Intelligent optimization method and intelligent optimization device of positioning network element layout
An intelligent optimization and positioning network technology, applied in electrical components, network planning, wireless communication, etc., can solve the problems of weak global search ability, difficult to adjust, and the initial parameters of simulated annealing algorithm have a great influence on the final solution, so as to speed up the search. The effect of the optimal process
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application example 1
[0069] In this application example, the area to be positioned consists of a room, and the positioning area is a length*width*height of 1*1*1m 3 The minimum value of the coordinates of the points to be located in the room is (-0.5, -0.5, -0.5), and the maximum value is (0.5, 0.5, 0.5). Set 12 network elements outside the house, and the initial value of each network element The coordinates are (1,0,0.5), (-1,0,0.5), (1,0,1),(-1,0,1). According to the steps of the technical solution of the present invention, set the remaining parameters, including the maximum number of iterations 100,000 times, the number of positioning requests 10 times, the moving distance of the network element unit 1m, etc., and initialize the current number of iterations to 0.
[0070] After performing steps S203-208, an optimal network element layout is obtained as follows:
[0071] (3.81,2.45,1.45),(-0.23,3.24,1.34),(1.63,-1.78,2.64),(2.17,1.52,-8.19),(-1.63,-5.46,7.88)(5.61,-4.32, -1.49).
application example 2
[0073] In this application example, the area to be located is composed of two-story buildings, and the location area of each building is a length*width*height of 10*10*3m 3 The minimum value of the coordinates of the points to be located in the room is (-5,-5,-3), and the maximum value is (5,5,3). Set 12 network elements outside the house, and the initial The coordinates are (5,0,2), (-5,0,2), (5,0,4),(-5,0,4). According to the steps of the technical solution of the present invention, set the remaining parameters, including the maximum number of iterations of 100,000 times, the number of positioning requests of 600 times, the moving distance of the network element unit is 1m, etc., and initialize the current number of iterations to 0.
[0074] After performing steps S203-208, an optimal network element layout is obtained as follows:
[0075] (-8.51,5.46,-8.79),(4.96,7.85,1.23),(2.19,-8.52,1.34),(9.65,2.15,-4.56),
[0076] (-1.20,8.56,4.32),(4.69,-8.78,-9.63)(-5.21,...
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