Home Business & Other Mastering 5G Network Design, Implementation, and Operations

Mastering 5G Network Design, Implementation, and Operations

By Shyam Varan Nath , Ananya Simlai , Oğuzhan Kara
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  1. Free Chapter
    Chapter 1: Introduction to 5G
About this book
We are living in an era where ultra-fast internet speed is not a want, but a necessity. As applications continue to evolve, they demand a reliable network with low latency and high speed. With the widespread commercial adoption of driverless cars, robotic factory floors, and AR/VR-based immersive sporting events, speed and reliability are becoming more crucial than ever before. Fortunately, the power of 5G technology enables all this and much more. This book helps you understand the fundamental building blocks that enable 5G technology. You’ll explore the unique aspects that make 5G capable of meeting high-quality demands, including technologies that back 5G, enhancements in the air interface, and packet core, which come together to create a network with unparalleled performance. As you advance, you’ll discover how to design and implement both 5G macro and private networks, while also learning about the various design and deployment options available and which option is best suited for specific use cases. After that, you’ll check out the operational and maintenance aspects of such networks and how 5G works together with fixed wireline and satellite technologies. By the end of this book, you’ll understand the theoretical and practical aspects of 5G, enabling you to use it as a handbook to establish a 5G network.
Publication date:
June 2023
Publisher
Packt
Pages
434
ISBN
9781838980108

 

Introduction to 5G

5G is the fifth-generation technology standard for mobile cellular networks, which is the successor to 4G networks. This chapter introduces key aspects and methodologies of the 5G New Radio (NR), with a focus on the concepts and drivers. It provides some basic understanding of the 5G NR and Next-Generation Radio Access Network (NG-RAN) and the end-to-end system architecture at a high level. Core network-related aspects will be evaluated in the upcoming chapters.

Understanding the lessons of this chapter, mainly 5G concepts and drivers, and some key features of 5G NR is important to build the foundation for the upcoming chapters in the book.

In this chapter, we will cover the following topics:

  • 5G concepts and drivers
  • 5G NR and NG-RAN
 

5G concepts and drivers

In this section, we will analyze key drivers for the need for 5G technology, key requirements, and the standardization of 5G.

Key drivers

Mobile technologies such as 3G, 4G, and 5G were initially governed by the International Mobile Telecommunications (IMT) requirements of the International Telecommunication Union – Radiocommunication (ITU-R). IMT-2000 was established by ITU-R with detailed specifications for the first 3G deployments that took place around 2000. In early 2012, ITU-R established the specifications of IMT Advanced for 4G wireless cellular technology. Similarly, for the 5G technology, ITU-R defined IMT-2020.

Figure 1.1 – ITU-R and the IMT technologies

Figure 1.1 – ITU-R and the IMT technologies

IMT-2020 is the benchmarks and guidelines that the ITU-R has set down for what a 5G network should be. Today, organizations such as the 3rd Generation Partnership Project (3GPP) are working toward fulfilling the requirements of IMT-2020. Within IMT-2020, there are three use cases that are the main focus of 5G. Those use cases include Enhanced Mobile Broadband (eMBB), Ultra-Reliable and Low Latency Communications (URLLC), and Massive Machine-Type Communications (mMTC). We will consider each of these in turn.

Enhanced mobile broadband

From 2G all the way through to 4G we have seen constant increases in the mobile broadband data rates that subscribers can expect to achieve. 5G is no exception with its promise of eMBB. To be able to market 5G, some high data rates need to be provided to subscribers to show how competitive it is against 4G. The headline data rates are roughly in the high hundreds of megabits per second. Certainly, 5G will deliver data rates that satisfy applications such as Augmented Reality (AR), ultra HD videos, or 3D applications.

Figure 1.2 – Evolution to ultra broadband

Figure 1.2 – Evolution to ultra broadband

But certainly, with 5G, subscribers will typically experience data rates in the high hundreds of megabits per second.

Ultra-reliable and low-latency communications

The second key use case is URLLC. When we consider URLLC, we need to consider the fact that 5G will really be an enabler network. So, we see a variety of different applications here that might be able to use the 5G Core (5GC) Network. Remote surgery, autonomous driving, industrial control, and drone control are examples of applications that require low latency and high reliability.

Figure 1.3 – URLLC

Figure 1.3 – URLLC

URLLC has stringent requirements in terms of latency and reliability. The latency for the network is set at around 1 ms. The network for certain applications needs to be super reliable as well, with 99.999% (five 9s) reliability.

Massive machine-type communications

The third key use case is mMTC and fundamentally, it is the cellular-Internet of Things (IoT). Although we already had a cellular-IoT with earlier technologies, we see it again with 5G as well. There are numerous different IoT applications that can use the services of the 5G infrastructure. The network must be super flexible and super adaptable from the 5G service providers’ perspective. The network needs to be able to provide exactly the correct requirements for the IoT applications that are using it. Network function virtualization, network slicing, and edge computing came into prominence as the three key aspects of 5G. These three aspects will be examined later in the upcoming chapters.

5G (IMT-2020) performance synopsis

The following table lists the enhancements of the minimum technical requirements of IMT Advanced to IMT-2020:

Requirement

Unit

IMT Advanced

IMT-2020

Peak data rate

Gbits/s

1

20

User-experienced data rate

Mbits/s

10

100

Spectrum efficiency

bits/s/Hz

1x

3x

Mobility

km/h

350

500

Latency

ms

10

1

Connection density

devices/km2

105

106

Network energy efficiency

bit/Joule

1x

100x

Area traffic capacity

Mbit/s/m2

0.1

10

The following list expands on the preceding performance synopsis and key areas that service providers today are moving toward:

  • Peak data rate (Gbits/s): This is the peak throughput target that can be achieved by a single user in the ideal radio conditions, and it is measured in Gigabits per second.
  • User-experienced data rate (Mbits/s): Shows the user-experienced throughput target, which needs to be achieved by 95% of the users in dense urban areas. This is the speed the user will experience in the field.
  • Spectrum efficiency (bits/s/Hz): This is the number of bits per second per Hertz achieved by 95% of users in the coverage area. It indicates how efficiently the subscribers can use the valuable radio spectrum.
  • Mobility (km/h): Shows how fast the subscribers can move while maintaining a specific normalized traffic channel data rate.
  • Latency (ms): Represents the one-way delay between the time from when the source sends an application packet to when the destination receives it.
  • Connection density (devices/km2): Shows how many devices can be supported per kilometer squared. This is something closely related to the cellular-IoT.
  • Network energy efficiency (bit/joule): Indicates how much energy is used in the network to send a bit each time.
  • Area traffic capacity (Mbit/s/m2): How many megabits of information can be sent per meter squared per second.

5G standardization

Like many of the preceding technologies, 2G, 3G, and 4G, it is 3GPP that really defines the standards. 3GPP has defined the specifications for 5G, which are there to address the IMT-2020 requirements. Some of the techniques that were introduced in Release 14 were carried on to Release 15 to be used as 5G techniques.

5G was first standardized in Release 15. The first drop of Release 15 back in December 2017 provided a standard for service providers for Non-Standalone (NSA) operation within the network. However, Release 15 did not completely standardize every aspect of 5G. Release 16 and Release 17 includes further enhancements to 5G to provide full capability and address IMT-2020’s requirements.

In terms of a timeline, back in 2017 and 2018, the earlier proprietary 5G systems started to appear; however, standardization was not complete at the time, so some NSA 5G networks started to emerge. The period of 2019-2020 was really the time in which the first Phase-1 deployments of standardized 5G based on 3GPP Release 15 commenced. However, most of the networks that were deployed in 2019 centered around NSA operation, which is composed of 5G RAN with Evolved Packet Core (EPC). Phase-1 deployments are only centered on eMBB services. It is Phase 2 where we see those additional two pillars of 5G, namely URLLC and mMTC.

Phase-2 deployments are based on a combination of Release 15 and Release 16 features. We see full SA operations take place with the various features relating to URLLC and mMTC as well as eMBB.

In this section, we looked at the key drivers, performance synopsis, and standardization of 5G, which will help us understand the forces driving the technology we will be studying in this book.

We will now look at 5G NR and NG-RAN.

 

5G NR and NG-RAN

Figure 1.4 shows the end-to-end architecture for the 5G system.

Figure 1.4 – 5G system high-level architecture

Figure 1.4 – 5G system high-level architecture

5G systems largely comprise the 5G NR, NG-RAN, and, finally, 5GC.

NG-RAN architecture

Figure 1.5 shows key elements within the architecture of the NG-RAN. The User Equipment (UE) can be in the form of a mobile device, but it could also be in all manner of different forms, as can be appreciated with the advent of IoT. In order to provide RAN coverage, there are gNBs, which stands for New Radio Node B. A radio interface is needed to create connectivity between the UE and the gNB. That radio interface is called 5G Uu. Notice also that there is connectivity between the gNBs. So, the Xn reference points allow these gNBs to communicate with each other. Finally, connectivity between gNBs and the core network is needed, which is also achieved by the N reference points. In the diagram, the N2 reference point is providing the control plane flow, whereas the N3 reference point is used for the user plane, which carries user traffic and user data.

Figure 1.5 – NG-RAN architecture

Figure 1.5 – NG-RAN architecture

The gNB is responsible for radio resource management and a big part of that is scheduling uplink and downlink data onto the radio interface. The gNB handles numerous different devices and its cell or even cells. A single gNB may be in control of several different cells. It is responsible for scheduling user data correctly onto the downlink or telling the UE when to transmit data on the uplink. The gNBs are also responsible for handovers. The Xn reference point that sits between the gNBs allows them to coordinate handovers between themselves. Security is a key factor as well, so the gNB will be involved in the security across the radio link as well as the UE. Finally, the gNBs are responsible for dual connectivity, which will be examined later in this chapter.

The UE is responsible for bidirectional data transfer via the 5G NR, ensuring a high quality of service. So, the UE needs to be sure that the correct traffic is sent to the correct bearer. By being the other end of the radio connection, the device is also responsible for security. Finally, the UE needs to support dual connectivity if it is being used in the network architecture.

Tracking areas

Looking at the NG-RAN at a higher level, we can see that there are thousands of gNBs deployed to provide that RAN coverage. In any mobile communication system, the UE is not constantly connected to the network. The device will routinely be set to an IDLE state in order to preserve the battery life. In the IDLE state, the UE will be conducting operations such as cell reselection. But it will also periodically be listening to see whether it is being paged. Any data coming into the 5GC to be sent to the UE requires paging. The network needs to know where that device is.

However, the problem is that the cell reselection that takes place in an IDLE state is done autonomously and the device does not keep the network updated as to which specific cell it’s in. If we need to page that UE, what we don’t want to have to do is page every single gNB in the NG-RAN. So, consequently, the NG-RAN is broken down into tracking areas. What’s crucial in the system is that the UE might be autonomously making cell reselection when it is in the IDLE mode. The UE will keep the network updated as to which tracking area it is currently in. A tracking area is simply an administrative collection of gNBs and their associated radio coverage, as depicted in the figure.

The 5G Core Access and Mobility Management Function (AMF) in the 5GC keeps track of the tracking area that the subscriber is currently in. So, the subscriber’s UE will be required to update the network any time it moves into a new tracking area. The User Plane Function (UPF) in the 5GC is responsible for the user plane data. If user data comes into the UPF, it will inform the AMF and the AMF will page a specific tracking area instead of paging every gNB in the network, since it already knows which tracking area the UE is in.

Figure 1.6 – Tracking areas

Figure 1.6 – Tracking areas

The tracking areas effectively make paging much more efficient. As soon as the UE connects to the network, the AMF will know its cell ID. But when it is IDLE, it just knows the location of the UE to the granularity of the tracking area. Tracking area planning is all about making the paging more efficient.

5G RAN deployment options

Service providers will be in a transition phase as they move from 4G toward 5G networks. They can’t just switch on the 5G network suddenly. There are some strategy options for service providers in terms of migration. Now notice that in the diagram, there are 4G EPC and 5GCs. The first question is, will the service provider be deploying the 5GC or 5G Radio Access Network first or will they both be deployed in parallel? Either way, there are various connectivity and deployment options available for the service providers to choose from. It is not necessarily the case of one or the other being used; it could be a mixture.

With the NSA approach, there is a 5G gNB, which supports dual connectivity to a 4G eNB, which stands for Evolved Node B. So, the UE will be in communication with both RAN nodes together. It will have 4G radio connectivity to the eNB and 5G radio connectivity to the gNB. With the help of 5G radio connectivity, service providers can provide 5G services to their customers. In this approach, notice that the control connectivity goes back into the 4G EPC since the eNB is the primary RAN device in this architecture. So, this approach provides the benefits of 5G gNB with 5G RAN coverage. Alternatively, 5GC can also be utilized. In this approach, there is a gNB again and that gNB is in communication with a Next-Generation eNB (ng-eNB). The main difference is that the ng-eNB connects to the 5GC. But it’s a similar scenario whereby dual connectivity is used with the gNB as a secondary device and the ng-eNB as a primary device or master device and that control comes from the 5GC down to the ng-eNB. Both these options are NSA. It depends on the service provider as to which approach they want to go for.

The second option is SA, which is a pure 5G deployment. The UE is using the gNB and that gNB is connecting directly to the 5GC.

Figure 1.7 – 5G Radio Access Network deployment options

Figure 1.7 – 5G Radio Access Network deployment options

Certainly, the NSA option is more straightforward to implement with a smaller investment. However, in the long term, network architectures and thus network deployments will be based on SA.

NR and NG-RAN features

To meet the requirements of IMT-2020, such as coverage, capacity, and data rates, there are some techniques and technologies that are employed. Let’s look at these in detail.

Dual connectivity

In a typical network deployment, there are UEs in communication with RAN nodes and RAN nodes are connected to the core network through the control plane and user plane. In the context of dual connectivity, the RAN node is the master RAN node. The master RAN node effectively controls any dual connectivity activity that takes place, which includes adding a secondary RAN node. This is where the dual connectivity terminology comes from.

With this approach, a secondary RAN node works in parallel with the master RAN node to improve the effective data rate that the UE can achieve. To accomplish this, there must be a control and user plane connection between the secondary and master nodes. Certainly, the data rate for the subscriber device can be significantly increased by taking this approach.

The terminology used between the master RAN node and the secondary RAN node varies depending on the network architecture and mobile technology. In 5G, for instance, the master and secondary RAN nodes could both be gNBs. Alternatively, the master could be an ng-eNB and the secondary could be a gNB. So, there are several different options available. From the service provider’s perspective, it is up to them how to deploy their dual connectivity solution.

Figure 1.8 – Dual connectivity

Figure 1.8 – Dual connectivity

Certainly, there are different approaches where a mixture of technologies is used between the master and secondary RAN nodes, as can be found in 5G NSA deployments. Fundamentally, by using these two nodes together, better coverage and improved data rates can be provided for the subscribers. Note that the UE has also got to support dual connectivity. This is particularly important if, for example, the master RAN node is an eNB and the secondary RAN node is a gNB, in which the device is then supporting 4G and 5G radios simultaneously.

Small cells

Small cells are nothing new; they are not a new technology. Small cells have already been in use with previous technologies for several years. In this section, small cells will be examined in the context of dual connectivity in 5G.

5G is set to really benefit from the deployment of small cells. In the following scenario, small cells are providing augmented indoor coverage where in-building penetration of the macro cell, especially in a high-frequency range, might be quite difficult. Consequently, these small cells are deployed within a building to improve indoor coverage and capacity in some cases. However, for 5G, indoor coverage is an important aspect of small cells and indeed outdoor small cells will be routinely deployed.

There are macro-level RAN nodes and small cells with the outdoor small cell deployment approach. These macro-level RAN nodes act as the master RAN nodes, whereas the small cells act as the secondary RAN node within the dual connectivity deployment.

As the UE moves through the network, the blue line shows us the coverage that is experienced from the macro-level RAN nodes. The small cells provide data rate boosts to the UE as it moves through them. Therefore, in a dense urban environment, these small cells, which may only have a range of hundreds of meters, can provide that augmented data rate boost to the network while increasing the overall capacity.

Figure 1.9 – Macro coverage with small cells

Figure 1.9 – Macro coverage with small cells

These small cells can be set on the top of street poles, street furniture, lampposts, and so on. Small cells are a strong deployment option for service providers to really achieve the data rates expected for 5G.

Increased spectrum

In meeting the target of 100 megabits per second as a mean data rate, or potentially 20 Gbps as a peak data rate, it is essential for the service providers to have access to a more licensed spectrum. Consequently, the licensed spectrum bands that are being considered for 5G operation have been greatly increased.

For 5G deployments, there are several bands in use. They are below 1 GHz, 1-6 GHz, and 6-100 GHz bands. The below 1 GHz and 1-6 GHz bands are not new, and they are used by service providers quite routinely. 6-100 GHz is really the new band. So, let’s explain why this new band is needed.

Below 1 GHz is excellent for building penetration with wide area coverage. The coverage is potentially about tens of kilometers depending on the topography. But the problem with operating below 1 GHz is that there is not that much spectrum available for service providers, that is, there is limited spectrum availability. So, what we need to do is start looking higher up in the radio spectrum.

1-6 GHz provides decent coverage, and there is also good spectrum availability. 6-100 GHz is low range and only provides hundreds of meters of coverage, but there is greater amount of spectrum available. However, it is the key enabler for unlocking the stringent data rate requirements. Service providers will be operating in much bigger bands higher up in the licensed Radio Frequency (RF) spectrum, which is essential for providing those data rates.

As it has been with technologies that have come before and at the same time as 5G, ITU is responsible for standardization and global harmonization of the RF spectrum. At the World Radio Conference in November 2015, they already started to discuss and define some of the operating bands for 5G, and at the World Radio Conference in October 2019, those bands were set in place.

Radio enhancements

5G NR means that the UE needs to be able to support 5G radio, and so too does the gNB. There are many different tweaks that have been employed in NR protocols. However, only two high-level aspects are going to be examined here.

Fundamentally, one of the big changes is the employment of Cyclic Prefix Orthogonal Frequency Division Multiplexing (CP-OFDM) to provide greater deployment flexibility, which adopts variable subcarrier spacing. This helps service providers obtain much more flexibility in terms of what kind of RAN coverage they want to provide. Therefore, CP-OFDM allows them to address whether to deploy a small cell or a very large macro cell while allowing them to be very flexible in terms of the frequency range that they can operate on. Moreover, variable subcarrier spacing allows addressing specific latency requirements.

To address the requirements of the different IMT-2020 use cases, there will be a mixture of different cell types. Some cells might require low latency and high frequency, whereas others might be long-range cells. Therefore, to accommodate those different IMT-2020 requirements, such as latency and coverage, CP-OFDM has been introduced.

Figure 1.10 – Radio enhancements

Figure 1.10 – Radio enhancements

The other key area that has been introduced with 5G NR is the use of 256 Quadrature Amplitude Modulation (256QAM), which is already in use with LTE Advanced technology. This is simply a radio modulation technique and effectively allows squeezing even more data onto the radio carrier, hence increasing those data rates as appropriate. However, to utilize 256QAM the UE needs to be in a very good radio coverage environment.

Beam forming

On the left-hand side of Figure 1.11, traditional antenna coverage is represented. Traditionally, the antennas might be sectored so they cover quite a large area. Within that coverage area, there might be fixed wireless access subscribers within the houses, mobile phones, or even fast-moving subscribers. But the idea of traditional antennas is to cover a wide area.

In 5G, Massive MIMO is set to be used. A Massive MIMO antenna is a totally new antenna design that comprises a huge number of radio frequency elements, in effect radio frequency antennas.

One of the key advantages of Massive MIMO antennas is being able to form beams of radio frequency energy. This Massive MIMO array can provide much finer grain coverage. If there is a UE within that beam of coverage, the UE will get better general RAN coverage, which means the technologies such as 256QAM can be used to achieve the optimum data rate.

Figure 1.11 – Beam forming with Massive MIMO

Figure 1.11 – Beam forming with Massive MIMO

It is not only about creating that narrower beam of radio frequency energy; Massive MIMO antennas should be able to do that for numerous subscribers within the cell. So, the beam will constantly be flicking around to service different subscribers, which is called beam steering.

Beam steering

Beam steering is the concept of beams following a UE in the network. If the UE does not move too quickly, it can constantly provide feedback to the antenna so that the antenna can adjust the direction of the beam that it is sending. It is great for slow-moving UEs, while it is more challenging for fast-moving UEs for the beam to keep track of them. Basically, it depends on the speed of the UE whether the beam steering is used or not.

Figure 1.12 – Beam steering with Massive MIMO

Figure 1.12 – Beam steering with Massive MIMO

Beam forming and beam steering are considered to be critical areas associated with 5G RAN deployments.

Cloud RAN

The final point related to 5G NR and NG-RAN techniques and technologies is the notion of cloud RAN. Essentially, cloud RAN sees the introduction of virtualization technologies to the radio access network. With cloud RAN, each individual gNB has separate compute and processing resources. The idea behind cloud RAN is to take that compute and storage capability and move it to a Centralized Unit (CU). This CU is responsible for conducting the processing and computing activities of all these gNBs. So, the idea here is the compute capabilities are centrally located in a data center and all that remains is down at the cell site are distributed units.

The distributed units are the transmit and receive elements of the gNB. This helps RAN deployment to be simplified and potentially cheaper. The central controlling element fundamentally is sending to the distributed units what they need to transmit. The distributed units are simply responsible for transmitting, receiving, and exchanging that traffic with the CU.

Figure 1.13 – Cloud RAN high-level architecture

Figure 1.13 – Cloud RAN high-level architecture

The optical transmission links that connect the CU to the distributed unit in this approach are very critical. Fundamentally, these links must meet very low-latency requirements and they can be over a kilometer long. But in summary, here, the CU is simply using virtualization technologies to control several distributed units.

In this section, we analyzed the concepts of NG-RAN architecture, 5G RAN deployment options, and NR and NG-RAN features, which create the basis for the upcoming chapters, where we will examine them in detail.

 

Summary

5G standardization is being driven to meet the requirements of IMT-2020. We mentioned the three pillars several times: eMBB, URLLC, and mMTC. The theoretical maximum data rate for 5G is 20 Gigabits per second, although the mean data rate for the subscriber is in the low hundreds of megabits per second. RAN latency requirements are around sub-1 ms.

3GPP standardization for 5G started with Release 15 and moved on to Release 16. In Release 17, we also see enhancements taking place.

Commercial deployments already started taking place in 2019 and onward into 2020 and 2021.

We also analyzed the main components of the 5G system, including the 5G NR and NG-RAN. In terms of the NG-RAN, there are two main elements: the user equipment and the gNB.

We saw that tracking areas are designed to make paging more efficient by creating subgroups of gNBs across the Radio Access Network.

We discussed the different RAN deployment options available to service providers. At a high level, they are called NSA and SA deployments.

We also analyzed the NR and NG-RAN features, which gives us important knowledge for upcoming chapters. First, we talked about dual connectivity. It can be used to significantly increase a subscriber’s experienced data rate. It is a key technology enabler for 5G. Small cells are closely related to dual connectivity. We talked about how they can be deployed indoors or outdoors. With respect to licensed spectrum, we said it is essential to unlock an additional licensed spectrum for the service provider so that they can operate the network at those high data rates.

We also talked about the new air interface technologies. We talked specifically about CP-OFDM and the use of 256QAM. Beam forming antennas associated with the use of Massive MIMO will be critical and with that, we also get beam steering. Then, finally, we discussed Cloud RAN. We talked about how it can provide efficiency and potential cost savings to the service provider if they choose to deploy it.

In the next chapter, we will go over the end-to-end network architecture of 5G. We will learn about some concepts and the high-level components of access networks, packet core networks, and transport networks. We will also understand how the quality of service is managed in 5G networks.

About the Authors
  • Shyam Varan Nath

    Specialist Leader - AI & Analytics, Deloitte

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  • Ananya Simlai

    Ananya Simlai is a Solutions Architect with primary focus on Wireless- 4G-5G Mobility Networks, Cloud Native and NFVI, she is a Trusted Advisor for service providers helping them address their technological challenges thereby enabling them to smoothly transition across technologies like 4G- 5G. She has been a speaker on 5G on international forums and also interacts with CTO teams to design their 5G story. She has published multiple papers on 5G and holds granted patents. She has been instrumental in designing, implementing and successfully rolling out one of the largest 5G mobile networks in the globe. She is currently working as an architect in Google and has previously worked in Vmware, Cisco, Altiostar Networks and Starent Networks.

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  • Oğuzhan Kara

    Oğuzhan Kara is a microelectronics engineer with 12 years of mobile technologies experience including 5G NR, VoLTE, LTE-A, O-RAN, IoT, AI and autonomous systems. He is an expert in Radio Access Network (RAN) design and network optimization. He worked as consultant for different mobile network operators such that AT&T, Partner (f.k.a. Orange in Israel), Hot Mobile, and Yota. In 2021, he founded his own telecommunications consultancy company based in London, UK and he is currently providing 5G consultancy services to Qualcomm and Vodafone.

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Mastering 5G Network Design, Implementation, and Operations
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