Cooperative inference analysis based on DNN convolutional kernel partitioning by Jialin ZHI, Yinglei TENG, Xinyang ZHANG, Tao NIU, Mei SONG

“…With the popularity of intelligent chip in the application of edge terminal devices, a large number of AI applications will be deployed on the edge of networks closer to data sources in the future.The method based on DNN partition can realize deep learning model training and deployment on resource-constrained terminal devices, and solve the bottleneck problem of edge AI computing ability.Thekernel based partition method (KPM) was proposed as a new scheme on the basis of traditional workload based partition method (WPM).The quantitative analysis of inference performance was carried out from three aspects of computation FLOPS, memory consumption and communication cost respectively, and the qualitative analysis of the above two schemes was carried out from the perspective of flexibility, robustness and privacy of inference process.Finally, a software and hardware experimental platform was built, and AlexNet and VGG11 networks were implemented using PyTorch to further verify the performance advantages of the proposed scheme in terms of delay and energy consumption.It was concluded that, compared with the WPM scheme, the KPM scheme had better DNN reasoning acceleration effect in large-scale computing scenarios.And it has lower memory usage and energy consumption.…”
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The Influence of Stress Perception on Academic Procrastination in Postgraduate Students: The Role of Self-Efficacy for Self-Regulated Learning and Self-Control by Yan Ma, Xi Mei Yang, Lan Hong, Ren Ju Tang

“…The data collected were analyzed by using SPSS software with hierarchical regression and PROCESS macroprogramming techniques to investigate the relationship between stress perception and academic procrastination and the moderating effects of self-regulated learning efficacy and self-control among master’s students. …”
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STRUCTURAL DESIGN AND MOTION SIMULATION RESEARCH ON A NEW TYPE COMPOSITE ROTARY PERCUSSION DRILLING TOOL by ZHANG HaiPing, LIU XiaoDan, WANG JiaChang, SUN MingGuang

“…Detailed structural design and working principle analysis was carried out on impact and energy transfer mechanism,righting and falling and abrasion proof mechanism,power and binding mechanism,using software Creo Parametric 2. 0. Three dimensional solid modeling and the whole assembly of impact and energy transfer mechanism was completed. …”
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MILLING OF WEAK RIGID PARTS BASED ON MRF FLEXIBLE AUXILIARY SUPPORT by ZHANG YongLiang, ZHANG ShuaiShuai, ZHANG Zhan, QIU Tao

“…Use the finite element method to simulate the device’ s magnetic induction intensity through COMSOL software,study the support force provided by it,use engineering mechanics knowledge to perform mechanical analysis on the processed workpiece,theoretical deformation calculation and finite element processing deformation simulation on the processed workpiece,the research is different The influence of the auxiliary supporting device of the magnetorheological fluid on the deformation of the processed workpiece under the state of loading current. …”
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INVESTIGATING AND ANALYZING WOMEN’S SOCIOCULTURAL BARRIERS IN USING THE PUBLIC TRANSPORT SYSTEM IN AHVAZ METROPOLIS by Majid GOODARZI, Mohammad Ali FIROOZI, Omid SAEIDI

“…For zoning the barriers in Ahvaz, the interpolation kriging model in ARCGIS 10.3 software was employed. The results show that the sociocultural barriers of each age group of women are different in each public transport mode. …”
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Detecting and Predicting Models for QoS Optimization in SDN by Getahun Wassie, Jianguo Ding, Yihenew Wondie

“…Recently, deep learning algorithms and software-defined networking technologies enabled traffic management to be more controllable in IP networking and mobile Internet to yield quality services to subscribers. …”
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Simulation and Experimental Verification of Barrel Finishing of Spiral Bevel Gears Based on the DEM by Yang Shufeng, Gao Yang, Wang Feng, Li Zhisheng, Yu Wentao, Xu Wenbo

“…A theoretical simulation and an experimental research of an aviation spiral bevel gear is carried out using the parallel spindle type barrel finishing process, a mathematical model of the process motion is established, the formula of cutting speed between abrasive and tooth surface is deduced, and the main factors affecting the result are analyzed; with the help of the Hertz-Mindlin with archard wear model of the EDEM software, the tooth surface wear is simulated; through this process, the surface quality of the disc spiral bevel gear surface is experimentally studied. …”
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Modeling Analysis and Simulation Verification for Drive Tooth Stress of Rubber Track Wheel by Zihan Zhao, Xihui Mu, Fengpo Du, Jianhua Guo

“…Finally，the calculation conditions are set as boundary conditions，and the analysis results are verified by using Abaqus software. The simulation results show that the maximum error between the simulation data and the calculation data is about 11.76%，so the mathematical model can be applied to the analysis of the driving tooth stress. …”
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Adversarial method for malicious ELF file detection based on deep reinforcement learning by SUN He, ZHANG Bocheng, GENG Jiaxuan, WU Di, WANG Junfeng, FANG Zhiyang

“…Attackers could generate adversarial examples to mislead neural networks, causing malicious software to be misclassified as benign, thereby evading detection. …”
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Des migrants « pas comme les autres ». Ambivalence des représentations sociales des migrants marocains et subsahariens aux îles Canaries by Andrea Gallinal Arias

“…The corpus, processed using textometry software TXM, is analyzed using the CARIN model of welfare deservingness, which makes it possible to assess the degree of legitimacy accorded to each of the two groups with regard to their reception and access to the various social services. …”
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Web-search and address distribution of information on the basis of modeling of verbal associations by S. F. Lipnitsky

“…Scanning the web pages is carried out on the basis of software solutions in the form of specialized agents, whose main task is to obtain systematically and accumulate new data from updated pages. …”
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Rotate-on-Retract Procedural Automation for Robotic-Assisted Percutaneous Coronary Intervention: First Clinical Experience by Arif Al Nooryani, Wael Aboushokka

“…In this report, we communicate our experience with the first-in-human use of a new, optional automation feature that has been added to the platform’s guidance software. This “Rotate-on-Retract” feature is designed to facilitate faster and more precise maneuvering of the guidewire through tortuous vessels by automatically rotating the guidewire whenever it is retracted by the operator. …”
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Location and Workspace Analysis of 2（2-UPR+RPU） Serial-parallel Hybrid Mechanism by Ren Xin, Bo Ruifeng, Wu Xiaowei, Li Ruiqin

“…Finally，the motion simulation is carried out in SolidWorks by using CAD variable geometry method and the track data of the processing points are obtained，and the workspace is obtained by using Matlab software. The workspace of 2 （2-UPR+RPU） hybrid mechanism is much larger than that of single-layer parallel mechanism，and its shape is regular and symmetrical. …”
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The effect of innovation and strategic planning on the organizations performance: a study of private and public sector hospitals by Sara Partouvi

“…In other words, the response rate is approximately 72.41%. Smart PLS3 software has been used for structural equation modeling to examine and test the hypotheses and examine the causal relationships of the variables in the research.Findings: The results have shown that innovation positively and significantly affects organizational performance. …”
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STUDY ON TENSILE MECHANICAL BEHAVIOR OF X-TYPE RE-ENTRANT HONEYCOMB STRUCTURE by WANG Liang, LIU HaiTao

“…The axial tensile mechanical behavior of the structure is studied by finite element software ABAQUS. Tip re-entrant angle,the variation of cell wall thickness,external angle and material properties on effective elastic modulus and Poisson’s ratio are obtained. …”
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OPTIMAL DESIGN OF DYNAMIC BALANCE OF TWO-STAGE RECIPROCATING SMALL AIR COMPRESSOR AND COUPLING VIBRATION TEST ANALYSIS OF MOTOR by LIU JiaCheng, GE ZhengHao, LI Jie, LIU YanSong, LU WeiDong, TAN JianJun

“…In order to improve the compressor vibration, the theory of dynamic balancing of a two-stage reciprocating air compressor was developed and a virtual prototype simulation was carried out using Adams software to establish an objective function to optimize the balance block counterweight of its crankshaft-piston system. …”
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The Effect of Automated Systems on Revenue Collection in the Dar Rapid Transit Project in Tanzania by Ramadhani Nassoro, Robert Mashenene

“…Data were collected via structured questionnaires and secondary documentation, and analyzed using descriptive statistics, binary logistic regression and t-test with IBM SPSS software. Binary logistic regression results showed that cost reduction and revenue accuracy positively predicted higher revenue, while time allocation negatively impacted revenue. …”
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Guidelines for Implementing Innovations in Hospital Organizations by Josiano Cesar de Sousa, Miriam Borchardt, Murilo Barros Alves, Edithe Oliveira Nogueira

“…The collected data were treated with content analysis techniques with the aid of the Atlas.ti software. As a result, it was possible to structure a set of guidelines composed of five stages, capable of supporting the management team during the process of implementing innovations in hospital organizations. …”
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Entry Generation by Analogy – Encoding New Words for Morphological Lexicons by Krister Lindén

“… Language software applications encounter new words, e.g., acronyms, technical terminology, loan words, names or compounds of such words. …”
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Management of MEC Service and Optimization of Mission Migration in LEO Satellite Networks by Zhihui LIU, Huan WEI, Jie YIN, Junyi WANG, Shichao JIN, Tao DONG

“…Low earth orbit (LEO) satellites play an important role in the communication of earth observation and wide area coverage because of their advantages of short transmission delay and low deployment cost.Due to limited size and weight of LEO satellite platform, the function of each LEO satellite node is relatively single, which requires effi cient collaboration among various LEO satellite nodes to form a high-performance satellite network with decentralized functions and converged capabilities.It puts forward certain requirements for network service management.Aiming at the cooperative scenario that remote sensing satellites migrate observated task data to LEO satellite constellation with mobile edge computing (MEC) service deployed, the MEC service management model based on software defi ned network in LEO satellite networks was studied, a cross-slot task migration optimization method with the aid of time extended graph was proposed.The simulation results showed that the task migration optimization method could eff ectively reduced the cost of observation satellite processing tasks.And it could off ered the management model for LEO satellite networks that deployed MEC servers.…”
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