TY - GEN
T1 - A GA based approach for solving ring design telecommunication network
AU - Alblooshi, Eisa
AU - Alblooshi, Ahmed
AU - Poon, Kin
AU - Ouali, Anis
N1 - Publisher Copyright:
© 2022 Owner/Author.
PY - 2022/7/9
Y1 - 2022/7/9
N2 - Improvement in physical network infrastructure is often required to enhance the services provided by telecommunication companies to meet consumer demand. One aspect of enhancement is to improve broadband access which is based on the Gigabit Passive Optical Network (GPON) technology for Fiber-To-The-Home (FTTH) networks. However, designing and deploying FTTH networks are costly due to the infrastructure costs such as digging up the road, laying the cables, installing the junction boxes, etc. This paper, based on a GA approach, focuses on optimizing the cost of designing ring topology for the GPON FTTH network. Our approach consists of three steps to achieve a near-optimum solution. The first step exploits the similarity between the traveling salesman problem (TSP) and the ring design problem. A GA is used to find a TSP solution for our problem. If the solution is not valid, then a second step based on another GA is executed to find a set of valid ring designs. The third step is used to group the obtained valid solutions and apply a customized GA with a specific crossover for further improvement. The proposed method will be tested with different networks to illustrate the effectiveness of our approach for solving the ring design problems.
AB - Improvement in physical network infrastructure is often required to enhance the services provided by telecommunication companies to meet consumer demand. One aspect of enhancement is to improve broadband access which is based on the Gigabit Passive Optical Network (GPON) technology for Fiber-To-The-Home (FTTH) networks. However, designing and deploying FTTH networks are costly due to the infrastructure costs such as digging up the road, laying the cables, installing the junction boxes, etc. This paper, based on a GA approach, focuses on optimizing the cost of designing ring topology for the GPON FTTH network. Our approach consists of three steps to achieve a near-optimum solution. The first step exploits the similarity between the traveling salesman problem (TSP) and the ring design problem. A GA is used to find a TSP solution for our problem. If the solution is not valid, then a second step based on another GA is executed to find a set of valid ring designs. The third step is used to group the obtained valid solutions and apply a customized GA with a specific crossover for further improvement. The proposed method will be tested with different networks to illustrate the effectiveness of our approach for solving the ring design problems.
KW - GA
KW - ring design problem
KW - travelling salesman problem
UR - http://www.scopus.com/inward/record.url?scp=85136333518&partnerID=8YFLogxK
U2 - 10.1145/3520304.3528985
DO - 10.1145/3520304.3528985
M3 - Conference contribution
AN - SCOPUS:85136333518
T3 - GECCO 2022 Companion - Proceedings of the 2022 Genetic and Evolutionary Computation Conference
SP - 415
EP - 418
BT - GECCO 2022 Companion - Proceedings of the 2022 Genetic and Evolutionary Computation Conference
T2 - 2022 Genetic and Evolutionary Computation Conference, GECCO 2022
Y2 - 9 July 2022 through 13 July 2022
ER -