Improved Black Hole Algorithm for Intelligent Traffic Navigation

2021 ◽  
Vol 22 (4) ◽  
pp. 725-734
Author(s):  
Jiao Wang Jiao Wang ◽  
Jeng-Shyang Pan Jiao Wang ◽  
Shu-Chuan Chu Jeng-Shyang Pan ◽  
Zhen-Yu Meng Shu-Chuan Chu ◽  
Hao Luo Zhen-Yu Meng

2020 ◽  
Vol 12 (7) ◽  
pp. 2767 ◽  
Author(s):  
Víctor Yepes ◽  
José V. Martí ◽  
José García

The optimization of the cost and CO 2 emissions in earth-retaining walls is of relevance, since these structures are often used in civil engineering. The optimization of costs is essential for the competitiveness of the construction company, and the optimization of emissions is relevant in the environmental impact of construction. To address the optimization, black hole metaheuristics were used, along with a discretization mechanism based on min–max normalization. The stability of the algorithm was evaluated with respect to the solutions obtained; the steel and concrete values obtained in both optimizations were analyzed. Additionally, the geometric variables of the structure were compared. Finally, the results obtained were compared with another algorithm that solved the problem. The results show that there is a trade-off between the use of steel and concrete. The solutions that minimize CO 2 emissions prefer the use of concrete instead of those that optimize the cost. On the other hand, when comparing the geometric variables, it is seen that most remain similar in both optimizations except for the distance between buttresses. When comparing with another algorithm, the results show a good performance in optimization using the black hole algorithm.


Complexity ◽  
2017 ◽  
Vol 2017 ◽  
pp. 1-12 ◽  
Author(s):  
Ágota Bányai ◽  
Tamás Bányai ◽  
Béla Illés

The globalization of economy and market led to increased networking in the field of manufacturing and services. These manufacturing and service processes including supply chain became more and more complex. The supply chain includes in many cases consignment stores. The design and operation of these complex supply chain processes can be described as NP-hard optimization problems. These problems can be solved using sophisticated models and methods based on metaheuristic algorithms. This research proposes an integrated supply model based on consignment stores. After a careful literature review, this paper introduces a mathematical model to formulate the problem of consignment-store-based supply chain optimization. The integrated model includes facility location and assignment problems to be solved. Next, an enhanced black hole algorithm dealing with multiobjective supply chain model is presented. The sensitivity analysis of the heuristic black hole optimization method is also described to check the efficiency of new operators to increase the convergence of the algorithm. Numerical results with different datasets demonstrate how the proposed model supports the efficiency, flexibility, and reliability of the consignment-store-based supply chain.


2016 ◽  
Vol 32 (3) ◽  
pp. 286-300 ◽  
Author(s):  
M. K. Smail ◽  
H. R. E. H. Bouchekara ◽  
L. Pichon ◽  
H. Boudjefdjouf ◽  
A. Amloune ◽  
...  

2018 ◽  
Vol 9 (2) ◽  
pp. 676-683 ◽  
Author(s):  
Caio C. O. Ramos ◽  
Douglas Rodrigues ◽  
Andre N. de Souza ◽  
Joao P. Papa

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