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_session-21-nfv-network-function-virtualization-concept-in-open-ran.jpg "In this session, we'll explore the fundamental concepts of NFV (Network Function Virtualization) in the context of Open RAN. We'll delve into the orchestration of virtualized network functions, the role of NFV Management and Virtualization, and how these elements work together to transform traditional network architectures.<br/><br/>Understanding NFV in Open RAN:<br/><br/>NFV Fundamentals: Delve into the core principles of NFV, where traditional hardware-based network functions are replaced with software-based virtual instances, driving agility and scalability.<br/>Essential Components: Learn about the critical components of NFV architecture, including Virtual Network Functions (VNFs), NFV Infrastructure (NFVI), and the NFV Management and Orchestration (MANO) layer.<br/>Benefits of NFV: Explore how NFV optimizes resource utilization, accelerates service deployment, and reduces operational costs, fostering a more adaptable and responsive network ecosystem.<br/>NFV Applications in Open RAN: Understand the pivotal role of NFV in Open RAN, enabling the virtualization of RAN functions and facilitating the seamless deployment of new services.<br/><br/>Understanding NFV and Orchestration:<br/>NFV is a technology that virtualizes network functions traditionally performed by dedicated hardware. Orchestration is the automated arrangement, coordination, and management of these virtualized network functions to enable efficient network operation.<br/><br/>NFV Management and Virtualization (NFVM):<br/>NFVM is a key component of NFV architecture that manages the lifecycle of virtualized network functions. It handles tasks such as instantiation, monitoring, scaling, and termination of virtualized functions.<br/><br/>Orchestration Function:<br/>Orchestration in NFV involves coordinating the deployment and interconnection of virtualized network functions according to service requirements. It ensures that network resources are allocated efficiently and dynamically based on demand.<br/><br/>Conclusion:<br/>NFV and orchestration play a crucial role in the evolution of Open RAN, enabling operators to build agile, scalable, and cost-effective networks. Understanding these concepts is essential for anyone involved in the design, deployment, or management of modern telecom networks.<br/><br/><br/>Subscribe to \")
⏲ 6:31 👁 15K
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.jpg "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
⏲ 5:55 👁 10K
_city-transport-simulator-tram-early-access-teaser.jpg "City Transport Simulator Tram - Early Access Teaser from nthurston skyward family access")
⏲ 0:23 👁 160K
_cybercrime-kingpin-arrested-for-running-possibly-the-world39s-largest-botnet-affecting-more-than-19-million-computers.jpg "Authorities have arrested a Chinese national named Yunhe Wang for allegedly running what could be the world's largest cybercrime botnet. Wang is alleged to have controlled over 19 million infected computers in nearly 200 countries through his botnet for nearly a decade, selling access to cyber criminals. Those cyber criminals used the botnet for identity theft, child exploitation, financial fraud, and pandemic relief fraud, causing nearly $6 billion in estimated losses. Wang is alleged to have made at least $99 million by reselling access to the botnet for criminal purposes.")
⏲ 0:37 👁 225K
_path-of-exile-2-early-access-trailer-124-state-of-play-2024.jpg "Il gioco entrerà in Early Access su PlayStation 5, Xbox Series X/S e PC a fine 2024<br/><br/>#StateOfPlay")
⏲ 2:0 👁 215K
_soulmask-how-to-get-stone-tools-early-access.jpg "Soulmask is a survival game that is in the Early Access mode. This video is for those new to the game and who would like to know how to craft stone tools. FYI... I am slowly moving my videos from YouTube to Dailymotion, so, please check them out. If you like the videos or they help you, please consider supporting the channel simply by following it. The follow button is under the Users tab. Thank You and Happy Gaming.")
⏲ 1:31 👁 5K
_session-19-introduction-to-ric-radio-intelligent-controller-in-open-ran-and-use-cases.jpg "Introduction:<br/>In this session, we'll introduce the RAN Intelligent Controller (RIC) and explore its role in enhancing network capabilities. We'll also discuss two examples highlighting the use of RIC in Open RAN scenarios.<br/><br/>Introduction to RIC:<br/>The RAN Intelligent Controller (RIC) is a key component in Open RAN architecture, providing intelligent control and optimization capabilities to the RAN. RIC can be classified into Near Real-Time RIC (NRT-RIC) and Non-Real-Time RIC (Non-RT-RIC), each serving specific functions within the network.<br/><br/>Example 1: RAN Slice for Enterprise Customer:<br/>We'll illustrate how NRT-RIC and Non-RT-RIC can facilitate the creation of RAN slices to cater to enterprise customers. For instance, consider an enterprise customer who has subscribed to services guaranteeing 50Mbps throughput for their users using various XAPPs (e.g., XRAN, XHSS, etc.). NRT-RIC can dynamically allocate resources and prioritize traffic in near real-time to meet the throughput requirements of these XAPPs, ensuring a reliable and high-performance connection for enterprise users. On the other hand, Non-RT-RIC can perform more complex and resource-intensive optimization tasks that do not require immediate action, such as long-term network planning and policy configuration.<br/><br/>Example 2: Power Control using RIC Apps (RApps):<br/>We'll discuss another example focusing on power control using RIC Apps (RApps). RIC can leverage RApps to manage power usage in the RAN, optimizing energy consumption without compromising network performance. For instance, RIC can dynamically adjust transmit power levels based on traffic load and coverage requirements, leading to more efficient power utilization across the network.<br/><br/>Conclusion:<br/>RIC plays a crucial role in enabling dynamic and intelligent control of the RAN, offering significant benefits in terms of performance optimization, resource allocation, and energy efficiency. These examples demonstrate the practical applications of NRT-RIC and Non-RT-RIC in addressing specific network requirements and enhancing overall network performance.<br/><br/>RIC, NRT-RIC, Non-RT-RIC, RAN Slice, Enterprise Customer, Throughput, XAPPs, Power Control, RApps, Optimization, Resource Allocation, Energy Efficiency<br/><br/>Subscribe to \")
⏲ 9:36 👁 5K
_kristala-official-pc-early-access-release-date-trailer.jpg "Filling the paws of a ferocious cat warrior blessed with the titular gift of Kristala, you must harness the power of the six sacred Kristals in order to fend off a host of mutated mobs blocking the path ahead.")
⏲ 1:51 👁 5K
_part-4-access-your-cpanel.jpg "Full Course: Google Adsense Arbitrage with Facebook Ads ($250) Free")
⏲ 1:27 👁 5K
_chef-rpg-early-access-trailer.jpg "Chef RPG - Early Access Trailer from nthurston skyward family access")
⏲ 2:25 ✓ 06-Jun-2024
_39an-absolute-disaster39-senate-democrats-shred-gop-policy-on-abortion-and-contraception-access.jpg "During remarks on the Senate floor, Senate Democrats issued their collective support for the Right to Contraception Act.<br/><br/>Fuel your success with Forbes. Gain unlimited access to premium journalism, including breaking news, groundbreaking in-depth reported stories, daily digests and more. Plus, members get a front-row seat at members-only events with leading thinkers and doers, access to premium video that can help you get ahead, an ad-light experience, early access to select products including NFT drops and more:<br/><br/>https://account.forbes.com/membership/?utm_source=youtube&utm_medium=display&utm_campaign=growth_non-sub_paid_subscribe_ytdescript<br/><br/><br/>Stay Connected<br/>Forbes on Facebook: http://fb.com/forbes<br/>Forbes Video on Twitter: http://www.twitter.com/forbes<br/>Forbes Video on Instagram: http://instagram.com/forbes<br/>More From Forbes:http://forbes.com")
⏲ 1:13:23 ✓ 06-Jun-2024
_bill-cassidy-shreds-democrats-for-pushing-39alarmist-and-false-narrative39-on-birth-control-access.jpg "During remarks on the Senate floor Wednesday, Sen. Bill Cassidy (R-LA) spoke about the Right to Contraception Act.<br/><br/>Fuel your success with Forbes. Gain unlimited access to premium journalism, including breaking news, groundbreaking in-depth reported stories, daily digests and more. Plus, members get a front-row seat at members-only events with leading thinkers and doers, access to premium video that can help you get ahead, an ad-light experience, early access to select products including NFT drops and more:<br/><br/>https://account.forbes.com/membership/?utm_source=youtube&utm_medium=display&utm_campaign=growth_non-sub_paid_subscribe_ytdescript<br/><br/><br/>Stay Connected<br/>Forbes on Facebook: http://fb.com/forbes<br/>Forbes Video on Twitter: http://www.twitter.com/forbes<br/>Forbes Video on Instagram: http://instagram.com/forbes<br/>More From Forbes:http://forbes.com")
⏲ 4:35 ✓ 06-Jun-2024
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_session-21-nfv-network-function-virtualization-concept-in-open-ran.webp "In this session, we'll explore the fundamental concepts of NFV (Network Function Virtualization) in the context of Open RAN. We'll delve into the orchestration of virtualized network functions, the role of NFV Management and Virtualization, and how these elements work together to transform traditional network architectures.<br/><br/>Understanding NFV in Open RAN:<br/><br/>NFV Fundamentals: Delve into the core principles of NFV, where traditional hardware-based network functions are replaced with software-based virtual instances, driving agility and scalability.<br/>Essential Components: Learn about the critical components of NFV architecture, including Virtual Network Functions (VNFs), NFV Infrastructure (NFVI), and the NFV Management and Orchestration (MANO) layer.<br/>Benefits of NFV: Explore how NFV optimizes resource utilization, accelerates service deployment, and reduces operational costs, fostering a more adaptable and responsive network ecosystem.<br/>NFV Applications in Open RAN: Understand the pivotal role of NFV in Open RAN, enabling the virtualization of RAN functions and facilitating the seamless deployment of new services.<br/><br/>Understanding NFV and Orchestration:<br/>NFV is a technology that virtualizes network functions traditionally performed by dedicated hardware. Orchestration is the automated arrangement, coordination, and management of these virtualized network functions to enable efficient network operation.<br/><br/>NFV Management and Virtualization (NFVM):<br/>NFVM is a key component of NFV architecture that manages the lifecycle of virtualized network functions. It handles tasks such as instantiation, monitoring, scaling, and termination of virtualized functions.<br/><br/>Orchestration Function:<br/>Orchestration in NFV involves coordinating the deployment and interconnection of virtualized network functions according to service requirements. It ensures that network resources are allocated efficiently and dynamically based on demand.<br/><br/>Conclusion:<br/>NFV and orchestration play a crucial role in the evolution of Open RAN, enabling operators to build agile, scalable, and cost-effective networks. Understanding these concepts is essential for anyone involved in the design, deployment, or management of modern telecom networks.<br/><br/><br/>Subscribe to \")
_session-16-optimizing-open-ran-with-machine-learning-124-concept-overview.webp "Hello and welcome to Session 16 of our Open RAN series! Today, we're diving into the fascinating world of machine learning and its impact on Open RAN networks. We'll be focusing on how machine learning can boost Open RAN performance, specifically in predicting throughput based on MCS coding schemes. This is a crucial aspect for optimizing network performance and resource allocation in Open RAN environments.<br/><br/>1. Introduction to Machine Learning in Open RAN:<br/>Machine learning plays a pivotal role in enhancing Open RAN networks by enabling predictive capabilities, particularly in throughput optimization. By leveraging machine learning models, Open RAN can predict throughput based on the Modulation and Coding Scheme (MCS) coding scheme. Throughput prediction is critical for optimizing network performance and efficiently allocating resources, ensuring a seamless user experience.<br/><br/>2. Developing Machine Learning Models for Throughput Prediction:<br/>Developing a machine learning model for throughput prediction in Open RAN requires several key considerations. Firstly, the model needs to be trained on a dataset that includes throughput data and corresponding MCS values. The model should be designed to handle the complex relationships between these variables and predict throughput accurately. Mathematical functions and algorithms such as regression and neural networks are commonly used for this purpose, as they can effectively capture the underlying patterns in the data.<br/><br/>3. Deployment of Machine Learning Models in Open RAN:<br/>The deployment of machine learning models in Open RAN involves several steps. Once the model is trained and validated, it is deployed to the network where it operates in real-time. The model continuously monitors network conditions and predicts throughput based on incoming data. This information is then used to dynamically allocate network resources, optimizing performance and ensuring efficient operation.<br/><br/>4. Training Data Acquisition Process:<br/>Acquiring training data for the machine learning model involves collecting throughput data and corresponding MCS values from the network. This data is then cleaned and formatted to remove any inconsistencies or errors. The cleaned data is used to train the model, ensuring that it can accurately predict throughput in various network conditions. The training data acquisition process is crucial as it directly impacts the accuracy and reliability of the machine learning model.<br/><br/>Subscribe to \")
_city-transport-simulator-tram-early-access-teaser.webp "City Transport Simulator Tram - Early Access Teaser from nthurston skyward family access")
_cybercrime-kingpin-arrested-for-running-possibly-the-world39s-largest-botnet-affecting-more-than-19-million-computers.webp "Authorities have arrested a Chinese national named Yunhe Wang for allegedly running what could be the world's largest cybercrime botnet. Wang is alleged to have controlled over 19 million infected computers in nearly 200 countries through his botnet for nearly a decade, selling access to cyber criminals. Those cyber criminals used the botnet for identity theft, child exploitation, financial fraud, and pandemic relief fraud, causing nearly $6 billion in estimated losses. Wang is alleged to have made at least $99 million by reselling access to the botnet for criminal purposes.")
_path-of-exile-2-early-access-trailer-124-state-of-play-2024.webp "Il gioco entrerà in Early Access su PlayStation 5, Xbox Series X/S e PC a fine 2024<br/><br/>#StateOfPlay")
_soulmask-how-to-get-stone-tools-early-access.webp "Soulmask is a survival game that is in the Early Access mode. This video is for those new to the game and who would like to know how to craft stone tools. FYI... I am slowly moving my videos from YouTube to Dailymotion, so, please check them out. If you like the videos or they help you, please consider supporting the channel simply by following it. The follow button is under the Users tab. Thank You and Happy Gaming.")
_session-19-introduction-to-ric-radio-intelligent-controller-in-open-ran-and-use-cases.webp "Introduction:<br/>In this session, we'll introduce the RAN Intelligent Controller (RIC) and explore its role in enhancing network capabilities. We'll also discuss two examples highlighting the use of RIC in Open RAN scenarios.<br/><br/>Introduction to RIC:<br/>The RAN Intelligent Controller (RIC) is a key component in Open RAN architecture, providing intelligent control and optimization capabilities to the RAN. RIC can be classified into Near Real-Time RIC (NRT-RIC) and Non-Real-Time RIC (Non-RT-RIC), each serving specific functions within the network.<br/><br/>Example 1: RAN Slice for Enterprise Customer:<br/>We'll illustrate how NRT-RIC and Non-RT-RIC can facilitate the creation of RAN slices to cater to enterprise customers. For instance, consider an enterprise customer who has subscribed to services guaranteeing 50Mbps throughput for their users using various XAPPs (e.g., XRAN, XHSS, etc.). NRT-RIC can dynamically allocate resources and prioritize traffic in near real-time to meet the throughput requirements of these XAPPs, ensuring a reliable and high-performance connection for enterprise users. On the other hand, Non-RT-RIC can perform more complex and resource-intensive optimization tasks that do not require immediate action, such as long-term network planning and policy configuration.<br/><br/>Example 2: Power Control using RIC Apps (RApps):<br/>We'll discuss another example focusing on power control using RIC Apps (RApps). RIC can leverage RApps to manage power usage in the RAN, optimizing energy consumption without compromising network performance. For instance, RIC can dynamically adjust transmit power levels based on traffic load and coverage requirements, leading to more efficient power utilization across the network.<br/><br/>Conclusion:<br/>RIC plays a crucial role in enabling dynamic and intelligent control of the RAN, offering significant benefits in terms of performance optimization, resource allocation, and energy efficiency. These examples demonstrate the practical applications of NRT-RIC and Non-RT-RIC in addressing specific network requirements and enhancing overall network performance.<br/><br/>RIC, NRT-RIC, Non-RT-RIC, RAN Slice, Enterprise Customer, Throughput, XAPPs, Power Control, RApps, Optimization, Resource Allocation, Energy Efficiency<br/><br/>Subscribe to \")
_kristala-official-pc-early-access-release-date-trailer.webp "Filling the paws of a ferocious cat warrior blessed with the titular gift of Kristala, you must harness the power of the six sacred Kristals in order to fend off a host of mutated mobs blocking the path ahead.")
_part-4-access-your-cpanel.webp "Full Course: Google Adsense Arbitrage with Facebook Ads ($250) Free")
_chef-rpg-early-access-trailer.webp "Chef RPG - Early Access Trailer from nthurston skyward family access")
_39an-absolute-disaster39-senate-democrats-shred-gop-policy-on-abortion-and-contraception-access.webp "During remarks on the Senate floor, Senate Democrats issued their collective support for the Right to Contraception Act.<br/><br/>Fuel your success with Forbes. Gain unlimited access to premium journalism, including breaking news, groundbreaking in-depth reported stories, daily digests and more. Plus, members get a front-row seat at members-only events with leading thinkers and doers, access to premium video that can help you get ahead, an ad-light experience, early access to select products including NFT drops and more:<br/><br/>https://account.forbes.com/membership/?utm_source=youtube&utm_medium=display&utm_campaign=growth_non-sub_paid_subscribe_ytdescript<br/><br/><br/>Stay Connected<br/>Forbes on Facebook: http://fb.com/forbes<br/>Forbes Video on Twitter: http://www.twitter.com/forbes<br/>Forbes Video on Instagram: http://instagram.com/forbes<br/>More From Forbes:http://forbes.com")
_bill-cassidy-shreds-democrats-for-pushing-39alarmist-and-false-narrative39-on-birth-control-access.webp "During remarks on the Senate floor Wednesday, Sen. Bill Cassidy (R-LA) spoke about the Right to Contraception Act.<br/><br/>Fuel your success with Forbes. Gain unlimited access to premium journalism, including breaking news, groundbreaking in-depth reported stories, daily digests and more. Plus, members get a front-row seat at members-only events with leading thinkers and doers, access to premium video that can help you get ahead, an ad-light experience, early access to select products including NFT drops and more:<br/><br/>https://account.forbes.com/membership/?utm_source=youtube&utm_medium=display&utm_campaign=growth_non-sub_paid_subscribe_ytdescript<br/><br/><br/>Stay Connected<br/>Forbes on Facebook: http://fb.com/forbes<br/>Forbes Video on Twitter: http://www.twitter.com/forbes<br/>Forbes Video on Instagram: http://instagram.com/forbes<br/>More From Forbes:http://forbes.com")
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