Energy-efficient IoT routing based on a new optimizer

被引：5

作者：

Mnasri, Sami ^{[1
,2
]}

Alrashidi, Malek ^{[1
]}

机构：

[1] Univ Tabuk, Appl Coll, Comp Sci Dept, Tabuk, Saudi Arabia

[2] Univ Gafsa, Comp Sci Dept, ISSAT Gafsa, Gafsa, Tunisia

来源：

SIMULATION MODELLING PRACTICE AND THEORY | 2022年 / 119卷

关键词：

Routing; IoT collection networks; Ant colony; Genetic algorithm; Hybrid algorithms; GENETIC ALGORITHM; NETWORKS; MOEA/D; COLONY;

D O I：

10.1016/j.simpat.2022.102591

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Several difficulties are generally encountered when solving many-objective problems (fitted with three or more conflictual objectives) by applying multi-objective algorithms (resolving two or three objectives), especially those related to their performances. These issues are, in fact, related to their increased execution time, to the strength of recombination/mutation variation or even to the degree of convergence and diversity of the solution. In this study, the indoor routing of IoT devices is investigated and resolved using a new hybrid ant-genetic algorithm. The latter is assessed using numerical and statistical tests. Then, simulation and experimental real prototyping are achieved to show the efficiency of the introduced algorithm compared with that of the existing methods.

引用

页数：23

共 50 条

[1] A novel Whale Optimization Algorithm integrated with Nelder-Mead simplex for multi-objective optimization problems [J].

Abdel-Basset, Mohamed ;

Mohamed, Reda ;

Mirjalili, Seyedali .

KNOWLEDGE-BASED SYSTEMS, 2021, 212

[2]

Abro A, 2019, NOVEL GENETIC ALGORI

[3] The Arithmetic Optimization Algorithm [J].

Abualigah, Laith ;

Diabat, Ali ;

Mirjalili, Seyedali ;

Elaziz, Mohamed Abd ;

Gandomi, Amir H. .

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2021, 376

[4]

Akkaya K., 2005, Ad Hoc Networks, V3, P325, DOI 10.1016/j.adhoc.2003.09.010

[5]

[Anonymous], 2001, 112 TIK ETH ZUR

[6]

[Anonymous], 2018, Emerging Science Journal, DOI DOI 10.28991/ESJ-2018-01143

[7]

[Anonymous], 2015, CAN J PURE APPL SCI

[8]

Arat F, 2020, 2020 7TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ICEEE 2020), P221, DOI [10.1109/iceee49618.2020.9102614, 10.1109/ICEEE49618.2020.9102614]

[9] Reliable and QoS aware routing metrics for wireless Neighborhood Area Networking in smart grids [J].

Ashraf, Usman ;

Ahmed, Adnan ;

Al-Naeem, Mohammed ;

Masood, Unsa .

COMPUTER NETWORKS, 2021, 192

[10] HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization [J].

Bader, Johannes ;

Zitzler, Eckart .

EVOLUTIONARY COMPUTATION, 2011, 19 (01) :45-76

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