Nice presentation by Nokia talking about 5G network and radio enhancements such as 5G Quality of Service, Netowrk Slicing, Latency Reduction and architecture issue. Thanks Benoist for this and your work in 3GPP RAN2.
This document provides an overview of Ericsson's 5G NR-RAN Release for the fourth quarter of 2018. It describes the NR non-standalone architecture, including dual connectivity functionality and interfaces. It also covers topics like numerology, frame structure, deployment scenarios for mid-band and high-band spectrum, and transport functionality between the gNodeB and eNodeB.
Beginners: 5G Terminology (Updated - Feb 2019)3G4G
This document discusses 5G terminology and deployment options. It provides an overview of the evolution of mobile technology standards over time. It explains the differences between 4G LTE and 5G NR networks, as well as various options for non-standalone and standalone 5G network deployment and the migration strategies between these options. Key 5G concepts like gNBs, NG-RAN architecture and the 5G system architecture are also summarized.
Intermediate: 5G Applications Architecture - A look at Application Functions ...3G4G
In this tutorial we look at the 5G Applications architecture. We discuss 5G applications, application functions and application servers and how they fit together in a 5G Service Based Architecture
All our #3G4G5G slides and videos are available at:
Videos: https://www.youtube.com/3G4G5G
Slides: https://www.slideshare.net/3G4GLtd
5G Page: https://www.3g4g.co.uk/5G/
Free Training Videos: https://www.3g4g.co.uk/Training/
The document provides an introduction to 5G architecture and use cases. It discusses how 5G aims to support services with diverse requirements through enhanced mobile broadband, massive machine type communication, and ultra-reliable low latency communication. 5G will have several deployment scenarios including non-standalone using LTE infrastructure initially, and standalone 5G networks. The core network is expected to see the most radical innovation since 2G, moving to a cloud-native architecture with network slicing, separation of control and user plane, and network functions that can be deployed flexibly. The smart grid is presented as a challenging use case that may benefit from 5G capabilities such as low latency and connectivity of millions of devices.
Prof. Andy Sutton: 5G RAN Architecture Evolution - Jan 20193G4G
This presentation explores the evolution of GSM, UMTS and LTE radio access network architectures before a detailed review of the RAN architecture options for 5G. The functional decomposition of the 5G radio access network presents the network designer with many challenges with regards placement of RU, DU and CU nodes, all of which are discussed. The presentation concludes with a review of BT UK plans for 5G launch with a fully distributed RAN in support of an EN-DC architecture.
Presented by Professor Andy Sutton CEng FIET, Principal Network Architect, Architecture & Strategy, BT Technology at IET 5G - the Advent conference on 30 January 2019 | IET London: Savoy Place
*** SHARED WITH PERMISSION ***
The document provides guidance on network design for 5G non-standalone (NSA) networking. It recommends option 3X networking over option 3 to reduce dependence on existing networks and improve 5G capabilities. The design covers OM networking, gNodeB naming and numbering, timing synchronization, transmission networking including IP interconnection, bandwidth calculation and QoS. It also addresses transmission reliability and security design. The document aims to help network design, service and marketing departments in 5G network planning and telecom operators' network development.
The document discusses the open virtualized RAN (vRAN) ecosystem. It provides an overview of the ecosystem and its goals of accelerating adoption of open vRAN solutions. It describes traditional and evolving RAN architectures including centralized and virtualized RAN. It demonstrates early multi-vendor pre-5G and 5G SA proof of concept solutions using the open vRAN architecture. The demos show how the architecture enables new services through network slicing and edge computing. Finally, it discusses how the open vRAN ecosystem is accelerating the transition to software-defined mobile networks.
5G/NR wireless communication technology overview, architecture and its operating modes SA and NSA. Also an introduction to VoNR and other services overview of 5G network.
The key technologies of 5G namely MIMO and Network slicing are also explained.
This document provides an overview of Ericsson's 5G NR-RAN Release for the fourth quarter of 2018. It describes the NR non-standalone architecture, including dual connectivity functionality and interfaces. It also covers topics like numerology, frame structure, deployment scenarios for mid-band and high-band spectrum, and transport functionality between the gNodeB and eNodeB.
Beginners: 5G Terminology (Updated - Feb 2019)3G4G
This document discusses 5G terminology and deployment options. It provides an overview of the evolution of mobile technology standards over time. It explains the differences between 4G LTE and 5G NR networks, as well as various options for non-standalone and standalone 5G network deployment and the migration strategies between these options. Key 5G concepts like gNBs, NG-RAN architecture and the 5G system architecture are also summarized.
Intermediate: 5G Applications Architecture - A look at Application Functions ...3G4G
In this tutorial we look at the 5G Applications architecture. We discuss 5G applications, application functions and application servers and how they fit together in a 5G Service Based Architecture
All our #3G4G5G slides and videos are available at:
Videos: https://www.youtube.com/3G4G5G
Slides: https://www.slideshare.net/3G4GLtd
5G Page: https://www.3g4g.co.uk/5G/
Free Training Videos: https://www.3g4g.co.uk/Training/
The document provides an introduction to 5G architecture and use cases. It discusses how 5G aims to support services with diverse requirements through enhanced mobile broadband, massive machine type communication, and ultra-reliable low latency communication. 5G will have several deployment scenarios including non-standalone using LTE infrastructure initially, and standalone 5G networks. The core network is expected to see the most radical innovation since 2G, moving to a cloud-native architecture with network slicing, separation of control and user plane, and network functions that can be deployed flexibly. The smart grid is presented as a challenging use case that may benefit from 5G capabilities such as low latency and connectivity of millions of devices.
Prof. Andy Sutton: 5G RAN Architecture Evolution - Jan 20193G4G
This presentation explores the evolution of GSM, UMTS and LTE radio access network architectures before a detailed review of the RAN architecture options for 5G. The functional decomposition of the 5G radio access network presents the network designer with many challenges with regards placement of RU, DU and CU nodes, all of which are discussed. The presentation concludes with a review of BT UK plans for 5G launch with a fully distributed RAN in support of an EN-DC architecture.
Presented by Professor Andy Sutton CEng FIET, Principal Network Architect, Architecture & Strategy, BT Technology at IET 5G - the Advent conference on 30 January 2019 | IET London: Savoy Place
*** SHARED WITH PERMISSION ***
The document provides guidance on network design for 5G non-standalone (NSA) networking. It recommends option 3X networking over option 3 to reduce dependence on existing networks and improve 5G capabilities. The design covers OM networking, gNodeB naming and numbering, timing synchronization, transmission networking including IP interconnection, bandwidth calculation and QoS. It also addresses transmission reliability and security design. The document aims to help network design, service and marketing departments in 5G network planning and telecom operators' network development.
The document discusses the open virtualized RAN (vRAN) ecosystem. It provides an overview of the ecosystem and its goals of accelerating adoption of open vRAN solutions. It describes traditional and evolving RAN architectures including centralized and virtualized RAN. It demonstrates early multi-vendor pre-5G and 5G SA proof of concept solutions using the open vRAN architecture. The demos show how the architecture enables new services through network slicing and edge computing. Finally, it discusses how the open vRAN ecosystem is accelerating the transition to software-defined mobile networks.
5G/NR wireless communication technology overview, architecture and its operating modes SA and NSA. Also an introduction to VoNR and other services overview of 5G network.
The key technologies of 5G namely MIMO and Network slicing are also explained.
This document discusses trends, challenges, and solutions for mobile backhaul networks. It outlines the rapid bandwidth growth requirements for LTE, higher service demands including enterprise services and security, and increased O&M challenges. Huawei's LTEhaul 2.0 solution is presented as addressing these issues through features like proactive O&M, SDN virtualization, seamless multicast, and carrier-grade security. Specific technologies like eMBMS, small cell backhaul, Ethernet demarcation services, and IPSec solutions are also summarized.
An overview of 5G NR key technical features and enhancements for massive MIMO, mmWave, etc.
Presented by Yinan Qi, Samsung Electronics R&D Institute UK at Cambridge Wireless event Radio technology for 5G – making it work
*** SHARED WITH PERMISSION ***
Propelling 5G forward: a closer look at 3GPP Release-16Qualcomm Research
This presentation summarizes the 3GPP 5G NR Release 16 projects, including eMBB enhancements, unlicensed, sidelink, IAB, TSN, eURLLC, private networks, C-V2X, and more...
How to build high performance 5G networks with vRAN and O-RANQualcomm Research
5G networks are poised to deliver an unprecedented amount of data from a richer set of use cases than we have ever seen. This makes efficient networking in terms of scalability, cost, and power critical for the sustainable growth of 5G. Cloud technologies such as virtualization, containerization and orchestration are now powering a surge of innovation in virtualized radio access network (vRAN) infrastructure with modular hardware and software components, and standardized interfaces. While commercial off-the-shelf (COTS) hardware platforms provide the compute capacity for running vRAN software, hardware accelerators will also play a major role in offloading real-time and complex signal processing functions. Together, COTS platforms and hardware accelerators provide the foundation for building the intelligent 5G network and facilitate innovative new use cases with the intelligent wireless edge.
This second webinar discusses LTE Air Interface, the link between a mobile device and the network, and a fundamental driver of the quality of the network.
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable SolutionsRadisys Corporation
View these slides, presented by Prakash Siva, VP, Technology & Strategy, hosted by Intel Network Builders, around the subject of Mobile Edge Computing.
How will sidelink bring a new level of 5G versatility.pdfQualcomm Research
Today, the 5G system mainly operates on a network-to-device communication model, exemplified by enhanced mobile broadband use cases where all data transmissions are between the network (i.e., base station) and devices (e.g., smartphone). However, to fully deliver on the original 5G vision of supporting diverse devices, services, and deployment scenarios, we need to expand the 5G topology further to reach new levels of performance and efficiency.
That is why sidelink communication was introduced in 3GPP standards, designed to facilitate direct communication between devices, independent of connectivity via the cellular infrastructure. Beyond automotive communication, it also benefits many other 5G use cases such as IoT, mobile broadband, and public safety.
1) The document discusses 5G and its rapid rollout globally, with over 60 countries having launched commercial 5G networks by 2020 and over 170 countries having released national digital strategies emphasizing 5G and AI.
2) It outlines challenges around 5G deployment and building the 5G business ecosystem, and presents Huawei's solutions to address technical challenges through continuous innovation and help operators succeed in 5G business through ecosystem construction.
3) Huawei is committed to long-term technology leadership through the largest R&D investment in the industry and has developed 10 leading 5G product solutions to empower operators with 5G.
3GPP SON Series: Mobility Load Balancing (MLB)3G4G
This SON tutorial is part of the 3GPP Self-Organizing Networks series (#3GPPSONSeries). In this part we discuss the load balancing feature that was introduced as part of 3GPP Release-8 LTE. We also look at the enhancements in Release-9 and then the extension of this procedure to GSM (2G) and UMTS (3G) as part of Release-10.
All our #3G4G5G slides and videos are available at:
Videos: https://www.youtube.com/3G4G5G
Slides: https://www.slideshare.net/3G4GLtd
5G Page: https://www.3g4g.co.uk/5G/
Free Training Videos: https://www.3g4g.co.uk/Training/
SON Page: https://www.3g4g.co.uk/SON/
The document provides an overview of 3GPP 5G Core network architecture. Some key points:
- It defines a service-based architecture with network functions that expose capabilities via REST APIs.
- Control and user plane functions are separated for independent scalability. Functions are also modularized to enable network slicing.
- The 5G core network supports features like edge computing, network slicing, mobility management, and session management.
- It evolves from previous generations with a cloud-native design, virtualization, and exposure of capabilities via APIs.
The Modern Telco Network: Defining The Telco CloudMarco Rodrigues
This document discusses the modern telco network and the telco cloud. It begins by explaining why telcos need to move to a cloud model due to factors like IP transport commoditization and the customer experience. It then defines what a telco cloud is, highlighting its key properties like physical distribution, low latency, and seamless integration of data centers and networks. Requirements for the telco cloud are outlined, including the need to support various use cases and unique requirements of telco VNFs. Finally, a mobile use case is presented to demonstrate how a telco cloud could support functions like the EPC and provide orchestration across distributed infrastructure.
O-RAN is an approach to making radio access networks more open and interoperable. It uses open source software, standardized interfaces, and general purpose hardware to allow for innovation and flexibility compared to traditional monolithic and proprietary systems. The high-level design involves splitting the network functions into different units like Distributed Units and Centralized Units that can be deployed in various locations like at the edge of the network or in centralized data centers. Key use cases focus on allowing telecom operators to innovate and improve their networks as well as enabling new applications that require low latency edge computing capabilities.
5G operates in two frequency ranges: non-millimeter wave frequencies from 450 MHz to 7.125 GHz, and millimeter wave frequencies from 24.25 GHz to 52.6 GHz. However, most initial 5G deployments are using only the non-millimeter wave frequencies, as seen in countries like the UK, Switzerland, and Finland that have only implemented 5G in the lower frequency range so far. The US has taken a mixed approach with some networks using both non-millimeter wave and millimeter wave frequencies for 5G.
This document provides an overview of LTE functionalities and features. It begins with background on LTE development and standardization. It then describes the LTE network elements and interfaces, including the radio interface between UE and eNB. The document reviews the RRM framework and lists key RRM features, providing status updates on which features are ready in the current release or planned for future releases. It also includes roadmaps showing the planned features and timeline for LTE releases. The document appears to be an internal presentation on LTE technologies and the Nokia Siemens Networks product roadmap.
This document provides an agenda for a seminar on 5G physical layer technologies. It introduces 5G and compares it to 3G and 4G. It discusses OFDMA, MIMO, waveforms, numerology and frame structure, initial access and beam management, and bandwidth parts. The introduction gives an overview of 5G requirements and the OSI reference model. Later sections provide more details on these topics and their significance for 5G.
Begin your evolution with Ericsson’s new small cell solutions.
There is need for the multi-operator dots, multi-dot enclosure, and strand -mounted bracket. The complicated arrangements are made easier with Ericsson small cell solutions.
This document provides details on Ericsson's 5G training program for 2018, including an overview of course topics, learning levels, and individual course descriptions. The training program covers 5G fundamentals, core network topics like 5G EPC and virtualization, RAN topics like massive MIMO and beamforming, transport, and management/orchestration. Course durations range from video sessions to 5-day classroom instruction, and include both virtual and in-person learning options. Contact information is provided to learn more about Ericsson's training portfolio.
This document discusses optimization techniques for Voice over LTE (VoLTE) including segmentation, TTI bundling, and protocols. VoLTE uses IMS architecture with SIP, SDP and RTP protocols to provide high quality voice calls over LTE networks. Key techniques like radio link control (RLC) segmentation and transmission time interval (TTI) bundling help improve coverage for VoLTE users at the cell edge. The document provides an overview of VoLTE architecture and call flows as well as codecs, bearers and quality of service (QoS).
5G will connect virtually everything around us to transform a wide range of industries — manufacturing, automotive, logistics, and many more, and we are on track to make 5G NR — the global 5G standard — a commercial reality by 2019. However, this first phase of 5G mainly focuses on enhanced mobile broadband services, which will contribute to part of the total projected $12T 5G economy. 5G NR will continue to evolve in Release 16 and beyond to further expand 5G’s reach to new devices, services, and ecosystem players.
The document discusses mobility management in LTE networks. It covers connected mode mobility including an overview of mobility triggers and handover thresholds, measurement configuration, intra-frequency handovers, inter-frequency handovers, and inter-RAT handovers. It also discusses idle mode mobility including system information blocks and cell selection procedures for intra-frequency, inter-frequency, and inter-RAT mobility. The presentation provides details on the different mobility management procedures and configuration parameters in LTE networks.
NovoNet Vision and Operators' Perspective for ONAPITU
1) The document discusses China Mobile's future network vision called NovoNet and ONAP's vision and perspective from operators.
2) NovoNet envisions reconstructing network infrastructure, functions, and operations through technologies like NFV, SDN, and network slicing.
3) ONAP aims to be the global automation platform for network, infrastructure, and services across industries through open source components and reducing manual processes in virtualized environments like 5G.
4) The document provides details on NovoNet and ONAP goals to transform networks through virtualization, centralization, programmability, and automation.
This document provides an overview of 5G technology and its advantages over 4G LTE. It discusses the different 5G use cases like enhanced mobile broadband, massive IoT, and critical communications. It describes the evolution of radio technology including the use of new spectrum bands and massive MIMO. It also covers network architecture aspects such as centralized RAN deployments and functional splits between centralized and distributed units. The document is intended as a tutorial for IP engineers to understand 5G network capabilities and requirements.
This document discusses trends, challenges, and solutions for mobile backhaul networks. It outlines the rapid bandwidth growth requirements for LTE, higher service demands including enterprise services and security, and increased O&M challenges. Huawei's LTEhaul 2.0 solution is presented as addressing these issues through features like proactive O&M, SDN virtualization, seamless multicast, and carrier-grade security. Specific technologies like eMBMS, small cell backhaul, Ethernet demarcation services, and IPSec solutions are also summarized.
An overview of 5G NR key technical features and enhancements for massive MIMO, mmWave, etc.
Presented by Yinan Qi, Samsung Electronics R&D Institute UK at Cambridge Wireless event Radio technology for 5G – making it work
*** SHARED WITH PERMISSION ***
Propelling 5G forward: a closer look at 3GPP Release-16Qualcomm Research
This presentation summarizes the 3GPP 5G NR Release 16 projects, including eMBB enhancements, unlicensed, sidelink, IAB, TSN, eURLLC, private networks, C-V2X, and more...
How to build high performance 5G networks with vRAN and O-RANQualcomm Research
5G networks are poised to deliver an unprecedented amount of data from a richer set of use cases than we have ever seen. This makes efficient networking in terms of scalability, cost, and power critical for the sustainable growth of 5G. Cloud technologies such as virtualization, containerization and orchestration are now powering a surge of innovation in virtualized radio access network (vRAN) infrastructure with modular hardware and software components, and standardized interfaces. While commercial off-the-shelf (COTS) hardware platforms provide the compute capacity for running vRAN software, hardware accelerators will also play a major role in offloading real-time and complex signal processing functions. Together, COTS platforms and hardware accelerators provide the foundation for building the intelligent 5G network and facilitate innovative new use cases with the intelligent wireless edge.
This second webinar discusses LTE Air Interface, the link between a mobile device and the network, and a fundamental driver of the quality of the network.
Getting to the Edge – Exploring 4G/5G Cloud-RAN Deployable SolutionsRadisys Corporation
View these slides, presented by Prakash Siva, VP, Technology & Strategy, hosted by Intel Network Builders, around the subject of Mobile Edge Computing.
How will sidelink bring a new level of 5G versatility.pdfQualcomm Research
Today, the 5G system mainly operates on a network-to-device communication model, exemplified by enhanced mobile broadband use cases where all data transmissions are between the network (i.e., base station) and devices (e.g., smartphone). However, to fully deliver on the original 5G vision of supporting diverse devices, services, and deployment scenarios, we need to expand the 5G topology further to reach new levels of performance and efficiency.
That is why sidelink communication was introduced in 3GPP standards, designed to facilitate direct communication between devices, independent of connectivity via the cellular infrastructure. Beyond automotive communication, it also benefits many other 5G use cases such as IoT, mobile broadband, and public safety.
1) The document discusses 5G and its rapid rollout globally, with over 60 countries having launched commercial 5G networks by 2020 and over 170 countries having released national digital strategies emphasizing 5G and AI.
2) It outlines challenges around 5G deployment and building the 5G business ecosystem, and presents Huawei's solutions to address technical challenges through continuous innovation and help operators succeed in 5G business through ecosystem construction.
3) Huawei is committed to long-term technology leadership through the largest R&D investment in the industry and has developed 10 leading 5G product solutions to empower operators with 5G.
3GPP SON Series: Mobility Load Balancing (MLB)3G4G
This SON tutorial is part of the 3GPP Self-Organizing Networks series (#3GPPSONSeries). In this part we discuss the load balancing feature that was introduced as part of 3GPP Release-8 LTE. We also look at the enhancements in Release-9 and then the extension of this procedure to GSM (2G) and UMTS (3G) as part of Release-10.
All our #3G4G5G slides and videos are available at:
Videos: https://www.youtube.com/3G4G5G
Slides: https://www.slideshare.net/3G4GLtd
5G Page: https://www.3g4g.co.uk/5G/
Free Training Videos: https://www.3g4g.co.uk/Training/
SON Page: https://www.3g4g.co.uk/SON/
The document provides an overview of 3GPP 5G Core network architecture. Some key points:
- It defines a service-based architecture with network functions that expose capabilities via REST APIs.
- Control and user plane functions are separated for independent scalability. Functions are also modularized to enable network slicing.
- The 5G core network supports features like edge computing, network slicing, mobility management, and session management.
- It evolves from previous generations with a cloud-native design, virtualization, and exposure of capabilities via APIs.
The Modern Telco Network: Defining The Telco CloudMarco Rodrigues
This document discusses the modern telco network and the telco cloud. It begins by explaining why telcos need to move to a cloud model due to factors like IP transport commoditization and the customer experience. It then defines what a telco cloud is, highlighting its key properties like physical distribution, low latency, and seamless integration of data centers and networks. Requirements for the telco cloud are outlined, including the need to support various use cases and unique requirements of telco VNFs. Finally, a mobile use case is presented to demonstrate how a telco cloud could support functions like the EPC and provide orchestration across distributed infrastructure.
O-RAN is an approach to making radio access networks more open and interoperable. It uses open source software, standardized interfaces, and general purpose hardware to allow for innovation and flexibility compared to traditional monolithic and proprietary systems. The high-level design involves splitting the network functions into different units like Distributed Units and Centralized Units that can be deployed in various locations like at the edge of the network or in centralized data centers. Key use cases focus on allowing telecom operators to innovate and improve their networks as well as enabling new applications that require low latency edge computing capabilities.
5G operates in two frequency ranges: non-millimeter wave frequencies from 450 MHz to 7.125 GHz, and millimeter wave frequencies from 24.25 GHz to 52.6 GHz. However, most initial 5G deployments are using only the non-millimeter wave frequencies, as seen in countries like the UK, Switzerland, and Finland that have only implemented 5G in the lower frequency range so far. The US has taken a mixed approach with some networks using both non-millimeter wave and millimeter wave frequencies for 5G.
This document provides an overview of LTE functionalities and features. It begins with background on LTE development and standardization. It then describes the LTE network elements and interfaces, including the radio interface between UE and eNB. The document reviews the RRM framework and lists key RRM features, providing status updates on which features are ready in the current release or planned for future releases. It also includes roadmaps showing the planned features and timeline for LTE releases. The document appears to be an internal presentation on LTE technologies and the Nokia Siemens Networks product roadmap.
This document provides an agenda for a seminar on 5G physical layer technologies. It introduces 5G and compares it to 3G and 4G. It discusses OFDMA, MIMO, waveforms, numerology and frame structure, initial access and beam management, and bandwidth parts. The introduction gives an overview of 5G requirements and the OSI reference model. Later sections provide more details on these topics and their significance for 5G.
Begin your evolution with Ericsson’s new small cell solutions.
There is need for the multi-operator dots, multi-dot enclosure, and strand -mounted bracket. The complicated arrangements are made easier with Ericsson small cell solutions.
This document provides details on Ericsson's 5G training program for 2018, including an overview of course topics, learning levels, and individual course descriptions. The training program covers 5G fundamentals, core network topics like 5G EPC and virtualization, RAN topics like massive MIMO and beamforming, transport, and management/orchestration. Course durations range from video sessions to 5-day classroom instruction, and include both virtual and in-person learning options. Contact information is provided to learn more about Ericsson's training portfolio.
This document discusses optimization techniques for Voice over LTE (VoLTE) including segmentation, TTI bundling, and protocols. VoLTE uses IMS architecture with SIP, SDP and RTP protocols to provide high quality voice calls over LTE networks. Key techniques like radio link control (RLC) segmentation and transmission time interval (TTI) bundling help improve coverage for VoLTE users at the cell edge. The document provides an overview of VoLTE architecture and call flows as well as codecs, bearers and quality of service (QoS).
5G will connect virtually everything around us to transform a wide range of industries — manufacturing, automotive, logistics, and many more, and we are on track to make 5G NR — the global 5G standard — a commercial reality by 2019. However, this first phase of 5G mainly focuses on enhanced mobile broadband services, which will contribute to part of the total projected $12T 5G economy. 5G NR will continue to evolve in Release 16 and beyond to further expand 5G’s reach to new devices, services, and ecosystem players.
The document discusses mobility management in LTE networks. It covers connected mode mobility including an overview of mobility triggers and handover thresholds, measurement configuration, intra-frequency handovers, inter-frequency handovers, and inter-RAT handovers. It also discusses idle mode mobility including system information blocks and cell selection procedures for intra-frequency, inter-frequency, and inter-RAT mobility. The presentation provides details on the different mobility management procedures and configuration parameters in LTE networks.
NovoNet Vision and Operators' Perspective for ONAPITU
1) The document discusses China Mobile's future network vision called NovoNet and ONAP's vision and perspective from operators.
2) NovoNet envisions reconstructing network infrastructure, functions, and operations through technologies like NFV, SDN, and network slicing.
3) ONAP aims to be the global automation platform for network, infrastructure, and services across industries through open source components and reducing manual processes in virtualized environments like 5G.
4) The document provides details on NovoNet and ONAP goals to transform networks through virtualization, centralization, programmability, and automation.
This document provides an overview of 5G technology and its advantages over 4G LTE. It discusses the different 5G use cases like enhanced mobile broadband, massive IoT, and critical communications. It describes the evolution of radio technology including the use of new spectrum bands and massive MIMO. It also covers network architecture aspects such as centralized RAN deployments and functional splits between centralized and distributed units. The document is intended as a tutorial for IP engineers to understand 5G network capabilities and requirements.
Soldani_ZINNOV_The path from LTE-A to 5G_Final_RevisedDr. David Soldani
1) LTE-Advanced Pro brings early 5G capabilities like higher data rates, lower latency, and support for new services. It utilizes technologies such as carrier aggregation, massive MIMO, and Mobile Edge Computing.
2) Nokia demonstrated 5G vehicle-to-vehicle and vehicle-to-infrastructure communications using LTE and Mobile Edge Computing on a test network. This showed latencies below 20ms for safety applications.
3) 5G will utilize both sub-6GHz and mmWave spectrum bands to provide over 10Gbps data rates, 1ms latency, and support over 1 million devices per square kilometer. It will enable new use cases requiring ultra-low latency like autonomous driving.
The document provides an overview of LTE architecture and protocols. It describes the standardization landscape, LTE network architecture including elements like eNodeB, MME, S-GW and P-GW. It explains the user plane, control plane and management plane protocols in LTE. Specifically, it details the protocol stacks for each plane and the interfaces between different network elements like S1, S6a and X2. Finally, it discusses protocol overhead calculations in LTE.
Juha Oravainen, Nokia, Tapio Tallgren, Nokia
In the future factory robots will communicate wirelessly and cars on the highways will exchange the information with each other. This requires extremely low latency mobile networks, known as 5G. This network will run on telco grade cloud platforms of which OPNFV is one example.
The first cloud radio access networks have already been deployed to operators. More is needed with future technologies/networks as more functionalities will be moved to the cloud. This talk tells what is needed to overcome low latency and high availability challenges with cloud platforms. At Nokia we are continuously evaluating the latest OPNFV SW on Nokia HW with radio VNFs to guarantee interoperability with open source components.
5 maximazing networkcapacity_v4-jorge_alvaradoSSPI Brasil
This document discusses how to maximize network capacity through bandwidth optimization and data compression techniques. It provides an agenda that covers defining wireless link optimization, maximizing network capacity for internet access, VPN networks, UDP traffic, corporate applications, and cellular backhaul. Specific scenarios and case studies are presented where XipLink's optimization solutions have reduced bandwidth usage by 18-60% for various application types including internet, VPNs, VoIP, video surveillance, and file transfers. The solutions provide a typical return on investment of less than 4 months.
LTE and DPI technologies are essential for managing mobile broadband networks due to increasing bandwidth demands outpacing supply growth. DPI allows for prioritization of real-time traffic like voice and video, security measures, and new revenue opportunities through traffic analysis and service differentiation. It provides a "smart pipe" for optimized network efficiency and subscriber services. Rapid adoption of smartphones, internet video, and mobile applications is driving network traffic growth that LTE and DPI solutions can help address.
The document discusses the transition from 3G to LTE networks. It notes that data usage is growing significantly, placing pressure on networks. LTE aims to address this through a flat IP-based architecture, improved spectral efficiency from technologies like OFDMA and MIMO, and scalable bandwidth deployment. This will allow higher throughput and lower latency comparable to DSL, helping support new multimedia services and enriched user experiences with seamless connectivity at high speeds. Network operators can benefit from reduced costs per megabyte of traffic and a simpler architecture allowing flat-rate pricing plans.
Dr David Soldani : Leading the disruptions | Zinnov Confluence '16 MunichZinnov
Keynote delivered by David Soldani, Global Head 5G Technology, Nokia
Introduction of the most important use cases, within the three agreed usage scenarios, and spotlights on different regions. Why Nokia is the right choice for carriers and enterprises, and disclose the fundamental enabling technologies towards a new digital revolution. The talk concludes with an overview of global 5G plans and milestones, with special focus on the 3GPP standardization framework.
5G aims to enable new services through high bandwidth, low latency connectivity. However, some claimed 5G requirements like 100% coverage and five 9's reliability are not actually specified by standards bodies. Realizing 5G's full capabilities will require deploying new cellular infrastructure and upgrading backhaul networks. While 5G introduces innovations in areas like network slicing and mobile edge computing, integrating with web and application communities will depend on 3GPP defining interfaces and networks being upgraded, which can take significant time.
5G in Brownfield how SDN makes 5G Deployments WorkLumina Networks
This document summarizes an open source networking group meetup about 5G and brownfield networks. It discusses how 5G will utilize distributed micro data centers and container networking to deploy services. It also explains how an open source central controller using projects like OpenStack and OpenDaylight can provide orchestration, service paths, and abstraction of network elements. Finally, it provides examples of how container networking and an open source SDN controller can help establish service paths and enable the deployment of 5G in hybrid brownfield environments.
Minimizing network delay or latency is a critical factor in delivering mobile broadband services; businesses and users expect network response will be close to instantaneous. Excess latency can have a profound effect on user experience—from excess delay during a simple phone conversation, reducing throughput at edge of cell coverage areas by reducing effectiveness of RAN optimization techniques, to slow- loading webpages and delays with streaming video. Response delays negatively impact revenue. In financial institutions, low latency networks have become a competitive advantage where even a few extra microseconds, can enable trades to execute ahead of the competition.
The direct correlation between delay and revenue in the web browsing experience is well documented. Amazon famously claimed that every 100 millisecond reduction in delay led to a one percent increase in sales. Google also stated that for every half second delay, it saw a 20 percent reduction in traffic.
For LTE network operators, control of latency is growing in importance as both an operational and business issue. Low latency is not only critical to maintaining the quality user experience (and therefore, the operator competitive advantage) of growing social, M2M, and real-time services, but latency reduction is fundamental to meeting the capacity expectations of LTE-A, where latency budgets will be cut in half and X2 will need to perform at microsecond speed.
Total network latency is the sum of delay from all the network components, including air interface, the processing, switching, and queuing of all network elements (core and RAN) along the path, and the propagation delay in the links. With ever tightening latency expectations, the relative contribution of any individual network element, such as a security gateway, must be minimized. For example, when latency budgets were targeting 150ms, a network node providing packet processing at 250μs was only adding 0.17% to the budget. However, in LTE-A, with latency targets slashed to 10ms, that same network node will consume almost 15x more of the budget. More important, when placed on the S1 with a target of only 1ms, 250 μs is 25% of the entire S1 latency allocation, and endangers meeting the microsecond latency needed at the X2. Clearly, operators need to apply stringent latency requirements for all network nodes, when designing LTE and LTE-A networks.
JAGUAR7000, a mobile caching system.
JAGUAR7000 does chunk caching to save the bandwidth of mobile backhaul and object caching to decrease latency.
from partner link: http://www.ngt-tech.com/jaguar-7000/
SCF Technologies for Densification (Introduction)Small Cell Forum
The document provides an agenda for the Densification Summit in Mumbai on October 5, 2017. The agenda includes sessions on technologies for densification such as CloudRAN, RAN virtualization using Mobile CORD, edge computing perspectives from Nokia and Quortus, and orchestration of densification. Case studies will be presented on these topics. Prabhakar Chitrapu will give an opening presentation on SCF technology and 5G past, present and future. Requirements and actions will be discussed with Jio and SCF.
5G network architecture will include new functional blocks and interfaces defined by 3GPP. There are several options for deploying 5G, including standalone and non-standalone modes. When adding 5G to an existing multi-RAT site, backhaul capacity will need to be increased to at least 10Gbps to support 5G capabilities like massive MIMO and wider channel bandwidths. Migration from EPC to the new 5G core (NGCN) will require interworking between the networks during transition.
Latency Considerations in LTE: Implications to Security GatewayTerry Young
This white paper discusses latency considerations for LTE and LTE-Advanced networks. Latency requirements are becoming more stringent over time. LTE-A targets latency of 10ms or less, with 1ms or less required for the X2 interface to support new optimization techniques. Higher latency can negatively impact user experience through slower page loads and reduced throughput. It can also result in lost revenue for online businesses. Any network element must minimize its contribution to overall latency in order to meet budgets. Low-latency solutions like the Stoke Security eXchange are important for meeting stringent LTE-A requirements.
Still NR Rel.15 was primarily designed for high frequency, high throughput small and mid-range communication systems mostly in dense urban and urban macro environments. In our view, this leaves out a large number of poorly connected populations that live in rural areas without viable solution even for basic broadband communication. We want to address this issue in the NR Rel.17 RAN1 work item on coverage enhancement. Discussion will start tonight in the 3GPP RAN1 e-meeting.
This document discussed open issues regarding coverage in long-distance scenarios. In addition, this document illustrates the baseline coverage performance of extreme long–range rural scenarios for FR1 700 MHz both in DL and UL based on system-level simulations.
Final Performance Evaluation of 3GPP NR eMBB within 5G-PPP consortiumEiko Seidel
The document summarizes simulation results evaluating whether 3GPP NR (5G New Radio) technology meets the ITU-R 5G performance targets. Simulations were conducted for different scenarios like indoor hotspot, dense urban, and rural environments. Key findings include:
- In dense urban scenarios at 4GHz, the minimum requirements for user experience data rate and spectral efficiency were met. However, at 30GHz the requirements could not be fulfilled due to insufficient outdoor-to-indoor coverage.
- Minimum requirements were generally met across scenarios, except for some cases using high frequencies like 30GHz where outdoor-to-indoor links were infeasible.
- Area traffic capacity requirements for indoor hotspots were exceeded in
Motivation and results coverage enhancment for 3GPP NR Rel.17 Eiko Seidel
In this paper we would like to emphasize once again the need to look at large coverage scenarios for 5G NR and express our support for the creation of a Rel.17 work item. Furthermore, we provide first system-level simulation results to further motivate work on coverage enhancements and prove our commitment to contribute to a study item in the working groups in Rel.17 with independent performance evaluation.
3GPP RAN plenary meeting #84 in Newport Beach, US, in June 2019, discussed the content of 5G New Radio (5G-NR) Release 17 standardization. One of the defined key areas for 5G enhancements for 5G enhancements is NR Broadcast / Multicast (BC/MC). Important use cases for this technology are NR Vehicle-to-Everything (V2X), NR Public Safety and NR Non-Terrestrial Networks (NTN). This white paper proposes a mechanism of link adaptation in coordination with higher layer Error Correction. A detailed description and system-level simulation-based evaluation of the proposed scheme is provided in this White Paper.
Evaluation of 5G Data Duplication for URLLC - Nomor Reseach GmbHEiko Seidel
As you might know Data Duplication can be used in combination of Carrier Aggregation or Dual Connectivity to increase reliability for services such as URLLC. Enclosed a paper of my colleague Dr. Volker Pauli with 5G system/protocol level simulation results for different scenarios for a CU/DU split architecture. Packet loss rates of 10-5 are feasible for URLLC within restricted service areas.
Status of 3GPP NR Rel.16 NR bands and band combinationsEiko Seidel
In this package, a list of the completed Rel.16 bands and band combinations up to March 2019 based on each CR and status report of each related work item is provided. The list are mainly for information.
Source: 3GPP RAN Plenary #83 Shenzhen, China, March 18th-21st, 2019
A Flexible Network Architecture for 5G SystemsEiko Seidel
In this paper, we define a flexible, adaptable, and programmable architecture for 5Gmobile networks, taking into consideration the requirements, KPIs, and the current gaps in the literature, based on three design fundamentals: (i) split of user and control plane, (ii) service-based architecturewithin the core network (in line with recent industry and standard consensus), and (iii) fully flexible support of E2E slicing via per-domain and cross-domain optimisation, devising inter-slice control and management functions, and refining the behavioural models via experiment-driven optimisation.The proposed architecture model further facilitates the
realisation of slices providing specific functionality, such as network resilience, security functions, and network elasticity. The proposed architecture consists of four different layers identified as network layer, controller layer, management and orchestration layer, and service layer. A key contribution of this paper is the definition of the role of each layer, the relationship between layers, and the identification of the required internal modules within each of the layers. In particular, the proposed architecture extends the reference architectures proposed in the Standards Developing Organisations like 3GPP and ETSI, by building on these while addressing several gaps identified within the corresponding baseline models. We additionally present findings, the design guidelines, and evaluation studies on a selected set of key concepts identified to enable flexible cloudification of the protocol stack, adaptive network slicing, and inter-slice control and management.
Overview 5G NR Radio Protocols by Intel Eiko Seidel
Very nice overview of the 5G Radio Interface protocol as defined by 3GPP in NR Rel.15. The document was submitted to the 3GPP workshop on ITU submission in Brussels on Oct 24, 2018.
Towards achieving-high-performance-in-5g-mobile-packet-cores-user-plane-functionEiko Seidel
White Paper Intel SK Telekom
This paper presents the architecture for a user plane function (UPF) in the mobile packet core (MPC) targeting 5G deployments.
3GPP Activity towards IMT-2020, G. Romano, TIM, Workshop on IMT-2020 Munich o...Eiko Seidel
IWP 5D host a workshop on IMT-2020 on Oct 4, 2017 in Munich, Germany. This presentation outlines the 3GPP activities towards a IMT-2020 submission to ITU.
Source: http://www.itu.int and http://www.3gpp.org
3GPP Standards for the Internet-of-ThingsEiko Seidel
Presenation by 3GPP RAN3 Chairman - Philippe Reininger - at the IoT Business & Technologies Congress (November 30, in Singapore). Main topics are eMTC, NB-IOT and EC-GSM-IoT as completed in 3GPP Release 13 and enhanced in Release 14
Status 3GPP LTE-V2X work item on vehicular communication - Sept 2016 Eiko Seidel
3GPP started to work on developing functionality to provide enhancements specific for vehicular communications both in terms of direct communication between vehicles, and vehicles to pedestrian/infrastructure, and cellular communications with networks. This document summarizes the status of the V2X work in 3GPP.
source: www.3gpp.org - TDoc RP-161788
AT&T View on LTE to 5G Network Migration Eiko Seidel
AT&T proposes a three step approach to evolving 5G architecture from early deployment to more mature phases:
1) Early 5G deployment using Phase 1 Option 3 architecture.
2) Phase 1 evolution to Option 7 architecture while still supporting Option 3, through software upgrades.
3) Phase 2 evolution to Option 2/4 architecture while still supporting Options 3 and 7, with specifications that allow different architectures to coexist.
Overview 5G Architecture Options from Deutsche TelekomEiko Seidel
At 3GPP RAN#72 5G Architecture discussion took place. This document lists all options that are under discussion.
Source: RP-161266 at RAN#72 Deutsche Telekom
3GPP Newsletter: Status 5G Architecture Study in 3GPP SA2Eiko Seidel
The System and Service Aspects – Architecture group (SA2) of 3GPP has a dedicated study item for the study of the next generation networks. It is expected that this work will form the basis of the system architecture for the future 5G networks. Within SA2 group, regular meetings and discussions are held to discuss the progress of this study item. NoMoR Research follows these activities. This report presents a condensed summary of the earlier mentioned study item, including the latest updates from the most recent meeting held in Vienna, Austria from 11th – 14th July, 2016.
5G New Radio Timeline after RAN#72 RP-161253Eiko Seidel
Discussion about the 5G timeline and content took place at the RAN#72 meeting in Busan in June 2016. This document is a summary that was endorsed by the RAN plenary.
5G RAN - Split of Functions between Central and Distributed UnitEiko Seidel
R3-161285 from 3GPP TSG RAN WG3 Meeting #92 in Nanjing, China, 23 - 27 May 2016
Source: Deutsche Telekom, Orange, T-Mobile US, Telstra, SK Telecom
See: www.3gpp.org
The document shares some practical considerations from an operator viewpoint with the aim to aid the discussions to find reasonable functional split options between central and distributed unit for the NR.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Pushing the limits of ePRTC: 100ns holdover for 100 daysAdtran
At WSTS 2024, Alon Stern explored the topic of parametric holdover and explained how recent research findings can be implemented in real-world PNT networks to achieve 100 nanoseconds of accuracy for up to 100 days.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
Enchancing adoption of Open Source Libraries. A case study on Albumentations.AIVladimir Iglovikov, Ph.D.
Presented by Vladimir Iglovikov:
- https://www.linkedin.com/in/iglovikov/
- https://x.com/viglovikov
- https://www.instagram.com/ternaus/
This presentation delves into the journey of Albumentations.ai, a highly successful open-source library for data augmentation.
Created out of a necessity for superior performance in Kaggle competitions, Albumentations has grown to become a widely used tool among data scientists and machine learning practitioners.
This case study covers various aspects, including:
People: The contributors and community that have supported Albumentations.
Metrics: The success indicators such as downloads, daily active users, GitHub stars, and financial contributions.
Challenges: The hurdles in monetizing open-source projects and measuring user engagement.
Development Practices: Best practices for creating, maintaining, and scaling open-source libraries, including code hygiene, CI/CD, and fast iteration.
Community Building: Strategies for making adoption easy, iterating quickly, and fostering a vibrant, engaged community.
Marketing: Both online and offline marketing tactics, focusing on real, impactful interactions and collaborations.
Mental Health: Maintaining balance and not feeling pressured by user demands.
Key insights include the importance of automation, making the adoption process seamless, and leveraging offline interactions for marketing. The presentation also emphasizes the need for continuous small improvements and building a friendly, inclusive community that contributes to the project's growth.
Vladimir Iglovikov brings his extensive experience as a Kaggle Grandmaster, ex-Staff ML Engineer at Lyft, sharing valuable lessons and practical advice for anyone looking to enhance the adoption of their open-source projects.
Explore more about Albumentations and join the community at:
GitHub: https://github.com/albumentations-team/albumentations
Website: https://albumentations.ai/
LinkedIn: https://www.linkedin.com/company/100504475
Twitter: https://x.com/albumentations
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
“An Outlook of the Ongoing and Future Relationship between Blockchain Technologies and Process-aware Information Systems.” Invited talk at the joint workshop on Blockchain for Information Systems (BC4IS) and Blockchain for Trusted Data Sharing (B4TDS), co-located with with the 36th International Conference on Advanced Information Systems Engineering (CAiSE), 3 June 2024, Limassol, Cyprus.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfMalak Abu Hammad
Discover how MongoDB Atlas and vector search technology can revolutionize your application's search capabilities. This comprehensive presentation covers:
* What is Vector Search?
* Importance and benefits of vector search
* Practical use cases across various industries
* Step-by-step implementation guide
* Live demos with code snippets
* Enhancing LLM capabilities with vector search
* Best practices and optimization strategies
Perfect for developers, AI enthusiasts, and tech leaders. Learn how to leverage MongoDB Atlas to deliver highly relevant, context-aware search results, transforming your data retrieval process. Stay ahead in tech innovation and maximize the potential of your applications.
#MongoDB #VectorSearch #AI #SemanticSearch #TechInnovation #DataScience #LLM #MachineLearning #SearchTechnology