Improving the Bees Algorithm for Complex Optimisation Problems

Name: Improving the Bees Algorithm for Complex Optimisation Problems
Brand: LAP Lambert Academic Publishing
SKU: 9783659913129
Price: 256.04 PLN
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Autor: Sameh Otri

Język:

Oprawa: Miękka

Wydawca: LAP Lambert Academic Publishing

Dostępność: Dostępna u dostawcy

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An improved swarm-based optimization algorithm from the Bees Algorithm family for solving complex op...

Informacje o książce

Autor

Sameh Otri

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2016

strony

228

EAN

9783659913129

ISBN

365991312X

Enbook ID

13636788

Wydawca

LAP Lambert Academic Publishing

Waga

356

Wymiary

150 x 220 x 14

Pełny opis

An improved swarm-based optimization algorithm from the Bees Algorithm family for solving complex optimization problems is proposed. The algorithm performs a form of exploitative local search combined with random exploratory global search. This thesis details the development and optimization of this algorithm and demonstrates its robustness. The development includes a new method of tuning the Bees Algorithm called Meta Bees Algorithm and the functionality of the proposed method is compared to the standard Bees Algorithm and to a range of state-of-the-art optimisation algorithms. A new fitness evaluation method has been developed to enable the Bees Algorithm to solve a stochastic optimisation problem. The new modified Bees Algorithm was tested on the optimisation of parameter values for the Ant Colony Optimisation algorithm when solving Travelling Salesman Problems. Finally, the Bees Algorithm has been adapted and employed to solve complex combinatorial problems. The algorithm has been combined with two neighbourhood operators to solve such problems. The performance of the proposed Bees Algorithm has been tested on a number of travelling salesman problems.

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