6G native intelligence network architecture enabled by intent abstraction and knowledge by Jingya YANG, Xiaogang TANG, Yiqing ZHOU, Ling LIU, Wang Jiangzhou

“…6G will evolve to an intelligent network, featured by native intelligence and openness.The study of standardization of intelligent network emphasizes the importance of intent-driven network for network intelligence.However, current intent-based networking takes the intent as “What to do” rather than “What you want”.Moreover, current knowledge defined network (KDN) can partially fulfill “How to configure the network” according to “What to do”.Therefore, a 6G native intelligent network architecture based on the intent abstraction and knowledge was proposed, aiming to achieve“How to configure the network” according to “What you want”.Firstly, an intent abstraction module was designed to obtain “What to do” from “What you want”, composed of intent acquisition, intent translation, intent mapping, and intent modeling.Secondly, the cognitive module was proposed to achieve “How to configure the network” according to “What to do”, which got network knowledge through joint optimization of machine learning and logical reasoning.Finally, enabling key technologies such as intent mapping, network information measurement, network policy generation, and network policy verification were introduced to support the implementation of 6G native intelligence.…”
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Method of Credit Fraud Detection by Combining Sub-graph Selection and Neighborhood Filtering by TANG Xiaoyong, WANG Haodong

“…Then, according to the node category and access degree information design, the balance subgraph selection module is reconstructed to solve the unbalanced distribution of the number of fraudsters. …”
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Design and Development of Miniature Measuring Instrument for Parachute Cords Dynamic Load for Stepless Parachute Opening by Wei Liang, Xin Zhao, Pengpeng Wu, Yuxin Li, Shuai Lv

“…Then the final structure of the Load Cell and the pasting position of the strain gauge are determined through the results analysis as well as experimental verification. The hardware module of the signal acquisition system for the miniature measuring instrument is then encapsulated. …”
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Technology Research of Railway Lines and Signal Equipment Three-dimensional Modeling Based on Creator by ZHANG Yan, WANG Zhi-wei

“…Road module, OpenFlight format, texture and special node of Switch, and setting of LOD of Creator were introduced. …”
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Modular thermoelectric conversion system for low-temperature thermal energy by Neska Mirosław, Mrozek Mirosław, Majcher Andrzej

“…The prototype system comprises individual MTEG modules and a DC-AC power converter. The MTEG module is a sandwich-like layered structure. …”
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OpenFOAM mesh generation service for cloud computing environment by Gao Ruochen, Huai Xiaoyong, Zhang Zhida, Li Baiwen

“…Based on this model, the traditional stand-alone mesh generation module can be packaged as a service to realize cloud services for mesh generation. …”
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OCTOPUS: Across-social network user identification via multi-category spatio-temporal trajectories by Yating Qu, Ling Xing, Kaikai Deng, Honghai Wu, Yue Ling, Deshun Jia

“…To this end, we propose OCTOPUS, which consists of three modules: (i) a spatio-temporal extraction module adopts forward and backward LSTM networks to enhance the capacity of characterize spatio-temporal sequences, followed by using an attention mechanism to output complete user spatio-temporal features; (ii) a temporal perception module extracts temporal features from fine-grained and coarse-grained levels; (iii) a spatial location module obtains the spatial distribution of users to output user trajectory pair characteristics from global space. …”
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Path planning algorithm for logistics autonomous vehicles at Cainiao stations based on multi-sensor data fusion. by Yan Chen

“…The model consists of three modules: the sensor data fusion module uses Convolutional Neural Networks (CNN) and Lidar-Inertial Odometry and Simultaneous Localization and Mapping (LIO-SAM) technology to build a high-precision dynamic environment map; the path planning module combines Artificial Potential Field (APF) and Deep Deterministic Policy Gradient (DDPG) algorithms to balance path length, smoothness, and obstacle avoidance capabilities; the decision and control module uses Model Predictive Control (MPC) and Long Short-Term Memory (LSTM) to achieve real-time path tracking and dynamic adjustment. …”
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A Multi-Channel System for Sound Control in the Open Space by Wojciech CIESIELKA

“…As a part of the model-and-simulate work and the verification research, the A-sound level and Speech Transmission Index (STI) distributions were determined in the control area and in the protected area. …”
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Orthogonal Optimization Design of Driving Sprocket Parameter of Scraper Conveyor by Su huayang, Wang Shuping, Yang Zhaojian, Zhang Yaocheng

“…The analysis and verification results prove the validity of the research conclusions.…”
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Optimized Design of Power Electronic Traction Transformer Based on Virtual Maintenance by XIONG Jiayuan, ZHOU Wenyong, LIU Hongqiang, RAO Wanyong, LUO Xuan

“…Finally, maintainability optimization was designed for the difficultly maintained devices such as high voltage module and capacitor. With assembly verification, the efficiency of PETT assembly maintenance has been improved by more than 20%.…”
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Research on Technology of Optical Switch Devices with Integrated Tunable Filters by HU Di, XIAO Qingming, ZHENG Jie

“…To reduce the implementation complexity of the ROADM downstream transmission system, it is necessary to address the issue of bulky module sizes. Therefore, this article designs an OSW device integrated with TOF functionality to reduce the size of the MCS module and optimize its structure.…”
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SIBERIA: A Self-Sovereign Identity and Multi-Factor Authentication Framework for Industrial Access by Daniel Paredes-García, José Álvaro Fernández-Carrasco, Jon Ander Medina López, Juan Camilo Vasquez-Correa, Imanol Jericó Yoldi, Santiago Andrés Moreno-Acevedo, Ander González-Docasal, Haritz Arzelus Irazusta, Aitor Álvarez Muniain, Yeray de Diego Loinaz

“…SIBERIA integrates a Self-Sovereign Identity (SSI) framework with a decentralized blockchain-based infrastructure for the issuance and verification of Verifiable Credentials (VCs). It incorporates multi-factor authentication by combining a voice biometric module, enhanced with spoofing-aware techniques to detect synthetic or replayed audio, and a behavioral biometrics module that provides continuous authentication by monitoring user interaction patterns. …”
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Horizontal laminar flow cabinet with a low background and clean air by Tomasz Samborski, Andrzej Zbrowski, Stanisław Kozioł

“…The publication presents the design, construction of a prototype, and the course of verification tests of a special horizontal laminar flow cabinet made entirely of plastics. …”
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Multi-Scale Feature Mixed Attention Network for Cloud and Snow Segmentation in Remote Sensing Images by Liling Zhao, Junyu Chen, Zichen Liao, Feng Shi

“…The framework integrates three key components: (1) a Multi-scale Pooling Feature Perception Module to capture multi-level structural features, (2) a Bilateral Feature Mixed Attention Module that enhances boundary detection through spatial-channel attention, and (3) a Multi-scale Feature Convolution Fusion Module to reduce edge blurring. …”
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Industrial Robot Assembly Line Design Using Machine Vision by Xiang Xie

“…In order to further improve the functional requirements and performance indicators of the industrial robot assembly system and more accurately realize the measurement and recognition of the target position of the assembly line by the vision system, this article constructs a robot assembly line system based on obstacle detection and robot arm obstacle path planning based on machine vision technology and further improves the intelligence and accuracy of the assembly line system through the design and optimization of the system software module. Through the experimental verification of the positioning error based on the eye-to-hand binocular vision system and eye-in-hand monocular vision system, the system proposed in this article meets the design accuracy requirements of less than 0.1 mm in x/y direction and less than 1 mm in depth direction and verifies the feasibility and high accuracy of the system.…”
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Thermal Simulation of Power Supply System for Train by XIE Haibo, DING Jie, LIU Yong, LI Biyu, GE Huijun

“…Based on experimental verification, the simulation results of temperature distribution are consistent with experimental results, and the single-point temperature differentials between the simulation and the test results are allowable.…”
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An abnormal traffic detection method for chain information management system network based on convolutional neural network by Chao Liu, Chunxiang Liu, Changrong Liu

“…CBAM AE-CRF integrates the convolutional block attention module (CBAM) into convolutional neural network to enhance the model’s ability to learn anomalous features in network traffic. …”
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Face Anti-Spoofing Based on Adaptive Channel Enhancement and Intra-Class Constraint by Ye Li, Wenzhe Sun, Zuhe Li, Xiang Guo

“…Face anti-spoofing detection is crucial for identity verification and security monitoring. However, existing single-modal models struggle with feature extraction under complex lighting conditions and background variations. …”
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CINet: A Constraint- and Interaction-Based Network for Remote Sensing Change Detection by Geng Wei, Bingxian Shi, Cheng Wang, Junbo Wang, Xiaolin Zhu

“…These results highlight the excellent ability of CINet to detect changes in various practical scenarios, demonstrating the effectiveness and feasibility of the proposed constraint enhancement and CSCA module.…”
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