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A Seminar Presentation on “Extended Reality (XR): Bridging the Physical and Digital World Using 5G Technology” By MS. PIYUSHA RAJENDRA MAHAJAN ROLL NO : 3201 Under The Guidance of Dr. S. K. Sonkar Dept. of Computer Engg. AVCOE, Sangamner.

[Audio] 5G technology has the potential to enhance the XR experience. The motivation behind this objective is to explore the current state of research in this field. We will examine the literature survey to understand the motivation and examine the current state of research in this field. Next, we will discuss the training data used to develop our system architecture. This will include an explanation of the algorithm and how it was used to analyze the results. Finally, we will present the conclusions drawn from our research and discuss the future scope of this work. We will also provide references for further reading..

[Audio] 5G technology has the potential to revolutionize the way we experience the physical and digital worlds through XR. While some companies are working on enhancing XR, the devices themselves are bulky and expensive. However, 5G technology provides faster speeds and lower latency, which can lead to the creation of lighter and more efficient devices that can improve the user experience. Accurate data modeling is crucial in optimizing performance and ensuring that these devices function at their best. We will now discuss the role of 5G technology in enhancing XR devices..

[Audio] 5G technology could enable lighter, fully wearable solutions by offloading processing to edge servers. However, the development of such devices is hindered by the need for comprehensive datasets and models..

[Audio] We will be discussing the use of 5G technology in bridging the physical and digital worlds through extended reality (X-R---). Our focus will be on the following objectives: Objective 1: Learn how to create and compile a detailed dataset that captures the traffic patterns involved in XR offloading. This step is important for understanding the behavior of XR traffic and simulating it in a controlled environment. Objective 2: Understand the process of developing precise models that simulate the traffic for XR offloading, ensuring they reflect real-world conditions. This step is crucial for accurately predicting and testing the performance of XR systems in a variety of scenarios. Objective 3: Learn how to use a 5G Radio Access Network emulator to test and validate the effectiveness of traffic models in a simulated 5G environment. By simulating a real-world 5G environment, we can ensure that our traffic models are validated and accurate. Objective 4: Understand how to gather and offer the necessary tools, datasets, and models to support ongoing research in XR offloading technology. This step is important for the development and improvement of XR systems, and for ensuring that they are effective and efficient in a variety of scenarios..

[Audio] Our focus was on the benefits of 5G technology in enhancing the user experience, improving network efficiency, and providing economic benefits to service providers. We appreciate your thoughts on these topics and look forward to further discussions on how 5G technology can be used to transform the way we interact with the digital world. Thank you for your time..

[Audio] 5G technology and XR: (A I ) Powered XR Offloading and Bandwidth-Aware XR Offloading. We'll discuss the advantages and disadvantages of these techniques. (A I ) Powered XR Offloading. This technique uses (A-I ) to optimize real-time XR offloading based on network and user conditions. The advantages include dynamic optimization, which can improve the user experience. However, the disadvantages are high complexity and resource-intensive (A-I ) models. Next, we'll look at Bandwidth-Aware XR Offloading. This technique prioritizes XR offloading tasks based on real-time bandwidth availability. The advantages include reduced stuttering and buffering. However, the disadvantages are performance limits in peak bandwidth usage. Thank you for joining us for this discussion on the use of 5G technology in bridging the physical and digital worlds through XR..

[Audio] 5G technology in bridging the physical and digital worlds through extended reality (X-R---). We will examine the advantages and disadvantages of using 5G network slices to optimize offloading in XR applications. The paper 5G Network Slicing for Low Latency XR Offloading by Kim & Lee (2021) outlines the advantages of using 5G network slicing to optimize offloading in XR applications, including low latency and high throughput. However, it also requires 5G infrastructure and complex configuration. Another paper, Dynamic Computation Offloading for XR: An Adaptive Edge Approach by Smith and others (2020) discusses the use of network slicing for offloading XR computations, but it requires edge infrastructure and continuous monitoring. It's important to note that the use of 5G technology in XR applications requires a combination of edge and cloud infrastructure, and continuous monitoring to ensure seamless user experience. As we move forward, we need to continue researching and developing new techniques and models to overcome the challenges of using 5G technology in XR applications..

[Audio] Training data is an essential component of XR systems, as it helps to improve the accuracy and reliability of the system. We will discuss the different types of training data, including visual data, sensor data, audio data, user interaction data, and environmental data. Visual data refers to the images and videos that are used to train the system. Sensor data includes data from devices such as cameras and microphones, which are used to capture information about the user's environment. Audio data refers to the sound that is used to train the system, while user interaction data includes data about how the user interacts with the system. Environmental data is also an important type of training data, as it helps to improve the system's ability to function in different environments. This includes data about the user's physical environment, as well as data about the user's mental and emotional state. In conclusion, training data plays an essential role in enhancing the performance of XR systems. By incorporating different types of training data, XR systems can be trained to function more accurately and reliably in a variety of environments..

[Audio] Slide 10 discusses the system architecture of our proposed solution. From the figure, our system architecture consists of several components that integrate physical and digital elements. We have a physical device, such as a smartphone or headset, serving as the user interface. A server stores and manages digital data and content accessible through the physical device. A network connects the physical device to the server, enabling real-time communication. A middleware layer integrates physical and digital elements, providing a unified user experience. Our system architecture is flexible and scalable, adapting to changing user needs and technological advancements..

[Audio] Discussed the use of 5G technology in bridging the physical and digital worlds through extended reality (X-R---). One of the key components of this technology is the use of algorithms. This slide will discuss the algorithm used to generate a sequence of IP packets. The input to this algorithm is the N-R-T-P and S-R-T-P values, and the output is a sequence of IP packets. The algorithm works by randomly selecting an IP packet size, calculating the number of IP packets, and then randomly choosing an inter-packet interval. The timestamp is then updated, and the packets are stored. Next, a random inter-frame interval is selected, and the timestamp is updated again. The R-T-P packet count is incremented. This process is repeated until the required number of R-T-P packets are generated. It is important to note that the implementation of this algorithm will vary depending on the specific requirements of the application. However, the basic principles remain the same. In conclusion, algorithms are a critical component of 5G technology and extended reality (X-R---). The algorithms used in these technologies allow for the efficient and effective communication of data between the physical and digital worlds..

[Audio] Our analysis of 5G technology in bridging the physical and digital worlds through extended reality (X-R---) reveals that the average throughput from captured data is lower compared to the corresponding generated data obtained. Captured data reflects the actual performance of the 5G network, while generated data reflects the theoretical maximum throughput. We attribute the significant difference in throughput to various factors such as network congestion, signal interference, and device limitations. Our findings are important for understanding the limitations of 5G technology in bridging the physical and digital worlds through XR. We will discuss ways to mitigate these limitations and improve the performance of 5G networks in XR applications..

[Audio] Our research has shown that the use of 5G technology significantly enhances XR traffic offloading, resulting in improved network performance. We have achieved reduced latency, better bandwidth utilization, and an overall improved user experience in XR environments. In conclusion, our findings suggest that 5G technology has the potential to play a crucial role in bridging the physical and digital worlds through extended reality..

[Audio] We will be discussing the latest developments in . We will also be sharing our insights and expertise on the topic. Our aim is to provide you with valuable information that will help you in your work. Thank you for joining us today..

[Audio] We will discuss the impact of 5G on immersive reality (X-R---) experiences. We will explore how 5G can improve the performance of XR applications and enable new use cases for the technology. Our presentation will include references to studies on the temporal characterization and prediction of VR traffic and work on the distribution of immersive augmented reality architectures on 5G networks. We will examine the vision of the metaverse as a potential next-generation Internet and the potential impact of 5G on this vision. We will analyze the open framework for analyzing and modeling XR network traffic, which provides a powerful tool for understanding the performance of these applications and identifying areas for improvement. Think about how these concepts can be applied to your work in immersive reality and 5G, and how you can leverage the power of these technologies to create more engaging and immersive experiences for your users..

[Audio] The presentation will discuss key research papers and literature on using 5G technology in connecting physical and digital worlds through XR..

[Audio] 5G is the next generation of mobile networks, which promises to revolutionize the way we connect and interact with the world around us. One of the key benefits of 5G is its ability to support extended reality (X-R---) experiences. XR is a technology that combines virtual and augmented reality to create a more immersive and interactive experience. With 5G, we can achieve faster speeds, lower latency, and higher bandwidth, which are all essential for delivering XR content. So, how can we use 5G to bridge the physical and digital worlds through XR? Well, there are many possibilities. For example, we can use 5G to enable remote collaboration and communication, allowing people to work together in real-time, regardless of their location. We can also use 5G to enhance the user experience of virtual and augmented reality applications, making them more realistic and responsive. In conclusion, the use of 5G technology in bridging the physical and digital worlds through extended reality (X-R---) has the potential to transform the way we live, work, and interact with the world around us..