DocumentCode :
2323590
Title :
Artificial immune systems in solving routing problems
Author :
Keko, Hrvoje ; Skok, Minea ; Skrlec, Davor
Volume :
1
fYear :
2003
fDate :
22-24 Sept. 2003
Firstpage :
62
Abstract :
Successful planning of electrical distribution networks is a complex problem. Besides the well-known radial network layout, in Europe, particularly in Croatia, the distribution networks are also loop or link structured. In order to be solved, network optimization problem is translated into some known combinatorial problems. When networks are loop-structured, the traveling salesman problem (TSP) is commonly used. The combinatorial problems like TSP cannot be solved exactly and evolutionary algorithms have been successful in solving these problems. Although, they are shown as very efficient, progress is still expected concerning the stability and lesser dependency on input parameters. In addition, evolutionary techniques for solving combinatorial problems often do not pay attention to existing knowledge about the problem. An improvement of the classic genetic algorithm used for solving the TSP is shown here, inspired by artificial immune systems techniques. Special attention is also paid to object-oriented design of the application and achieved benefits.
Keywords :
distribution networks; genetic algorithms; object-oriented programming; power system analysis computing; travelling salesman problems; artificial immune system; combinatorial problem; electrical distribution network; evolutionary algorithm; genetic algorithm; network optimization; object-oriented design; planning; radial network layout; routing; traveling salesman problem; Artificial immune systems; Cities and towns; Evolutionary computation; Genetic algorithms; Immune system; Intelligent networks; Power engineering computing; Power system planning; Routing; Traveling salesman problems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
EUROCON 2003. Computer as a Tool. The IEEE Region 8
Print_ISBN :
0-7803-7763-X
Type :
conf
DOI :
10.1109/EURCON.2003.1247979
Filename :
1247979
Link To Document :
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