The F/DR-D-10 Algorithm: A Novel Heuristic Strategy to Solve the Minimum Span Frequency Assignment Problem Embedded in Mobile Applications

被引:1
作者
Paez-Rueda, Carlos-Ivan [1 ]
Fajardo, Arturo [1 ]
Perez, Manuel [1 ]
Yamhure, German [1 ]
Perilla, Gabriel [1 ]
机构
[1] Pontificia Univ Javeriana, Dept Elect Engn, Carrera 7 40-62, Bogota 110311, Colombia
关键词
NP-hard problem; channel assignment problem; frequency assignment problem; minimum span frequency assignment problem; heuristic algorithms; RESOURCE-ALLOCATION; CHANNEL ASSIGNMENT; POWER ALLOCATION; NEURAL-NETWORK; COMMUNICATION; OPTIMIZATION;
D O I
10.3390/math11204243
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Wireless communication supports various real-world applications, such as aeronautical navigation, satellite and TV broadcasting, wireless LANs, and mobile communications. The inherent characteristics of the electromagnetic spectrum impose constraints on telecommunication channels and their frequency bandwidths within mobile networks. A persistent challenge in these applications is providing high-demand services to mobile users, where frequency assignment problems, also known as channel assignment problems, assume significance. Researchers have developed several modeling approaches to address different facets of this problem, including the management of interfering radio signals, the assessment of available frequencies, and optimization criteria. In this paper, we present improved algorithms for solving the Minimum Span Frequency Assignment Problem in mobile communication systems using the greedy optimization approach known as F/DR. We solved and evaluated twenty well-known benchmark cases to assess the efficacy of our algorithms. Our findings consistently demonstrate that the modified algorithms outperform the F/DR approach with comparable computational complexity. The proposed algorithm notably achieves the following benchmarks: The modified algorithms consistently produce at least one local optimum better than the traditional algorithm in all benchmark tests. In 95% of the benchmarks evaluated, the probability of discovering a local optimum value (calculated by the modified algorithm) that is better than or equal to the one found by the conventional algorithm exceeds 50%.
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页数:14
相关论文
共 61 条
[1]  
Aardal K., 2001, Tech Report 01-40, ZIB
[2]   Models and solution techniques for frequency assignment problems [J].
Aardal, Karen I. ;
van Hoesel, Stan P. M. ;
Koster, Arie M. C. A. ;
Mannino, Carlo ;
Sassano, Antonio .
ANNALS OF OPERATIONS RESEARCH, 2007, 153 (01) :79-129
[3]   Simulated Annealing for Resource Allocation in Downlink NOMA Systems in 5G Networks [J].
Abuajwa, Osama ;
Bin Roslee, Mardeni ;
Yusoff, Zubaida Binti .
APPLIED SCIENCES-BASEL, 2021, 11 (10)
[4]   Mixed-Integer Programming based Techniques for Resource Allocation in Underlay Cognitive Radio Networks: A Survey [J].
Alfa, Attahiru S. ;
Maharaj, B. T. ;
Lall, Shruti ;
Pal, Sougata .
JOURNAL OF COMMUNICATIONS AND NETWORKS, 2016, 18 (05) :744-761
[5]   Fair Energy-Efficient Resource Allocation for Downlink NOMA Heterogeneous Networks [J].
Ali, Zuhura J. ;
Noordin, Nor K. ;
Sali, Aduwati ;
Hashim, Fazirulhisyam .
IEEE ACCESS, 2020, 8 :200129-200145
[6]  
Alireza S, 2006, IEEE VTS VEH TECHNOL, P708
[7]   A survey on the channel assignment problem in wireless networks [J].
Audhya, Goutam K. ;
Sinha, Koushik ;
Ghosh, Sasthi C. ;
Sinha, Bhabani P. .
WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2011, 11 (05) :583-609
[8]   A randomized saturation degree heuristic for channel assignment in cellular radio networks [J].
Battiti, R ;
Bertossi, A ;
Cavallaro, D .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2001, 50 (02) :364-374
[9]   Channel assignment problem in cellular systems: A new model and a tabu search algorithm [J].
Capone, A ;
Trubian, M .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 1999, 48 (04) :1252-1260
[10]   Channel assignment for cellular mobile networks with nonuniform cells -: an improved heuristic algorithm [J].
Chávez-Santiago, R ;
Gigi, E ;
Lyandres, V .
IEE PROCEEDINGS-COMMUNICATIONS, 2006, 153 (01) :61-68