Research on data transmission based on DDPG algorithm
Aiming at the poor reliability and low transmission rate of the current data transmission system, a data transmission system is designed using FPGA and UDP protocol. The system adopts FPGA as the main controller chip and Flash as the storage medium, and sends commands to control the system through t...
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| Format: | Article |
| Language: | zho |
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National Computer System Engineering Research Institute of China
2025-01-01
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| Series: | Dianzi Jishu Yingyong |
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| Online Access: | http://www.chinaaet.com/article/3000169880 |
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| author | Yan Danting Jiao Xinquan |
| author_facet | Yan Danting Jiao Xinquan |
| author_sort | Yan Danting |
| collection | DOAJ |
| description | Aiming at the poor reliability and low transmission rate of the current data transmission system, a data transmission system is designed using FPGA and UDP protocol. The system adopts FPGA as the main controller chip and Flash as the storage medium, and sends commands to control the system through the host computer to access the data, adopts Gigabit Ethernet to be in charge of data communication and command reception, and adds a data retransmission mechanism as well as a flow control module to ensure the high-speed and reliable transmission of data. In order to improve bandwidth utilization and reduce network delay, an improved Deep Deterministic Policy Gradient (DDPG) algorithm is added for congestion control. The experimental test results demonstrate that the algorithm presented in this paper can markedly reduce network latency. The system transmission rate can reach 912 Mb/s, and the system enjoys high reliability, low cost, portability, and practical promotion value. It is also convenient for upgrading and maintenance. |
| format | Article |
| id | doaj-art-a92a7accc4364bea9abdedba734f10df |
| institution | DOAJ |
| issn | 0258-7998 |
| language | zho |
| publishDate | 2025-01-01 |
| publisher | National Computer System Engineering Research Institute of China |
| record_format | Article |
| series | Dianzi Jishu Yingyong |
| spelling | doaj-art-a92a7accc4364bea9abdedba734f10df2025-08-20T03:22:19ZzhoNational Computer System Engineering Research Institute of ChinaDianzi Jishu Yingyong0258-79982025-01-015110010.16157/j.issn.0258-7998.2457863000169880Research on data transmission based on DDPG algorithmYan Danting0Jiao Xinquan1Key Laboratory of Instrument Science and Dynamic Testing （Ministry of Education）， College of Instrumentation and Electronics，North University of ChinaKey Laboratory of Instrument Science and Dynamic Testing （Ministry of Education）， College of Instrumentation and Electronics，North University of ChinaAiming at the poor reliability and low transmission rate of the current data transmission system, a data transmission system is designed using FPGA and UDP protocol. The system adopts FPGA as the main controller chip and Flash as the storage medium, and sends commands to control the system through the host computer to access the data, adopts Gigabit Ethernet to be in charge of data communication and command reception, and adds a data retransmission mechanism as well as a flow control module to ensure the high-speed and reliable transmission of data. In order to improve bandwidth utilization and reduce network delay, an improved Deep Deterministic Policy Gradient (DDPG) algorithm is added for congestion control. The experimental test results demonstrate that the algorithm presented in this paper can markedly reduce network latency. The system transmission rate can reach 912 Mb/s, and the system enjoys high reliability, low cost, portability, and practical promotion value. It is also convenient for upgrading and maintenance.http://www.chinaaet.com/article/3000169880data transmissiondeep reinforcement learning algorithmsfpgareliable transmissionddpg algorithmgigabit ethernet |
| spellingShingle | Yan Danting Jiao Xinquan Research on data transmission based on DDPG algorithm Dianzi Jishu Yingyong data transmission deep reinforcement learning algorithms fpga reliable transmission ddpg algorithm gigabit ethernet |
| title | Research on data transmission based on DDPG algorithm |
| title_full | Research on data transmission based on DDPG algorithm |
| title_fullStr | Research on data transmission based on DDPG algorithm |
| title_full_unstemmed | Research on data transmission based on DDPG algorithm |
| title_short | Research on data transmission based on DDPG algorithm |
| title_sort | research on data transmission based on ddpg algorithm |
| topic | data transmission deep reinforcement learning algorithms fpga reliable transmission ddpg algorithm gigabit ethernet |
| url | http://www.chinaaet.com/article/3000169880 |
| work_keys_str_mv | AT yandanting researchondatatransmissionbasedonddpgalgorithm AT jiaoxinquan researchondatatransmissionbasedonddpgalgorithm |