ant colony algorithm;
heuristic function;
traffic scheduling;
link load;
pheromone;
balanced strategy;
SDN;
JOINT OPTIMIZATION;
D O I:
10.1515/jisys-2022-0277
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
With the rapid development of the information age, the traditional data center network management can no longer meet the rapid expansion of network data traffic needs. Therefore, the research uses the biological ant colony foraging behavior to find the optimal path of network traffic scheduling, and introduces pheromone and heuristic functions to improve the convergence and stability of the algorithm. In order to find the light load path more accurately, the strategy redefines the heuristic function according to the number of large streams on the link and the real-time load. At the same time, in order to reduce the delay, the strategy defines the optimal path determination rule according to the path delay and real-time load. The experiments show that under the link load balancing strategy based on ant colony algorithm, the link utilization ratio is 4.6% higher than that of ECMP, while the traffic delay is reduced, and the delay deviation fluctuates within +/- 2 ms. The proposed network data transmission scheduling strategy can better solve the problems in traffic scheduling, and effectively improve network throughput and traffic transmission quality.
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Hamdan, Mosab
Khan, Suleman
论文数: 0引用数: 0
h-index: 0
机构:
Northumbria Univ, Dept Comp & Informat Sci, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, EnglandUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Khan, Suleman
Abdelaziz, Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Sabah, Fac Comp & Informat, Kota Kinabalu 88400, Sabah, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Abdelaziz, Ahmed
Sadiah, Shahidatul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Sadiah, Shahidatul
Shaikh-Husin, Nasir
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Shaikh-Husin, Nasir
Al Otaibi, Sattam
论文数: 0引用数: 0
h-index: 0
机构:
Taif Univ, Coll Engn, Innovat & Entrepreneurship Ctr, At Taif 26571, Saudi ArabiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Al Otaibi, Sattam
Maple, Carsten
论文数: 0引用数: 0
h-index: 0
机构:
Univ Warwick, Warwick Mfg Grp, Coventry CV4 7AL, W Midlands, EnglandUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Maple, Carsten
Marsono, M. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Hamdan, Mosab
Khan, Suleman
论文数: 0引用数: 0
h-index: 0
机构:
Northumbria Univ, Dept Comp & Informat Sci, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, EnglandUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Khan, Suleman
Abdelaziz, Ahmed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Sabah, Fac Comp & Informat, Kota Kinabalu 88400, Sabah, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Abdelaziz, Ahmed
Sadiah, Shahidatul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Sadiah, Shahidatul
Shaikh-Husin, Nasir
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Shaikh-Husin, Nasir
Al Otaibi, Sattam
论文数: 0引用数: 0
h-index: 0
机构:
Taif Univ, Coll Engn, Innovat & Entrepreneurship Ctr, At Taif 26571, Saudi ArabiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Al Otaibi, Sattam
Maple, Carsten
论文数: 0引用数: 0
h-index: 0
机构:
Univ Warwick, Warwick Mfg Grp, Coventry CV4 7AL, W Midlands, EnglandUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia
Maple, Carsten
Marsono, M. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Engn, Sch Elect Engn, Johor Baharu 81310, Malaysia