Advances in Swarm Intelligence: 4th International - download pdf or read online

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 publication and its spouse 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 provided have been conscientiously reviewed and chosen from 268 submissions. The papers are equipped in 22 cohesive sections masking all significant issues of swarm intelligence study and advancements. the subsequent themes are coated during this quantity: research of swarm intelligence established algorithms, particle swarm optimization, purposes 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 equipment, evolutionary programming and evolutionary games.

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Table 1. 3 L. Wang and Y. Gong Experiments Results Each experiment for every test function had been repeated 30 times. Diversity in each iteration and the average of optimization results were recorded and drew as evolutionary curves to compare. All the experiments demonstrate similar results. 4. The result shows that the highest diversity is presented when the algorithm is without GO (S3) of every function while the worst is gained when the algorithm is without RO (S4). The order of the diversity of all control strategies from high to low is: S3, S2, S1, S4.

Tan the amplitude of explosion the amplitude of explosion the amplitude of explosion 14 the 4th firework 120 100 80 60 40 20 0 0 200 400 600 800 1000 800 1000 iteration the 8th firework 120 100 80 60 40 20 0 0 200 400 600 iteration Fig. 2. 2. 2 is the amplitude of explosion generated by eight fireworks with the FWA iteration. (3) provided that every iteration of FWA has only eight fireworks. 1, different fireworks in the different iteration have no regularity to gain the number of sparks. The best firework (the first firework) has not always generated the most spark number among eight fireworks.

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.

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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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