Fujitsu Develops Technology to Optimize Deployment of Millimeter-Wave Private 5G System Base Stations

Fig. 2 Faster search for beamforming patterns using radio wave simulation results

Private 5G demonstrates great promise as a key infrastructure technology to support digital transformation (DX) for a variety of companies across different industries and business areas, delivering low-latency communications for applications as varied as AI video analysis on worksites to seamless remote operations for robots in manufacturing and medical facilities. In order to realize this technology’s true potential, however, it is essential to optimize the deployment of wireless base stations. This often proves challenging, and despite its wide bandwidth the millimeter wave band remains difficult to handle because of its susceptibility to interference, including obstruction by surrounding obstacles. To avoid this, radio experts are often needed to determine the correct location of wireless base stations, which remains costly and requires extensive field adjustments.

With its new technology, Fujitsu has successfully developed a high-speed algorithm that can automatically calculate the best placement for private 5G millimeter wave base stations 5 to 10 times faster than conventional approaches. The technology also accounts for the adjustment of parameters including transmission power, radio channel, antenna direction and position, which makes it easier for non-radio experts to determine layouts for wireless base stations for private 5G systems.

Going forward, Fujitsu will continue to advance its automated design technology and aims to leverage it in the area design of its private 5G system integration service within fiscal 2020.

Challenges, About the Newly Developed Technology

Fujitsu has previously developed an automatic wireless base station design technology(1) that enables non-specialists to design and install wireless LAN networks in a day or so, instead of the previous seven-day work required by wireless experts, by using radio wave simulation technology that makes use of the knowledge of network technology we have accumulated over the years. However, the millimeter-wave band is more direct than microwaves of 6 GHz or less, which to date have been used mainly in cellular and wireless LANs. Therefore, the millimeter-wave band is easily affected by surrounding obstacles, and furthermore, the signal attenuation is large when the distance between the base station and the terminal increases. Therefore, by controlling the antenna with many antenna elements to perform beamforming(2), it is important to increase signal power and compensate for attenuation by directing radio waves to each terminal.

In designing a private 5G system in the millimeter-wave band, the number of base stations required increases due to the attenuation characteristics of the millimeter-wave. Additionally, many combinations need to be explored to estimate the effect of beamforming, which greatly increases the amount of computation required for automatic wireless base station deployment. As a result, it may take more than one day for each high-precision simulation on a typical desktop PC in an office, etc., and shortening the calculation time remains a important challenge to overcome.

To resolve these issues, Fujitsu Laboratories developed the technology described below:

Optimal parallelization technology for radio wave simulation calculation

Radio wave simulation has a branching structure that performs simulation calculations of propagation for each route in each combination of base stations and terminals for calculation scenarios that consist of movement or change of surrounding objects, base station candidate positions, and terminal candidate positions. When the CPU is allocated in parallel by dividing the calculation at the path level of the smallest unit of calculation as in the conventional method, the simulation time varies because the distance and the presence of obstacles differ depending on the path, and the overhead due to the synchronous processing of parallelization is large. On the other hand, dividing the calculation at the scenario level of the largest unit of calculation may make it hard to fully utilize the computing resources of the processor when the number of scenarios is small.

Taking advantage of the fact that parallelization is possible without any dependency between nodes in each hierarchy of the calculation tree of the radio wave simulation, Fujitsu has developed a parallel acceleration technology for the radio wave simulation calculation that minimizes the overhead caused by parallelization and maximizes the use of computing resources by automatically selecting the optimal hierarchy from the calculation tree at all times, taking into account the number of CPUs in the calculation environment(3). This is achieved by first dividing the processing in a hierarchy where the number of nodes in the hierarchy is equal to or larger than the number of CPUs when the tree is moved down one layer from the top of the tree structure to the number of CPUs in the calculation environment, and allocating the processing to the CPUs. This technology enables efficient and fast computation at all times in a variety of processor and core configurations, from laptops to workstations.

In addition, in the simulation of beamforming, which takes into account the directionality of antennas for millimeter-wave band private 5G systems, instead of the conventional method of searching for a combination of base station and terminal beam patterns, 1/10 the range of search can be narrowed down based on information such as the direction of radio waves and signal intensity obtained from the results of radio wave simulation, and the characteristic amounts of the base station and terminal beam patterns.


The newly developed technology enables the calculation of radio wave simulation and beamforming performance estimation to be accelerated by 5 to 10 times at maximum. For example, when high-precision radio wave simulation is conducted with 24 wireless base station position candidates and 40,000 terminal position candidates in a place simulating a factory with an area of 10,000 square meters, the calculation can be completed in about two hours with a desktop computer. This represents a considerable improvement over existing approaches and promises to accelerate planning for the placement of terminals and wireless base stations for private 5G systems in the field, delivering customers the chance to accelerate the digital transformation of their operations.

(1) automatic wireless base station design technology “Fujitsu Develops Field Engineering Technology to Rapidly Provide IoT Services”
(2) Beamforming technique for concentrating radio waves in a specific direction by controlling the phase (Angle) of a signal emitted by an antenna element on an antenna panel.
(3) number of CPUs in the calculation environment Strictly speaking, the number of concurrent threads.

About Fujitsu

Fujitsu is the leading Japanese information and communication technology (ICT) company offering a full range of technology products, solutions and services. Approximately 130,000 Fujitsu people support customers in more than 100 countries. We use our experience and the power of ICT to shape the future of society with our customers. Fujitsu Limited (TSE:6702) reported consolidated revenues of 3.9 trillion yen (US$35 billion) for the fiscal year ended March 31, 2020. For more information, please see

About Fujitsu Laboratories

Founded in 1968 as a wholly owned subsidiary of Fujitsu Limited, Fujitsu Laboratories Ltd. is one of the premier research centers in the world. With a global network of laboratories in Japan, China, the United States and Europe, the organization conducts a wide range of basic and applied research in the areas of Next-generation Services, Computer Servers, Networks, Electronic Devices and Advanced Materials. For more information, please see:

Fujitsu Laboratories Ltd.
Digital Innovation Core Unit

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