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.
The power consumption of a single 5G station is 2.5 to 3.5 times higher than that of a single 4G station. The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU). Under a full workload, a single station uses nearly 3700W.
The data here all comes from operators on the front lines, and we can draw the following valuable conclusions: The power consumption of a single 5G station is 2.5 to 3.5 times higher than that of a single 4G station. The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU).
However, Li says 5G base stations are carrying five times the traffic as when equipped with only 4G, pushing up power consumption. The carrier is seeking subsidies from the Chinese government to help with the increased energy usage.
An estimated 800,000 of these sites will adopt Huawei's 5G Power solution, eliminating 900 million kg in carbon emissions every year, helping to realize targets for green power grids for the 5G era. The 5G Power solution is underpinned by breakthroughs in hardware and software and site-wide coordination.
A typical supercapacitor stores about 15 seconds of energy, for a capex cost of $10,000/kWh, but just $40/kW of power. This is down to very high power density (10-25 kW/kg, 10-25x higher than a lithium ion battery), albeit quite low energy density (2-10 Wh/kg, which is 95-99% below a lithium ion battery).
The capex costs of supercapacitors are contrasted with the costs of lithium ion batteries and the costs of flywheels in the chart below. A typical supercapacitor stores about 15 seconds of energy, for a capex cost of $10,000/kWh, but just $40/kW of power.
Supercapacitors can also regulate voltage, and buffer against voltage drops very rapidly, with response times in the nanosecond range, which makes them particularly useful for buffering the kinds of transients of AI data-centers. What are the costs of supercapacitors?
Hence, for short-duration, but very frequent and fast-acting voltage regulation, supercapacitors may be highly competitive with lithium ion batteries and flywheels. Numbers can be stress-tested in this model.
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