Aiming at the problem that monitoring data in cross-domain tests face a large amount of data and cross categories, we establish a test monitoring data classification system, study the distributed adaptive data classif...
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This paper focuses on the challenges of modeling and verifying symmetric distributed algorithms with point-to-point and bidirectional communications using the SPIN model checker. In this paper, we first state the prob...
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To achieve automation and intelligence in 5G networks, the 3rd Generation Partnership Project (3GPP) introduced the Network Data Analysis Function (NWDAF) as a novel network function. However, in the traditional 5G co...
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ISBN:
(纸本)9789819722747;9789819722754
To achieve automation and intelligence in 5G networks, the 3rd Generation Partnership Project (3GPP) introduced the Network Data Analysis Function (NWDAF) as a novel network function. However, in the traditional 5G core network architecture, NWDAF relies on fixed configurations for data collection, lacking support for user customization and flexibility. Additionally, the current deployment of NWDAF is predominantly centralized, failing to provide real-time and reliable analysis services for the massive data in future 6G systems. Moreover, it is incapable of ensuring user privacy, making it incompatible with emerging scenarios like federated learning in 6G. Therefore, this paper proposes a user-customizable data collection approach and introduces a distributed NWDAF deployment based on the Raft algorithm, where the master node assigns data collection, analysis, and inference tasks to multiple worker NWDAFs. Our work and experimental results demonstrate that the proposed architecture effectively addresses these challenges and further achieves closed-loop network automation in 6G systems.
Parallel and distributedcomputing has become a necessity when it comes to high-performance computing, artificial intelligence, big data analytics, machine learning, deep learning, signal processing and bioengineering...
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The Open structure for allotted and Cooperative Media Algorithms (OADCMA) is an open-deliver framework imparting a plug-in platform that lets customers, without problem, develop distributed and cooperative media algor...
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The proceedings contain 216 papers. The topics discussed include: implementation of a wireless energy monitoring and databasing system using PLC;optimizing the integration of distributed generation, shunt capacitors, ...
ISBN:
(纸本)9798350387193
The proceedings contain 216 papers. The topics discussed include: implementation of a wireless energy monitoring and databasing system using PLC;optimizing the integration of distributed generation, shunt capacitors, and electric vehicle charging stations into radial distribution systems.comparative analysis of TFET structures for low power sensor design;comparison of PID tuning methods for buck converter system;frequency control of power system under denial of service attack;GACNNXAI: employing genetic algorithm-enhanced convolutional neural networks and explainable artificial intelligence and its applications;and implementation of a non-invasive PCB embedded Rogowski coil current sensor for control of high frequency GaN LLC resonant converter with active rectification.
Compared to traditional services, scalability issues are the main constraint for blockchain applications in production, and traditional blockchain cannot provide the high-performance services comparable to traditional...
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Manual provisioning of infrastructure limited flexibility, scalability, and stability in distributed environments. The adoption of Infrastructure as Code (IaC) principles has dramatically enhanced deployment agility, ...
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The proceedings contain 81 papers. The topics discussed include: research on distributedcomputing power scheduling based on ant path optimization;facial expression recognition in museum settings using an enhanced res...
ISBN:
(纸本)9798331530280
The proceedings contain 81 papers. The topics discussed include: research on distributedcomputing power scheduling based on ant path optimization;facial expression recognition in museum settings using an enhanced residual networks;LSD3K: a benchmark for smoke removal from laparoscopic surgery images;enhancing single image de-raining with a sparse spatial transformer;research on image recognition and intelligent management of accounting bills based on information technology;cloud-based flight test data management and application platform;design and simulation of biped robot based on ball screw;thinking about anti-drone strategies;RGembed: a knowledge graph embedding model integrating dual-prediction and graph attention networks;and improving the CodeGeeX model based on the relative convolutional multi-head attention method.
The design of digital technology product management system based on distributed architecture is the focus of this article. This article analyzes the importance and development trends of digital technology product life...
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