Smart Meter to use AT&T IoT network for remote patient monitoring

AT&T and Smart Meter are teaming to use the carrier’s Internet of Things (IoT) cellular network to connect the SmartRPM platform for remote patient monitoring. A demonstration of the technology shows how data can be uploaded to the SmartRPM cloud, where health care providers can securely access the information.
  • The SmartRPM platform supports iGlucose, iBloodPressure and iScale. A fourth product, iPulseOx, is being unveiled at CES this week in Las Vegas. End users insert the batteries — which are included — and press the start button to activate the service. The device’s IoT SIM card automatically sends data to the SmartRPM cloud, where it can be accessed by secure log-in by the healthcare provider.
  • AT&T cited Smart Meter data that found that 84% of diabetes patients and 88% of hypertension patients who are at high risk for disease complications “experienced significant improvements” when using iGlocuse and iBloodPressure, respectively. Studies show remote patient monitoring can help change this.
  • For example, 84% of diabetes and 88%1 of hypertension patients at highest risk for severe disease complications experienced significant improvements in their health when using the Smart Meter iGlucose and iBloodPressure as part of RPM programs.
  • Smart Meter’s cellular-enabled devices simplify RPM. They are an easy out-of-the-box solution; just insert the included batteries and press the start button. The monitoring devices contain IoT SIM cards, so they automatically send the patient’s data over the AT&T IoT network to the SmartRPM cloud. The healthcare provider then accesses the data there via secure log-in.

Source: AT&T

For patients, Smart Meter’s cellular RPM devices mean easy access to improved healthcare with the peace of mind that comes from frequent assurances and support. For health care providers, the benefits include ready access to more complete patient data and the ability to act on it in near real-time, while automatic record keeping meets requirements for reimbursement.

Because of these benefits, a growing number of doctors are embracing RPM. A recent survey found 43% of clinicians believe RPM adoption will be on par with in-patient monitoring in 5 years.

Quotes:

“The iGlucose solution proved to be an outstanding resource for my clinical team to enable greater insights into our patients’ results between visits. More than 70% of participants required some form of intervention prior to their next in-office visit, and as a result, there was a reduction in emergency room visits and need for hospitalizations, demonstrating better overall diabetes care.” – Dr. Gail L. Nunlee-Bland, MD, Howard University Diabetes Treatment Center

“Our collaboration with Smart Meter is another example of how our IoT connectivity is advancing connected healthcare. IoT-enabled devices ultimately provide a quicker and more convenient patient service with better outcomes for both the patient and the healthcare provider.” Joe Drygas, VP of AT&T Healthcare Industry Solutions

“As an early RPM innovator, Smart Meter has done extensive work to drive the best outcomes by improving patient engagement and adherence, and our cellular alliance with AT&T has been a large part of our success.” Casey Pittock, Smart Meter CEO

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Last month, AT&T said that its FirstNet first responders’ network is supporting Qure4u, which is a “patient engagement and virtual care platform” that includes a Bluetooth-enabled blood pressure cuff, the Samsung Galaxy Tab A7 Lite and enhanced security.

C Spire also is offering an RPM service. The carrier said in August 2020 that it is teaming with the Delta Regional Medical Center in Mississippi. C Spire Remote Patient Monitoring will monitor “a broad array of chronic medical conditions.”

References:

https://about.att.com/aboutus/pressrelease/2022/smart-meter.html

AT&T Taps IoT Network for Remote Patient Monitoring Partnership

https://www.prnewswire.com/news-releases/more-than-three-quarters-of-hospitals-anticipate-remote-patient-monitoring-to-match-or-surpass-in-patient-within-five-years-301244169.html

AT&T FirstNet Supports Remote Patient Monitoring Platform

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Broadband accounts for 98% of households with home Internet service; 85% of all households have broadband access

Of the 87% of homes in the U.S. that are connected to the Internet via fixed access (mostly wireline), 98% have broadband access.  Of those with high-speed internet, 60% find their service provider (ISP) very satisfactory, while only 7% are not satisfied. Those figures represent significant growth compared to the 83% who had broadband in 2016 and 69% in 2006.

The findings are based on a survey of 2,000 U.S. households from a new Leichtman Research Group (LRG) study, Broadband Internet in the U.S. 2021.

This is LRG’s 19th annual study on this topic. 

 

 

 

 

 

 

 

Other related findings include:

  • 63% of broadband subscribers rate the speed of their Internet connection 8-10 (with 10 being excellent), while 7% rate it 1-3 (with 1 being poor)
  • 45% of broadband subscribers do not know the download speed of their service – compared to 59% in 2016
  • 69% reporting Internet speeds of 100+ Mbps are very satisfied with their service, compared to 53% with speeds <50 Mbps, and 58% that don’t know their speed
  • 60% of adults with an Internet service at home watch video online daily – compared to 50% in 2019, 41% in 2016, and 5% in 2006
  • 87% of households use at least one laptop or desktop computer – 95% of this group get an Internet service at home
  • 68% of those that do not use a laptop or desktop computer are not online at home – accounting for 67% of all that do not have an Internet service at home

Also, on-line (OTT) video viewing is a daily activity for six out of ten adults who have internet service, compared to 50% in 2019, 41% in 2016, and 5% in 2006. Another 87% of households use at least one laptop or desktop computer – 95% of this group get an ISP at home. Separately, 68% of those that do not use a laptop or desktop computer are not online at home – accounting for 67% of all that do not have an ISP at home.

“The percentage of households getting an internet service at home is now higher than in any previous year,” Bruce Leichtman, principal analyst for Leichtman Research Group, said in a statement. “Broadband subscribers generally remain satisfied with their service, with 60% reporting that they are very satisfied, compared to 57% in 2016,” he added.

Broadband Internet in the U.S. 2021 is based on a survey of 2,000 adults age 18+ from throughout the U.S. The random sample of respondents was distributed and weighted to best
reflect the demographic and geographic make-up of the U.S. The survey, conducted in November-December 2021, included a sample of 820 via telephone (including landline and
cell phone calls) used to track the presence of Internet services in the home, and an additional sample of 1,200 with an Internet service at home via an online sample. The phone sample
has a statistical margin of error of +/- 3.4%. The combined phone and online samples of those with an Internet service at home has a margin of error of +/- 2.3%. The online sample
solely used for some questions has a margin of error of +/- 2.8%.

About Leichtman Research Group:
Leichtman Research Group, Inc. (LRG) specializes in research and analysis on the broadband, media and entertainment industries. LRG combines ongoing consumer research studies with
industry tracking and analysis, to provide companies with a richer understanding of current market conditions, and the adoption and impact of new products and services. For more information
about LRG, please call (603) 397-5400 or visit www.LeichtmanResearch.com.

References:

87% of U.S. Households Get an Internet Service at Home

https://www.leichtmanresearch.com/wp-content/uploads/2021/12/LRG-Broadband-Internet-in-the-U.S.-2021-TOC.pdf

Leichtman: Nearly 90% of U.S. Homes Have Internet Service

 

 

5G Security explained: 3GPP 5G core network SBA and Security Mechanisms

by Akash Tripathi with Alan J Weissberger

Introduction:

5G networks were deployed in increasing numbers this past year. As of December 2021, GSA had identified 481 operators in 144 countries or territories that were investing in 5G, up from 412 operators at the end of 2020. Of those, a total of 189 operators in 74 countries/territories had launched one or more 3GPP-compliant 5G services, up by 40% from 135 from one year ago.

Despite 5G’s much advertised potential, there are significant security risks, especially with a “cloud native” service based architecture, which we explain in this article.

New 5G services, functions and features have posed new challenges for 5G network operators.  For example, bad actors could set up “secure” wireless channels with previously issued 5G security keys.

Therefore, it’s imperative for 5G operators to address end-to-end cyber security, using an array of novel techniques and mechanisms, which have been defined by 3GPP and (to a much lesser extent) by GSMA. 

5G Security Requires 5G SA Core Network:

It’s important to distinguish between 5G NSA network security (which use 4G security mechanisms and 4G core network/EPC) vs. 5G SA network security (which uses 5G core network serviced base architecture and new 5G security mechanisms as defined by 3GPP).  

Samsung states in a whitepaper:

▪ With the launch of 5G Stand Alone (SA) networks, 3GPP mitigates some long-standing 4G vulnerabilities to enable much stronger security.

▪ At the same time, the way the Service Based Architecture ‘explodes’ the new 5G Core opens up potentially major new vulnerabilities. This requires a fundamentally new approach to securing the 5G Core, including comprehensive API security.

▪ Operators can communicate 5G SA’s new security features to some business users. Communication to consumers is more challenging because the benefit of new security enhancements will only come into effect incrementally over many years.

▪ Mobile network security cannot depend on 3GPP alone. Operators must apply robust cyber security hygiene and operational best practice throughout their operations. 

In addition, the 5G network infrastructure must meet certain critical security requirements, such as the key exchange protocol briefly described below. 

There are many other risks and challenges, such as the rising shortage of well-trained cyber security and cyber defense specialists. We will address these in this article.  But first, a backgrounder….

5G Core Network Service Based Architecture (SBA):

To understand 5G security specifications, one has to first the 3GPP defined 5G SA/core network architecture.

5G has brought about a paradigm shift in the architecture of mobile networks, from the classical model with point-to-point interfaces between network function to service-based interfaces (SBIs)

The 5G core network (defined by 3GPP) is a Service-Based Architecture (SBA), whereby the control plane functionality and common data repositories of a 5G network are delivered by way of a set of interconnected Network Functions (NFs), each with authorization to access each other’s services.

Network Functions are self-contained, independent and reusable. Each Network Function service exposes its functionality through a Service Based Interface (SBI), which employs a well-defined REST interface using HTTP/2. To mitigate issues around TCP head-of-line (HOL) blocking, the Quick UDP Internet Connections (QUIC) protocol may be used in the future.

Here’s an illustration of 5G core network SBA:

The 5G core network architecture (but not implementation details) is specified by 3GPP in the following Technical Specifications:

TS 23.501 System architecture for the 5G System (5GS)
TS 23.502 Procedures for the 5G System (5GS)
TS 23.503 Policy and charging control framework for the 5G System (5GS); Stage 2

The 5G network consists of nine network functions (NFs) responsible for registering subscribers, managing sessions and subscriber profiles, storing subscriber data, and connecting user equipment to the Internet using a base station.  These technologies create a liability for attackers to carry out man-in-the-middle and DoS attacks against subscribers.

Overview of 3GPP 5G Security Technical Specifications:

The 5G security specification work are done by a 3GPP Working Group named SA3. For the 5G system security mechanisms are specified by SA3 in TS 33.501.  You can see all versions of that spec here.

3GPP’s 5G security architecture is designed to integrate 4G equivalent security. In addition, the reassessment of other security threats such as attacks on radio interfaces, signaling plane, user plane, masquerading, privacy, replay, bidding down, man-in-the-middle and inter-operator security issues have also been taken in to account for 5G and will lead to further security enhancements.

Another important 3GPP Security spec is TS 33.51 Security Assurance Specification (SCAS) for the next generation Node B (gNodeB) network product class, which is part of Release 16.

It’s critically important to note that ALL 3GPP security spec features and functions are required to be supported by vendors, but the are ALL OPTIONAL for 5G service providers.   That has led to inconsistent implementations of 5G security in deployed and planned 5G networks as per this chart, courtesy of Heavy Reading:

Scott Poretsky, Ericsson’s Head of Security, wrote in an email to Alan:

“The reason for the inconsistent implementation of the 5G security requirements is the language in the 3GPP specs that make it mandatory for vendor support of the security features and optional for the operator to decide to use the feature.  The requirements are defined in this manner because some countries did not want these security features implemented by their national telecoms due to these security features also providing privacy.  The U.S. was not one of those countries.”

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Overview of Risks and Potential Threats to 5G Networks:

A few of the threats that 5G networks are likely to be susceptible to might include those passed over from previous generations of mobile networks, such as older and outdated protocols.

  1. Interoperability with 2G-4G Networks

For inter-operability with previous versions of software or backward compatibility, 5G must still extend interoperability options with mobile gadgets adhering to the previous generation of cellular standards.

This inter-operability necessity ensures that vulnerabilities detected in the outmoded Diameter Signaling and the SS7 Interworking functions followed by 2G-4G networks can still be a cause of concern for the next-generation 5G network.

  1. Issues related to data protection and privacy

There is a likely possibility of a cyber security attack such as Man-in-the-Middle (MITM) attack in a 5G network where a perpetrator can access personal data through the deployment of the International Mobile Subscriber Identity (IMSI)-catchers or cellular rogue base stations masquerading as genuine mobile network operator equipment.

  1. Possibility of rerouting of sensitive data

The 5G core network SBA itself could make the 5G network vulnerable to  Internet Protocol (IP) attacks such as Distributed Denial of Service (DDoS). Similarly, network hijacking, which involves redirecting confidential data through an intruder’s network, could be another form of attack.

  1. Collision of Politics and Technology

Government entities can impact 5G security when it comes to the production of hardware for cellular networks. For instance, various countries have new regulations that ban the use of 5G infrastructure equipment that are procured from Chinese companies (Huawei and ZTE) citing concerns over possible surveillance by the Chinese government.

  1. Network Slicing and Cyberattacks

Network slicing is a 5G SA core network function (defined by 3GPP) that can logically separate network resources. The facility empowers a cellular network operator to create multiple independent and logical (virtual) networks on a single shared access. However, despite the benefits, concerns are being raised about security risks in the form of how a perpetrator could compromise a network slice to monopolize resources for compute-intensive activities.

3GPP Public Key based Encryption Schemes:

3GPP has introduced more robust encryption algorithms. It has defined the Subscription Permanent Identifier (SUPI) and the Subscription Concealed Identifier (SUCI).

  • A SUPI is a 5G globally unique Subscription Permanent Identifier (SUPI) allocated to each subscriber and defined in 3GPP specification TS 23.501.
  • SUCI is a privacy preserving identifier containing the concealed SUPI.

The User Equipment (UE) generates a SUCI using a Elliptic Curve Integrated Encryption Scheme (ECIES)-based protection scheme with the public key of the Home Network that was securely provisioned to the Universal Subscriber Identity Module (USIM) during the USIM registration.

Through the implementation of SUCI, the chance of meta-data exploits that rely on the user’s identity are significantly reduced.

Zero Trust architecture:

As 5G will support a massive number of devices, Zero Trust can help private companies to authenticate and identify all connected devices and keep an eye on all the activities of those devices for any suspected transgression within the network. While it has been successfully tested for private enterprise networks, its capability for a public network like open-sourced 5G remains to be gauged.

Private 5G Networks:

A private 5G network will be a preferred mode for organizational entities that require the highest levels of security taking into account national interests, economic competitiveness, or public safety. A fully private 5G network extends an organization with absolute control over the network hardware as well as software set-up.  All of those mechanisms can be proprietary as the 5G private network deployment is only within one company’s facilities (campus, building, factory floor, etc).

Future of 5G Security:

The next-generation 5G-based wireless cellular network has put the spotlight on new opportunities, challenges, and risks, which are mandatorily required as the 5G technology makes great strides. 

The 5G security mechanisms will continue to evolve in 3GPP (with Release 17 and above).  Many of them will be transposed to become (“rubber stamped”) ETSI standards. 

Note that 3GPP has not submitted its 5G core network architecture or 5G security specifications to ITU-T which is responsible for all 5G (IMT 2020) non-radio standards.

Europe’s General Data Protection Regulation (GDPR), applicable as of May 25th, 2018 in all EU member states, harmonizes data privacy laws across Europe. It could serve as a model for network security and data protection initiatives outside the European Union.

Conclusions:

The 5G network has the possibility to enhance network and service security. While 5G comes with many built-in security controls by design, developed to enhance the protection of both individual subscribers and wireless cellular networks, there is a constant need to remain vigilant and a step ahead in terms of technological innovation to thwart possible new cyber-attacks.

An end-to-end security framework across all layers and all domains would be essential. Introducing best practices and policies around security and resilience will remain imperative to future-proof 5G networks.

References:

Strong Growth Forecast for 5G Security Market; Market Differentiator for Carriers

Report Linker: 5G Security Market to experience rapid growth through 2026

 

AT&T Exec: 5G Private Networks are coming soon + 5G Security Conundrum?

https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=3169

5G Security Vulnerabilities detailed by Positive Technologies; ITU-T and 3GPP 5G Security specs

Author Bio:

Akash Tripathi is a Content Marketing strategist at Top Mobile Tech. He has 10+ years of experience in blogging and digital marketing. At Top Mobile Tech, he covers various how-to and tips & tricks related to iPhone and more related to technologies.  For more about Akash, please refer to:

https://twitter.com/akashtripathi8

https://www.linkedin.com/in/akash-tripathi-42315959/

https://www.facebook.com/akash.tripathi.562

https://www.instagram.com/akashtripathi8/

 

Is 5G network slicing dead before arrival? Replaced by private 5G?

The telecom industry has been hyping 5G network slicing for several years now, asserting that carriers will be able to make money by selling “slices” of their networks to different enterprises for their exclusive use.  Effectively, creating wireless virtual private networks.

Network slicing is a very complicated technology that must work across a 5G SA core, RAN, edge and transport networks. There are no standards for network slicing, which is defined in several 3GPP Technical Specifications.

From 3GPP TS 28.530:

Network slicing is a paradigm where logical networks/partitions are created, with appropriate isolation, resources and optimized topology to serve a purpose or service category (e.g. use case/traffic category, or for MNO internal reasons) or customers (logical system created “on demand”).

  • network slice: Defined in 3GPP TS 23.501 v1.4.0
  • network slice instance: Defined in 3GPP TS 23.501 V1.4.0
  • network slice subnet: a representation of the management aspects of a set of Managed Functions and the required resources (e.g. compute, storage and networking resources).
  • network slice subnet instance: an instance of Network Slice Subnet representing the management aspects of a set of Managed Function instances and the used resources (e.g. compute, storage and networking resources).
  • Service Level Specification: a set of service level requirements associated with a Service Level Agreement to be satisfied by a network slice instance.

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An IEEE Techblog tutorial on network slicing is here.

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Yet despite all the pomp and circumstance, there are few if any instances of commercially available 5G SA core networks that support network slicing.  Perhaps that’s because with the lack of standards there won’t be any interoperability or roaming from one 5G SA core network to another.

Meanwhile, private 5G is coming on strong, especially with Amazon’s announcement which we covered in this post:

“There’s nothing like it;” AWS CEO announces Private 5G at AWS re-Invent 2021; Dish Network’s endorsement

Benefits of Private 5G Networks:

A private 5G network, also known as a local or non-public 5G network, is a local area network that provides dedicated bandwidth using 5G technology. Although the telecommunication industry is currently building the needed infrastructure and network gear to support 5G, there has not yet been a widespread rollout.

“5G deployment is still in its infancy, and we use movement from standardization bodies implementing models for Industry 4.0 or smart buildings as an indicator that the 5G private network is a foundational component for their future,” says Jon Abbott, EMEA technology director of Vertiv.

Many companies are working with service providers to use these developing networks, but some prefer the advantages that come with building their own private 5G systems.

A large component in the growth of private 5G networks is the release of an unlicensed spectrum for industry verticals. It gives businesses the option to deploy a private 5G network without having to work with an operator.

Because a private network can be designed for protection and human safety, sensor control, and security, the improved bandwidth is ideal for various use cases in multiple industries.

Benefits of a private network include:

  • Reducing the company’s dependence on providers, thereby allowing full control over operating methods
  • Separate data processing and storage
  • Security policies can be designed and controlled within the organization, allowing companies to customize the network the way they want
  • The overall high speeds, low latency, and application support of 5G

Risks of 5G:

Although there are many benefits, faster network do still come with risks. For example, the improved speed and latency can inadvertently create new avenues for cyber-criminals. As more systems go wireless, the more sources cyber criminals can attempt to hack. Furthermore, the growing adoption of 5G is increasing alongside the use of 5G-enabled devices. Because many of these devices are interconnected to various systems through the Internet of Things, the probability of a data leak increases.

Businesses need to take the proper steps to secure their systems in order to ward off cyber criminals as they attempt to take advantage of the fast speeds of 5G. When the implementation of 5G begins, organizations must have security systems, such as firewalls, VPNs, malware software, intrusion detection systems (IDS) and intrusion prevention systems (IPS), in place.

From a Dell’Oro Group report on Private Wireless Networks:

Private Wireless RAN and Core network Configurations:

There is no one-size-fits-all when it comes to private wireless. We are likely looking at hundreds of deployment options available when we consider all the possible RAN, Core, and MEC technology, architectures, business, and spectrum models. At a high level, there are two main private wireless deployment configurations, Shared (between public and private) and Not Shared:

  • The shared configuration, also known as Public Network Integrated-NPN (PNI-NPN), shares resources between the private and public networks.
  • Not shared, also known as Standalone NPN (SNPN), reflects dedicated on-premises RAN and core resources. No network functions are shared with the Public Land Mobile Network (PLMN).

Not surprisingly, there will be a plethora of deployment options to address the RAN domain. In addition to the shared vs. standalone configuration and LTE vs. 5G NR, private wireless RAN systems can be divided into two high-level RAN configurations: Wide-Area and Local-Area.

Dell’Oro Group continues to believe that it will take some time to realize the full vision with private wireless. Setting aside the more mature public safety market, we expect that some of these more nascent local private opportunities to support both Broadband and Critical IoT will follow Amara’s Law, meaning that there will likely be a disconnect between reality and vision both over the near and the long term.

References:

Network Slicing and 5G: Why it’s important, ITU-T SG 13 work, related IEEE ComSoc paper abstracts/overviews

Private 5G Networks

“There’s nothing like it;” AWS CEO announces Private 5G at AWS re-Invent 2021; Dish Network’s endorsement

 

India creates 6G Technology Innovation Group without resolving crucial telecom issues

Having failed to hold the long promised 5G spectrum auction in 2021, India’s Department of Telecommunications (DoT) has authorized a 6G Technology Innovation Group (TIG) with the objective to co-create and participate in the development of the 6G technology ecosystem.

In a notification issued dated December 30, the Department mandated immediate deliverables by March 31, 2022 that included mapping of 6G activities and capabilities worldwide, and a white paper on India’s competencies. including research and pre-standardisation activities.

The new task groups are headed by Bhaskar Ramamurthy, director, Indian Institute of Technology (IIT)-Chennai, Abhay Karandikar, director, IIT-Kanpur, Bharadwaj Amrutur, director, Indian Institute of Science (IISc) Bangalore, Kiran Kumar Kuchi, director, IIT-Hyderabad on multi platform for next generation networks, spectrum policy, multi-disciplinary innovative solutions, and devices respectively.

The 6G TIG task force includes members from the government, academia, industry associations, and TSDSI (Telecom Standards Development Society of India).

“With a strong emphasis on technology commercialization, the work will encompass the full lifecycle of research and development, manufacturing, pre-standardisation and market readiness,” the department said in its memorandum.

“This would be necessary to prepare India’s manufacturing and services ecosystem to capitalize on 6G opportunity,” DoT added.

Last month, the government formed an innovation group headed by K Rajaraman, secretary, DoT to create a vision to develop a 6G roadmap in the country.

Bharti Airtel and Vodafone Idea said that an early start into local 6G development will result in IP or intellectual property creation for the Indian telecom ecosystem. They said that there is a need for the Indian telecom industry and academia to join forces with the telecom department and contribute towards the 6G standard building in cooperation with 3GPP.

“…getting into the journey of 6G is absolutely the right time. India has the brainpower which contributes to the R&D. We should bring telcos, the academia, all the brain we have in our very high standard academic institutions and the Indian government together for the development of IPR for technologies…we can actually really start building 6G standards, and in these 6G standards, we cooperate with 3GPP,” Randeep Sekhon, CTO of Bharti AIrtel told ET.

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India’s 5G efforts to date have been restricted to 5G NSA trials.  The DoT awarded spectrum to the telcos for six months to conduct 5G trials and develop India-specific use cases. That time period was later extended for another six months at the telcos’ request. The big three India wireless service providers, Reliance Jio, Bharti Airtel and Vodafone Idea, have conducted several 5G tests over the last few months.

The Indian government has announced that the repeatedly postponed 5G spectrum auction will be held in the April-May 2022 timeframe. As per media reports, the target is to launch 5G on August 15th, India’s Independence Day.

Typically, India lags behind developed countries in the adoption of new technologies. The much delayed 5G auction launch in 2022 puts it way behind other countries.

This 6G initiative is truly remarkable since India has not sorted out any of the critical 5G and satellite internet issues it has faced.  Those include:

  • 5G spectrum auction with fair prices to participants.
  • Acceptance of the 5Gi standard within ITU-R M.2150.
  • Reliance Jio’s boast of developing and deploying indigenous (made in India) 5G technology.
  • Indian telco cooperation with hyperscale cloud service providers for 5G core network, Multi-access Edge Computing (MEC) and virtual RANs.
  • Satellite internet services: Starlink was in the news for pre-booking clients even when it is yet to acquire required approvals from the DoT. The company has now suspended the sale of satellite services until it gets the license. Both SpaceX and OneWeb are likely to launch satellite services in the country in 2022.
  • Spectrum allocation: A major controversy in this segment is the conflict between the three major telcos and satellite internet service providers regarding the spectrum. The telcos are asking for a level playing field with the satellite providers, which means that they should bid for spectrum, just like telcos. However, the satellite players disagree with this.

References:

https://telecom.economictimes.indiatimes.com/news/6g-telecom-department-constitutes-academia-driven-multiple-task-forces/88598714

https://smefutures.com/india-prepares-to-take-lead-in-6g-technology/

https://www.fiercewireless.com/wireless/indian-telecom-2022-faces-5g-auctions-satellite-competition

Microsoft and Telefonica Tech to deliver hybrid cloud services to public administrations

Microsoft and Telefonica Tech, Telefonica’s digital business unit, has signed a new deal with Microsoft, to supply confidential hybrid cloud services to public administrations and companies in regulated sectors. The focus will be on monitoring and encryption services to ensure the security and privacy of data in Microsoft Azure, Microsoft 365 and Microsoft Dynamics 365.

  • The joint solutions of both companies will enable Spanish public administrations and companies in regulated sectors to respond to the needs of digital sovereignty.
  • Telefónica Tech and Microsoft meet the most demanding legal and technical requirements for cloud trust principles, guaranteeing them with Microsoft’s Confidential Computing technology and Telefónica Tech’s cyber threat monitoring and management capabilities.
  • Telefónica Tech will provide professional and managed advisory, implementation, and operational services to deploy and operate the cloud services, which will be marketed through Telefónica Empresas.

 

Under the latest agreement, Microsoft will deliver its privacy safeguards, technologies and certifications. The company has high-level National Security Scheme certification for Azure, Microsoft 365 and Dynamics 365 and has made a contractual commitment to legally oppose access to its enterprise and public sector customer data by any government. Microsoft has also announced the EU Data Boundary initiative to allow customers to store and process their personal data within the EU. This commitment applies to Microsoft Azure, Microsoft 365 and Dynamics 365 cloud services.

Telefonica Tech will provide consultancy, implementation and operation services that will enable the deployment of maximum security cloud services, guaranteeing compliance with information privacy, quality of service and regulatory compliance requirements at all times. The company will also deliver value-added services, such as the intelligent management of communications and infrastructures or the monitoring and management of cyber threats from its Cybersecurity Operations Centre, with the aim of guaranteeing a rapid and secure adoption of cloud services by the different organisations and institutions. It will in addition offer specialised consulting services for the design, deployment and operation of Big Data platforms on Microsoft Azure Cloud capabilities. Finally, specific services will be supplied to the Defence sector. These will include 5G connectivity services offered by Telefonica with Microsoft cloud services.

All of the services will be implemented in Microsoft’s current cloud environments and will be complemented by the upcoming availability of the new Cloud Region that Microsoft will open in Spain.

Telefonica joined Microsoft and Repsol in June to create an artificial intelligence consortium focused on the industrial sector in Spain.

Telefonica and Microsoft partnered in May to jointly develop private 5G connectivity and on-premises edge computing services for the industrial sector. The partners will now provide public sector organizations, including Defense, with cloud computing and infrastructure services to advance their digital transformation plans, while complying with data protection provisions and recommendations defined by the European Data Protection Board (EDPB).

José CerdánCEO of Telefónica Tech, assures: “We believe that the alliance between Microsoft and Telefónica represents a giant step forward in enabling the digital transformation of the public sector and, in general, of the country. The combination of Microsoft’s technology with Telefónica’s service, management and control capabilities guarantees sovereignty and privacy as well as scalability and evolution of infrastructure and citizen services, all with the highest level of quality“.

Alberto Granados, president of Microsoft Spain, remarks: “We at Microsoft have long demonstrated our commitment to meeting and exceeding the data protection requirements of the European Union. This joint value proposition with Telefónica to provide confidential hybrid cloud solutions responds to the needs of digital sovereignty and is evidence that we continue to advance this commitment.”

Regarding this alliance, Carme Artigas, Secretary of State for Digitalization and Artificial Intelligence, points out: “The proposal of confidential public cloud solutions together with hybrid cloud designed specifically for public administrations and companies in regulated sectors in Spain, responds to the important objective of digital sovereignty and constitutes a very relevant advance to accelerate the digitalization of our economy.”

Microsoft was the first hyperscale cloud provider to achieve certification for compliance with the high level of the National Security Scheme in 2016, demonstrating the company’s commitment to delivering cloud products with the highest security requirements. This certification is available for all three Microsoft public clouds: Microsoft Azure, Microsoft 365 and Dynamics 365. It has also been the first to provide Confidential Computing services working with Intel and AMD. These Microsoft cloud services add in-use protection to existing protections for data in transit and at rest, ensuring maximum privacy. In addition, the company offers advanced encryption services that complement the base encryption measures, allowing the implementation of encryption systems using keys provided and managed by the customer or a third party, in this case Telefónica, and managed and dedicated hardware security module (HSM) services.

Telefónica Tech, through its capabilities and experience, accelerates the implementation of technology through its Cybersecurity, Cloud, IoT, Big Data, Artificial Intelligence and Blockchain services. It has 12 specialized Digital Operations Centers (DOC) with 24×7 services from where more than 30,000 servers are managed and more than 100 million cybersecurity events per year are monitored. It also has more than 3,000 expert professionals with the highest certifications in cloud services and cybersecurity who serve the Telefónica Group’s 5.5 million B2B customers in 175 countries.

References:

https://news.microsoft.com/es-es/2021/12/30/microsoft-and-telefonica-tech-will-offer-specific-confidential-hybrid-cloud-solutions-for-public-administrations/

https://www.telecompaper.com/news/telefonica-tech-teams-up-with-microsoft-on-secure-hybrid-cloud-service-for-public-administrations-defence–1409264

Highlights of Cisco’s Internet Traffic Report & Forecast

According to statistics from Cisco Systems global average Internet traffic will increase 3.2-fold by 2021 and will reach 717 Tbps.  Busy hour Internet traffic will increase 4.6-fold by 2021 and will reach 4.3 Pbps. Globally, the number of DDoS attacks greater than 1 Gbps will grow 2.5-fold from 2016 to 2021, a compound annual growth rate of 20%.

In 2021:

  • Fixed access and Wi-Fi networks represented 52.6% of the world’s total Internet traffic in 2021.
  • Mobile networks – including 4G and 5G networks – handled just 20.5% of the world’s total Internet traffic in 2021.

According to Cisco’s findings, future trends favor mobile. The firm reported that fixed and Wi-Fi networks were approximately 52.1% of total Internet traffic in 2016 – virtually the same number as 2021.

Global mobile networks handled just 9.8% of total Internet traffic in 2016, but that figure more than doubled in 2021.

It’s interesting that Cisco predicts an average WiFi speed of 92 Mbps by 2023, while the average mobile speed will then be less than half of that at 44 Mbps.

Global – 2021 Forecast Highlights:

Internet users by 2023:

66% of the population will be using the Internet up from 51% in 2018

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Mobile devices/ connections by 2023:

1.6 networked devices and connections per person
up from 1.2 in 2018
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Total devices/connections by 2023:
3.6 networked devices and connections per person
up from 2.4 in 2018
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Wi-Fi speed by 2023:
92 Mbps average Wi-Fi speed up from 30 Mbps in 2018
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Mobile (cell) speed by 2023:
44 Mbps average mobile speed up from 13 Mbps in 2018
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IP Traffic:
• Globally, IP traffic will grow 3-fold from 2016 to 2021, a compound annual growth rate of 24%.
• Globally, IP traffic will reach 278.1 Exabytes per month in 2021, up from 96.1 Exabytes per month in 2016.
• Global IP networks will carry 9.1 Exabytes per day in 2021, up from 3.2 Exabytes per day in 2016.
• Globally, IP traffic will reach an annual run rate of 3.3 Zettabytes in 2021, up from an annual run rate of 1.2
Zettabytes in 2016.
• Globally, IP traffic will reach 35 Gigabytes per capita in 2021, up from 13 Gigabytes per capita in 2016.
• Globally, average IP traffic will reach 847 Tbps in 2021, and busy hour traffic will reach 5.0 Pbps.
• In 2021, the gigabyte equivalent of all movies ever made will cross Global IP networks every 1 minutes.

Internet Traffic:
• Globally, Internet traffic will grow 3.2-fold from 2016 to 2021, a compound annual growth rate of 26%.
• Globally, busy hour Internet traffic will grow 4.6-fold from 2016 to 2021, a compound annual growth rate of 35%.
• Globally, Internet traffic will reach 235.7 Exabytes per month in 2021, up from 73.1 Exabytes per month in 2016.
• Global Internet traffic will be 7.7 Exabytes per day in 2021, up from 2.4 Exabytes per day in 2016.
• Global Internet traffic in 2021 will be equivalent to 707 billion DVDs per year, 59 billion DVDs per month, or 81 million DVDs per hour.

•In 2021, the gigabyte equivalent of all movies ever made will cross the Internet every 1 minutes.
• Global Internet traffic in 2021 will be equivalent to 135x the volume of the entire Global Internet in 2005.
• Globally, Internet traffic will reach 30 Gigabytes per capita in 2021, up from 10 Gigabytes per capita in
2016.
• Globally, average Internet traffic will increase 3.2-fold by 2021 and will reach 717 Tbps.
• Globally, busy hour Internet traffic will increase 4.6-fold by 2021 and will reach 4.3 Pbps.
• Globally, the number of DDoS attacks greater than 1 Gbps will grow 2.5-fold from 2016 to 2021, a
compound annual growth rate of 20%.
• Globally, the number of DDoS attacks greater than 1 Gbps will be 3.1 million per year in 2021, up from 1.3 million per year in 2016.

Fixed Wireless/Wi-Fi and Mobile Growth:
• Global Fixed/Wi-Fi was 41% of total IP traffic in 2016, and will be 46% of total IP traffic in 2021.
• Global Mobile was 7% of total IP traffic in 2016, and will be 17% of total IP traffic in 2021.
• Global Fixed/Wi-Fi was 52.1% of total Internet traffic in 2016, and will be 52.6% of total Internet traffic in 2021.
• Global Fixed/Wired was 38% of total Internet traffic in 2016, and will be 27% of total Internet traffic in 2021.
• Global Mobile was 9.8% of total Internet traffic in 2016, and will be 20.5% of total Internet traffic in 2021.
• Globally, mobile data traffic will grow 7-fold from 2016 to 2021, a compound annual growth rate of 46%.
• Globally, mobile data traffic will reach 48.3 Exabytes per month in 2021, up from 7.2 Exabytes per month in 2016.
• Global mobile data traffic will grow 2 times faster than Global fixed IP traffic from 2016 to 2021.
• Global Mobile was 7% of total IP traffic in 2016, and will be 17% of total IP traffic in 2021.
• Globally, mobile data traffic in 2021 will be equivalent to 23x the volume of the entire Global Internet in 2005.

Global Fixed/Wired:

51% of total IP traffic in 2016, and will be 37% of total IP traffic in 2021.

References:

https://www.cisco.com/c/dam/m/en_us/solutions/service-provider/vni-forecast-highlights/pdf/Global_2021_Forecast_Highlights.pdf

https://www.cisco.com/c/en/us/solutions/executive-perspectives/annual-internet-report/index.html

Omdia: Big increase in Gig internet subscribers in 2022; Top 25 countries ranked by Cable

 

LG Electronics demos “6G” power amplifier and adaptive beamforming technology at South Korea trade show

South Korea’s LG Electronics showcased so called “6G” technology during the ‘2021 Korea Science and Technology Exhibition’ that was recently held at KINTEX in Ilsan, South Korea.  Specifically, LG is unveiling a power amplifier for 6G, which is jointly developed by Germany’s Fraunhofer Research and Institute.

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Author’s Note:  This news comes despite there is no definition of 6G from either ITU-R or 3GPP.  Further, 5G standards are in their infancy, with only the RAN standardized in ITU-R M.2150 (but not the frequency arrangements for terrestrial IMT in a yet to be completed revision of M.1036).

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The power amplifier is the same one that was used by LG during its 6G demo in Berlin in August 2021. At that time, LG Electronics said it has successfully demonstrated the transmission and reception of wireless “6G” terahertz (THz) data over 100 meters in an outdoor setting.  That was impressive because  THz transmission is short-range and experiences power loss during transmission and reception between antennas. This is where the power amplifier proved crucial, as it was able to generate a stable signal across ultra-wideband frequencies.

The power amplifier is capable of generating stable signal output up to 15 dBm in the frequency range between 155 to 175 GHz. LG noted that it was also successful in demonstrating adaptive beamforming technology, which alters the signal’s direction in accordance with changes to the channel and receiver position; as well as high-gain antenna switching, which combines output signals of multiple power amplifiers and transmits them to specific antennas.  LG also introduced the FDR full-duplex system which allows simultaneous transmission and reception across the same frequency band.

At the Korea exhibition, LG Electronics and Keysight Technologies (a global wireless communication test and measurement equipment manufacturer) also demonstrated ‘Adaptive beamforming’ technology that converts beam directions according to channel changes and receiver positions.

In 2019, LG established the LG-KAIST 6G Research Center in partnership with the Korea Advanced Institute of Science and Technology (KAIST).  LG and KAIST had previously partnered with U.S.-based test and measurement firm Keysight Technologies with the aim of carrying out research on future 6G technologies.

Under the terms of the agreement, the three partners will cooperate in developing technologies related to terahertz frequencies, widely seen a key frequency band for 6G communications, which have not yet been standardized. The partners aim to complete 6G research by 2024.

LG previously said that 6G is expected to be commercialized in 2029. LG also noted that future 6G technologies will provide faster data speed, lower latency and higher reliability than 5G, and will be able to bring the concept of Ambient Internet of Everything (AIoE), which provides enhanced connected experience to users.

The government of South Korea previously said it aims to launch a pilot project for not-yet-standardized 6G mobile services in 2026. The Korean government expects 6G services could be commercially available in Korea between 2028 and 2030.

The Korean government’s strategy for 6G consists of preemptive development of next-generation technologies, securing standard and high value-added patents, and laying R&D and industry foundations. The government selected five major areas for the pilot project: Digital healthcare immersive content, self-driving cars, smart cities and smart factories.

LG expects 6G communication to be commercialized in 2029, with talks for standardization beginning in 2025. “6G will be a key component of Ambient Internet of Everything, the emerging technology that aims to improve living and business environments by making them more sensitive, adaptive, autonomous and personalized to consumers’ needs by recognizing human presence and preferences,” LG said.

References:

https://www.rcrwireless.com/20211227/wireless/lg-electronics-showcases-6g-tech-south-korea

https://www.techradar.com/news/lg-demonstrates-its-progress-in-6g-technology-at-a-korean-exhibition

Omdia: Big increase in Gig internet subscribers in 2022; Top 25 countries ranked by Cable

Global gigabit internet subscriptions are expected to increase to 50 million in 2022, more than doubling from 24 million at the end of 2020, according to a new report from market research firm Omdia (owned by Informa).

The Omdia report states that accelerated fiber deployments are helping to drive an increase in gigabit connectivity.

“Demand for reliable broadband is set to drive growth in gigabit services, with fiber playing a key role,” said Peter Boyland, principal analyst, broadband at Omdia.

“There were fewer than 620 million fiber subscriptions globally at the end of 2020, but we expect these to grow to 719 million in 2022, or 62% of total subscriptions.”  The majority of fiber internet subscribers are expected to be in China.

However, Omdia warns that service providers must “carefully consider market demand” for their gigabit strategies and make targeted investments in fiber.

“Service providers need to carefully plan and execute gigabit network rollout, analyzing a number of factors, including infrastructure challenges, market competition, and expected demand,” writes Omdia. “But this does not stop with network rollout – operators need to continually monitor potential competitors and constantly innovate, refresh, and build service offerings so they stay ahead of rivals.”

The analysts also point out the opportunity for vendors in the market who can help service providers build “future proof” networks. “Vendors can offer long-term solutions such as monitoring and automation tools to extend the operator/vendor relationship beyond network rollouts,” the report recommends.

Of course,  what matters most to consumers is reliable service. According to Omdia’s Digital Consumer Insights survey, 36% of respondents said they were more reliant on broadband services during COVID-19, and 55% of respondents said reliability ranked top among the most important home broadband features.

All of this gigabit and fiber growth will impact broadband speeds for years to come. According to Omdia:

“In 2020, just 2% of broadband subscriptions were more than 1Gbps, but this is expected to double to 4% in 2022.”

–>See table below for the 25 countries with the fastest AVERAGE internet speeds, ranked by Cable.  Note that none of them is close to 1Gbps.

The report says that subscribers with access to 500 Mbit/s-1 Gbit/s will increase from 15% in 2020 to 21% in 202, with 17% of broadband subscriptions projected to reach speeds over 1 Gbit/s by 2026.

While high-bandwidth entertainment like augmented and virtual reality (AR/VR) and gaming were thought to be the main drivers for ever-faster home broadband speeds in pre-pandemic times, Omdia’s report doesn’t think they are significantly important for gigabit Internet growth, referring to them just once as “other drivers.”

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Internet comparison site Cable has ranked the countries with the fastest broadband internet in the world based on over 1.1 billion speed tests across 224 countries and territories.

“The acceleration of the fastest countries in the world has finally plateaued this year as they reach FTTP pure fibre saturation. Increases in speed among the elite performers, then, can be attributed in greater part to uptake in many cases than to network upgrades. Meanwhile, though the countries occupying the bottom end of the table still suffer from extremely poor speeds, 2021’s figures do indicate that the situation is improving,”  said Dan Howdle of Cable.

Here are the 25 countries with the fastest download speeds:

1 Jersey JE WESTERN EUROPE 274.27
2 Liechtenstein LI WESTERN EUROPE 211.26
3 Iceland IS WESTERN EUROPE 191.83
4 Andorra AD WESTERN EUROPE 164.66
5 Gibraltar GI WESTERN EUROPE 151.34
6 Monaco MC WESTERN EUROPE 144.29
7 Macau MO ASIA (EX. NEAR EAST) 128.56
8 Luxembourg LU WESTERN EUROPE 107.94
9 Netherlands NL WESTERN EUROPE 107.30
10 Hungary HU EASTERN EUROPE 104.07
11 Singapore SG ASIA (EX. NEAR EAST) 97.61
12 Bermuda BM NORTHERN AMERICA 96.54
13 Japan JP ASIA (EX. NEAR EAST) 96.36
14 United States US NORTHERN AMERICA 92.42
15 Hong Kong HK ASIA (EX. NEAR EAST) 91.04
16 Spain ES WESTERN EUROPE 89.59
17 Sweden SE WESTERN EUROPE 88.98
18 Norway NO WESTERN EUROPE 88.67
19 France FR WESTERN EUROPE 85.96
20 New Zealand NZ OCEANIA 85.95
21 Malta MT WESTERN EUROPE 85.20
22 Estonia EE BALTICS 84.72
23 Aland Islands AX WESTERN EUROPE 81.31
24 Canada CA NORTHERN AMERICA 79.96
25 Belgium BE WESTERN EUROPE 78.46

It is the fourth year of the assessment and the latest ranking uses data collected in the 12 months up to 30th June 2021 to evaluate internet speed by country.

 

References:

https://www.lightreading.com/optical-ip/fttx/gigabit-subscriptions-set-for-big-increase-next-year—omdia/a/d-id/774291

Ranked: countries with the fastest internet in the world

https://www.cable.co.uk/broadband/speed/worldwide-speed-league/

 

Heavy Reading: How network operators will deploy Open RAN and cloud native vRAN

Heavy Reading conducted an operator survey in association with Quanta Cloud Technology (QCT) to explore how and why operators are likely to deploy Open RAN. The data was collected in November 2021 and includes North American, European and Asian operator respondents in roughly equal proportions.

The first question in the survey that asked about the business justification for Open RAN.  Here’s the result:

The lead response is for “faster greater control of feature development” with 25%, just ahead of “increase vendor diversity” at 21%, and “new service and monetization opportunities” at 20%.

The absence of an overriding reason to pursue open RAN is consistent with previous Heavy Reading operator surveys. These results indicate the business case will be founded on an accumulation of benefits that will deliver value relative to a classic, single-vendor RAN. They also point to the view that open RAN has not yet found — or at least, has not yet proven — a compelling business justification and that this diversity of views reflects an ongoing search for a business case.

Note that cost savings at 6% of respondents, indicates lower cost is not really a business reason to deploy Open RAN. There are likely two explanations for this:

  1. Open RAN has a similar bill of materials to classic single-vendor RAN.  Ericsson and Nokia say Open RAN is more expensive than integrated, single vendor RAN.
  2. Operators in leading markets will not compromise on user experience simply to save a small percentage on RAN equipment costs.

With respect to cloud native vRAN (RAN software that is deployed in containers and centrally orchestrated)  the survey asked when operators plan to deploy a containerized Distributed Unit (DU) vRAN application in their commercial network.  21% of respondents said they are “deploying now,” and a further 34% “will deploy within 1 year.”

While this response this looks overly optimistic, containerized DU products are now available and are commercially deployed and operational. Heavy Reading expects deployment of this technology to scale quickly. So even if this data seems too optimistic on the timeline, it is a good indicator of sentiment among operators that are likely to already be positive on vRAN.

Network operators must deploy RAN software — either in virtual machines, containers or both — on cloud infrastructure. A key question is which software infrastructure platform to use?

The chart below shows three leading operator preferences:

For vRAN software suppliers and DU server vendors that want to help accelerate open vRAN deployments, the three main cloud environments to pre-integrate with appear to be Red Hat, Wind River and VMware.

These are well-known solutions in the telco cloud and core network, and it is logical operators will want to extend their existing telco cloud to the edge to support vRAN. An interesting third option also emerges from this data. Wind River, which offers cloud infrastructure software focused on smaller footprint edge devices that can be optimized for RAN applications, also scores highly at 31%. This is consistent with several Tier 1 operator vRAN deals that reference Wind River publicly.

To learn more about this Heavy Reading operator survey, register for the archived Light Reading webinar on Designing and Deploying Cloud Native Open RAN.

— Gabriel Brown, Principal Analyst, Heavy Reading

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A Red Hat survey found that communication service providers (CSPs) now realize the role and benefits of cloud-native network functions (CNFs) and container-based cloud platforms as the means to advance their infrastructures. Benefits include features and efficiency, automation, scalability, and flexibility that will help further lower overall costs. Respondents confirmed their rollout of 5G services would utilize container-based 5G infrastructure, with three-quarters of those respondents indicating the use of container-based platforms in over 25% of their networks by 2022.

In a recent report from Heavy Reading based on a survey of respondents from 77 CSPs, the steady uptick of service providers evolving their RAN has been significant, with the following observations:

  • 50% of service providers have deployed a vRAN in over a quarter of their network compared to the fourth quarter of 2019, when only 35% of respondents had achieved the same rollout.

  • vRAN deployment has doubled in service provider 4G-only networks and vRAN in service provider 5G-only networks has increased by 66% since the survey in Q4 of 2019.

  • By the end of 2023 , the above numbers are expected to be flipped, with the majority of service providers deploying vRAN into both their 4G and 5G networks and not 4G alone.

As service providers’ experience with network transformation grows, they are embracing horizontal cloud platforms over vertically integrated solutions. The increased flexibility provided by containers, coupled with automation, can take full advantage of horizontal platforms.

A common cloud-native application platform deployed across any footprint and any cloud provides a simplified operational model and allows greater choice of CNFs. This is important to fit service providers’ business needs and to deploy and scale where needed, so they can make future additions and changes more easily. A Kuberenetes-based platform offers other direct benefits for RAN workloads, such as reduced latency, higher throughput and precision timing.

In summary, service providers are evolving their RAN to deliver new 5G services that are adaptable, scalable and efficient. Successful vRAN deployments will build upon a telco-grade container platform solution that takes automation and flexibility to the next level. With that, disaggregated vRAN architectures can be optimized to deliver the lowest latency and highest performance.   This infrastructure needs to be a consistent cloud-native platform that can support multiple RAN functions and that spans the entire service provider network from edge to core to cloud.

Red Hat OpenShift is an application platform that not only boosts developer productivity but can orchestrate both containers and VMs in production environments. OpenShift helps simplify workflows and reduce overall total cost of ownership (TCO). As an answer to ever-changing marketplace demands, Red Hat’s extensive partner ecosystem provides choices to select software functions and hardware from multiple vendors, while accommodating present needs and anticipating those in the future.

References:

https://www.lightreading.com/open-ran/designing-and-deploying-cloud-native-open-ran/a/d-id/774302?

https://www.redhat.com/en/blog/adoption-evolved-vran-propels-network-enhancements

https://www.redhat.com/en/resources/virtualized-ran-insights-2021-analyst-paper

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