A Beam Selection Method and Device Applied to a Millimeter-Wave Large-Scale MIMO System
A large-scale, millimeter-wave technology, applied in transmission systems, radio transmission systems, diversity/multi-antenna systems, etc., can solve the problems of inapplicability to practical systems, long calculation time, complexity or high energy loss, and avoid energy loss. Too high, good rate performance, and the effect of reducing complexity
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Embodiment 1
[0076] see figure 1 , this embodiment provides a beam selection method applied to a millimeter-wave massive MIMO system, and the beam selection method can be used to select beams in a millimeter-wave massive MIMO system. In this embodiment, aiming at the beam selection model optimization problem, it is proposed to regard the beam selection problem as solving the {0-1} knapsack problem, regard the selected beam as loading items into the knapsack, and regard the maximum sum rate of the system as the knapsack The installed maximum capacity problem is solved by the discrete cuckoo algorithm. The CS algorithm is based on the following three assumptions:
[0077] (1) Each cuckoo randomly selects a nest and lays only one cuckoo egg;
[0078] (2) The best bird's nest will be preserved to the next generation;
[0079] (3) The number of nests is fixed, and the probability that the cuckoo eggs in the nests are found by the host bird is P a ∈[0,1].
[0080] Using Mantegna to simulate...
Embodiment 2
[0110] see figure 2 , this embodiment provides a beam selection method applied to a millimeter-wave massive MIMO system, which adds a step (step S0) on the basis of Embodiment 1. The step S0 is: building a millimeter wave massive MIMO system. In this embodiment, consider a millimeter-wave massive MIMO single-cell system, assuming that the base station is equipped with N antennas and N RF links RF , satisfy N>N RF . The base station serves K single-antenna users simultaneously. In order not to lose generality, this embodiment assumes that K=N RF . Therefore, the construction method of the millimeter wave massive MIMO system includes the following steps (steps S01-S04).
[0111] Step S01, preliminarily define the expression formula of the received signal of the kth user. In the millimeter wave massive MIMO system of this embodiment, the expression formula of the received signal of the kth user is initially defined as:
[0112] y=H H Ws+n
[0113] In the formula, H is ...
Embodiment 3
[0147] This embodiment provides a beam selection apparatus applied to a millimeter-wave massive MIMO system, which applies the beam selection method applied to a millimeter-wave massive MIMO system in Embodiment 1 or Embodiment 2. Wherein, the beam selection device includes a fitness calculation module, a bird's nest screening module, a bird's nest position replacement module and an iteration number judgment module.
[0148] The fitness calculation module is used to first define the number of bird nests, bird nest discovery probability, binary code control parameters, maximum number of iterations, number of antennas and number of users of a millimeter-wave massive MIMO system, and then initialize multiple bird nests, so that each bird nest selects a channel For the beam with the largest amplitude and no repetition, the fitness of multiple nests is finally calculated, and the maximum fitness of the current nest is the global optimal solution; the calculation formula for the fitn...
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