A non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradient

A transmission time and deterministic technology, applied in the field of communication, can solve the problems of excessive downlink transmission time, long downlink transmission time, and large total energy consumption of the base station, and achieve the effect of improving system transmission efficiency and high-quality wireless network experience quality.

Active Publication Date: 2021-11-23
ZHEJIANG UNIV OF TECH
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Problems solved by technology

[0003] In order to overcome the shortcomings of the prior art that the downlink transmission time is long and the total energy consumption of the base station is large, the present invention provides a non-orthogonal access downlink based on depth deterministic strategy gradient that minimizes the downlink transmission time and the total energy consumption of the base station Transmission time optimization method, the present invention aims at the difficulty of excessive downlink transmission time, mainly considers the use of non-orthogonal access technology to transmit data, and studies a non-orthogonal access downlink transmission time based on depth deterministic strategy gradient Optimization

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  • A non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradient
  • A non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradient
  • A non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradient

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[0055] The present invention will be described in further detail below in conjunction with the accompanying drawings.

[0056] refer to figure 1 with figure 2 , a non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradients. The implementation of this method can minimize the downlink transmission time and the total energy consumption of the base station under the condition of ensuring that the base station transmits and completes the data volume of all mobile users at the same time to improve the wireless network experience quality of the entire system. The present invention can be applied to wireless networks, such as figure 1 in the scene shown. The optimization method designed for the problem mainly includes the following steps:

[0057] (1) There are a total of 1 mobile users under the coverage of the base station, and the mobile users use the set Indicates that the base station uses non-orthogonal access technolo...

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Abstract

A non-orthogonal access downlink transmission time optimization method based on deep deterministic policy gradients, comprising the following steps: (1) There are a total of I mobile users under the coverage of the base station, and a quality of service that satisfies the mobile users is proposed At the same time, the downlink transmission time of the base station and the total energy consumption of the base station are minimized when the download amount of the mobile user is given; (2) the DDRCM problem is to find the optimal downlink resource consumption when the download amount of the mobile user is given, Observe the DDRCM problem and know that its objective function has only one variable t; (3) Find an optimal downlink transmission time t through a deep deterministic strategy method * , so that there is an optimal downlink resource consumption (downlink transmission time and total energy consumption of the base station); (4) Repeat the iterative process until the optimal downlink transmission time t is obtained * , so that there is optimal downlink resource consumption. The invention minimizes the downlink transmission time and the total energy consumption of the base station.

Description

technical field [0001] The invention belongs to the communication field, and relates to a non-orthogonal access downlink transmission time optimization method based on deep deterministic strategy gradients. Background technique [0002] The rapid development of mobile Internet services has caused enormous traffic pressure on the cellular wireless access network. Due to limited wireless resources, the use of non-orthogonal access technology to allow mobile users to share the same channel at the same time provides an effective method for wireless access to achieve ultra-high throughput and large-scale connections in the future 5G network. Contents of the invention [0003] In order to overcome the shortcomings of the prior art that the downlink transmission time is long and the total energy consumption of the base station is large, the present invention provides a non-orthogonal access downlink based on depth deterministic strategy gradient that minimizes the downlink transm...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04W28/06H04W28/18
CPCH04W28/06H04W28/18Y02D30/70
Inventor 吴远倪克杰张成汪筱鼎钱丽萍黄亮
Owner ZHEJIANG UNIV OF TECH
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