The research on 5G base station load forecasting technology can provide base station operators with a reasonable arrangement of energy supply guidance, and realize the energy saving and emission reduction of 5G base stations.
According to the energy consumption characteristics of the base station, a 5G base station energy consumption prediction model based on the LSTM network is constructed to provide data support for the subsequent BSES aggregation and collaborative scheduling.
5G networks divide coverage areas into smaller zones called cells, enabling devices to connect to local base stations via radio. Each station connects to the broader telephone network and the Internet through high-speed optical fiber or wireless backhaul.
In the 5G technology framework, the 5G base station comprises macro and micro variants. The micro base station serves indoor blind spots with minimal power consumption. The macro base station exhibits greater potential for demand response. This section primarily analyzes the current mainstream commercial 5G macro base stations.
This growth was attributed mainly to the introduction of 5G. Notably, Korea was highlighted as follows: 1st in 5G Base Stations Relative to Population: Korea has 593 base stations per 100,000 inhabitants, ranking first ahead of Lithuania (328) and Finland (251).
In the report, South Korea ranked first among 29 countries, including non-OECD members such as China and the European Union, in “5G base station deployment.” The country recorded 593 5G base stations per 100,000 inhabitants, significantly surpassing Lithuania (328) and Finland (251).
There were 30.76 million 5G network users in South Korea in June, accounting for about 38% of the total 80.23 million mobile subscriptions in the country, according to data from the Ministry of Science and ICT. Source: Reuters
South Korea is often viewed as a bellwether for the 5G business, largely because the country was first in widescale 5G deployment and its regulator collects detailed information about the adoption of the technology.
In conjunction with 5G NR, private base stations (BS) can support connectivity for different spectrum bands (sub-GHz, 1 to 6 GHz, or mmWave). The 5G base station products must pass all of the test requirements prior to their release. Otherwise, the products are not 3GPP-compatible or appropriate to implement in a network.
This article describes the different classes or types of 5G NR Base Stations (BS), including BS Type 1-C, BS Type 1-H, BS Type 1-O, and BS Type 2-O. 5G NR (New Radio) is the latest wireless cellular standard, succeeding LTE/LTE-A. It adheres to 3GPP specifications from Release 15 onwards. In 5G NR, the Base Station (BS) is referred to as a gNB.
5G networks divide coverage areas into smaller zones called cells, enabling devices to connect to local base stations via radio. Each station connects to the broader telephone network and the Internet through high-speed optical fiber or wireless backhaul.
Compared with 4G networks, 5G not only increases power consumption by more than three times, but also doubles the demand for 5G base stations due to the attenuation of coverage. Therefore, for operators, 5G base stations The high power consumption has even become the primary reason for restricting 5G network construction.
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