hongwei Mo (eds.)


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