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TSN vs I3D vs Pose-C3D: Action Recognition in Basketball using SpaceJam Dataset 24

TSN vs I3D vs Pose-C3D: Action Recognition in Basketball usi...

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7th International conference on Computational Intelligence and Intelligent systems, CIIS 2024

作者： Chiura, Tafadzwa Blessing Van Der Haar, Dustin Academy of Computer Science and Software Engineering Faculty of Science University of Johannesburg Gauteng Johannesburg South Africa

ISBN: (纸本)9798400717437

Most of the research conducted in action recognition is mainly focused on general human action recognition, and most of the available datasets support studies in general human action recognition. In more specific contexts, such as basketball, datasets that are as comprehensive and publicly available are limited. this study proposes taking three popular and mature methods in the field of action recognition, namely Temporal Segment Networks (TSN), Two-Stream CNN using Inflated 3D-convolutional Neural Networks (I3D) and Pose-C3D, and applying them to the SpaceJam dataset, which is a basketball-specific action dataset. All three experiments used pre-trained ImageNet models and were fine-tuned on the SpaceJam dataset. TSN was the oldest of the methods but obtained the best results of the three experiments, scoring a top-1 and top-5 accuracy of 59% and 96%, respectively. I3D was second best, with a top-1 and top-5 accuracy of 41% and 85%, respectively. Pose-C3D came in third, scoring a top-1 and top-5 accuracy of 15% and 50%, respectively. the results show that the models cannot distinguish significantly between some actions, such as ball in hand, pass and dribble. the study shows that it is feasible for context-specific fine-grain action recognition, but more needs to be done to discriminate against similar actions. © 2024 Copyright held by the owner/author(s).

关键词： Convolutional neural networks

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An Approach Using Performance Models for Supporting Energy Analysis of software systems 19th

An Approach Using Performance Models for Supporting Energy A...

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27th International conference on Analytical & Stochastic Modeling Techniques & Applications

作者： Stoico, Vincenzo Cortellessa, Vittorio Malavolta, Ivano Di Pompeo, Daniele Pomante, Luigi Lago, Patricia Univ Aquila Dept Informat Engn Comp Sci & Math Laquila Italy Vrije Univ Amsterdam Dept Comp Sci Amsterdam Netherlands

ISBN: (纸本)9783031431845;9783031431852

Measurement-based experiments are a common solution for assessing the energy consumption of complex software systems. Since energy consumption is a metric that is sensitive to several factors, data collection must be repeated to reduce variability. Moreover, additional rounds of measurements are required to evaluate the energy consumption of the system under different experimental conditions. Hence, accurate measurements are often unaffordable because they are time-consuming. In this study, we propose a model-based approach to simplify the energy profiling process and reduce the time spent performing it. the approach uses Layered Queuing Networks (LQN) to model the scenario under test and examine the system behavior when subject to different workloads. the model produces performance estimates that are used to derive energy consumption values in other scenarios. We have considered two systems while serving workloads of different sizes. We provided 2K, 4K, and 8K images to a Digital Camera system, and we supplied bursts of 75 to 500 customers for a Train Ticket Booking System. We parameterized the LQN with the data obtained from short experiment and estimated the performance and energy in the cases of heavier workloads. thereafter, we compared the estimates with the measured data. We achieved, in both cases, good accuracy and saved measurement time. In case of the Train Ticket Booking System, we reduced measurement time from 5 h to 35 min by exploiting our model, this reflected in a Mean Absolute Percentage Error of 9.24% in the estimates of CPU utilization and 8.72% in energy consumption predictions.

关键词： Layered Queuing Networks Performance Analysis Energy Consumption software

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Cyber-attacks on SWIFT systems of financial institutions 22

Cyber-attacks on SWIFT Systems of financial institutions

引用

5th International conference on computer Science and software engineering, CSSE 2022

作者： Qin, Minchuan Mogos, Gabriela Department of Computing Xi an Jiaotong-Liverpool University Suzhou China

ISBN: (纸本)9781450397780

From daily online payments to large financing transactions, online financial services make business behaviour convenient and fast. At the same time, attackers can use many means to damage this system. the Society for Worldwide Interbank Financial Telecommunications (SWIFT) system sets up a series of message standards to regulate the communication message format between all users, which greatly improves the business efficiency. Hackers with financial knowledge can get more familiar with SWIFT messages and make the traditional cyber-attacks more targeted or develop more threatening trojan viruses. this paper focuses on studying the cyber-attacks on SWIFT systems. the paper presents three different attacks and discuss how each attack can damage SWIFT users and profit the hackers. © 2022 ACM.

关键词： Cybersecurity

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Application of MySQL Database in Hardware-in-the-loop Simulation Platform of Liquid-propellant Rocket Engine 5

Application of MySQL Database in Hardware-in-the-loop Simula...

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5th International conference on Mechatronics and computer Technology engineering, MCTE 2022

作者： Shi, Yehui Cheng, Yuqiang Gao, Yushan Deng, Lingzhi College of Aerospace Science and Engineering National University of Defense Technology Changsha China Xi'an Aerospace Propulsion Institute Xi'an China

ISBN: (纸本)9781510661073

the liquid-propellant rocket engine is a kind of complex equipment. To reduce the development cycle of the engine design and improve its maintenance efficiency, an efficient hardware-in-the-loop simulation platform was designed and built. With the continuous process of simulation, a large amount of simulation data is generated. To efficiently, completely, and safely manage these data, MySQL and Navicat software are used to design a database applied to the hardware-in-loop simulation platform to achieve data import, insert and export, data query, data visualization, and other functions. At the same time, the database development environment and performance are configured and tested. the application results of the database in the hardware-in-the-loop simulation platform show that the database can meet the requirements of the hardware-in-the-loop simulation platform. © 2022 SPIE.

关键词： Database systems

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Granularity-based Comparison of the Change-proneness of Micro-Clones 15

Granularity-based Comparison of the Change-proneness of Micr...

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15th International conference on Computing Communication and Networking Technologies, ICCCNT 2024

作者： Shanto, Mehedi Hasan Rony, Mohammad Asaduzzaman Debnath, Rameswar Mondal, Manishankar Khulna University Computer Science and Engineering Discipline Bangladesh

ISBN: (纸本)9798350370249

Regular clones (i.e., identical or substantially equivalent code fragments greater than 4 LOC) inside a software system's code-base have been thoroughly examined by several studies. In our research, we investigate the change-proneness of micro-clones (i.e., code clones of at most 4 LOC). In particular, we compare the change-proneness of function and block level micro-clones. An empirical study shows that micro-clones are a growing concern since the number of micro-clones is three times as much as the number of regular clones in a software system. Analyzing the impacts of function and block level micro-clones is very useful for developers because they can realize which granularity (function or block) is more important for software maintenance and evolution. When it comes to managing clones, developers should pay more attention to code clones that are subject to frequent modifications, sometimes called unstable clones, from an evolutionary perspective. they can prioritize the more change-prone micro-clones for refactoring or tracking. We investigated the micro-clone category of function level and block level for 5 diverse subject systems from the SVN repository and analyzed their change-proneness by using UNIX diff. We found that micro-clones of function granularity are generally more change-prone than micro-clones of block granularity. thus, function level micro-clones should be prioritized more for management, such as refactoring and tracking. © 2024 IEEE.

关键词： change-proneness granularity micro-clone refactoring

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software systems Using Variability Approaches

Software Systems Using Variability Approaches

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International conference on Inventive Research in Computing Applications (ICIRCA)

作者： Ashima Arya Prince Gupta Swasti Singhal Akash Goel Department of Computer Science and Information Technology KIET Group of Institutions Ghaziabad Uttar Pradesh India Departmrnt of Computer Science KIET Group of Institutions Delhi-NCR Ghaziabad Uttar Pradesh India

A system's ability to adjust and adapt to different events and surroundings is known as variability. Variability is required to increase the product's flexibility and potential for reuse. Researchers have so far examined variation in the software product line, but it is increasingly necessary in software systems as well. In every stage of software engineering, variation is a planned action that is carried out utilizing variant features and variation points. It is now a crucial characteristic of many systems. this study reviews the literature on software system variability. the research investigates variability managing process that is implemented in each phase of software development life cycle. Variability is classified into eight dimensions that describe its types and mechanism. this classification provides an integrated approach of variability in a unifying manner in software systems. From the survey, the implementing techniques on various system software such as service-based systems, web-based systems, and adaptation systems and the effect of variability in each system have been determined.

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Review of Intelligent Detection Technologies Based on 5G Networks 4

Review of Intelligent Detection Technologies Based on 5G Net...

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4th International conference on computer Science and Management Technology, ICCSMT 2023

作者： Ma, Ke Lu, Yuangang Feng, Qing China Telecom Guangxi Branch Nanning Guangxi530028 China Guangxi Chuangxin Energy Technology Co. Ltd Nanning Guangxi530200 China School of Mechanical Engineering Guangxi University Nanning Guangxi530004 China

ISBN: (纸本)9798400709517

With the popularization and application of 5G technology, intelligent detection technology has also developed rapidly. this paper reviews the application of 5G network in intelligent detection technology as well as the concept and basic structure of intelligent detection systems, especially the development and application of advanced sensors in the hardware system, and introduces the use of fuzzy system theory, regression analysis theory, artificial neural network theory, and support vector machine theory related to the software system of intelligent detection technology and the current status of research. Finally, the existing problems and future development directions of intelligent detection technology are prospected. © 2023 ACM.

关键词： 5G mobile communication systems

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Analysis of Cooling Loads and their Effects on Energy Costs for an Integrated Insulating Materials-Based Direct Iron Processing Plant 19

Analysis of Cooling Loads and their Effects on Energy Costs ...

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19th International conference on Future Networks and Communications, FNC 2024 / 21st International conference on Mobile systems and Pervasive Computing, MobiSPC 2024 / 14th International conference on Sustainable Energy Information Technology, SEIT 2024

作者： Anthony, Adeyanju A. Mechanical and Manufacturing Engineering Department The University of the West Indies St. Augustine Campus Trinidad and Tobago

this study discusses the surge in energy consumption in the Caribbean region over the past decade, notably in Trinidad, where per capita consumption exceeds 6500 kWh. In response to rising electricity tariffs, energy sector entities are implementing conservation initiatives. the study focuses on a Direct Reduced Iron (DRI) plant in Trinidad's Point Lisas Industrial Estate, specifically examining alternatives to conventional air conditioning in a DRI processing laboratory. Various insulating materials were simulated using CHVAC software and evaluated against a 5-ton air-conditioning unit using the CLTD method. Analysis reveals standalone use of insulating systems in the laboratory is impractical due to orientation, location, and internal heat loads, necessitating a hybrid cooling system. Economically viable configurations involve a 3-ton A/C unit paired with PVC, foam, or fibreglass walls and ceilings. Despite higher initial costs, configurations with a 3-ton unit offer savings in maintenance and electricity. Findings extend beyond the laboratory, potentially influencing passive cooling material adoption and active cooling load reduction in other contexts, thus promoting sustainable energy practices. © 2024 the Authors. Published by Elsevier B.V.

关键词： Air conditioning

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Improved Shape Memory Alloy-based MEMS Perforated Switch for RF Applications 12

Improved Shape Memory Alloy-based MEMS Perforated Switch for...

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12th IEEE International conference on Communication systems and Network Technologies, CSNT 2023

作者： Bale, Ajay Sudhir Ghorpade, Naveen Hamsalekha, R. Pushpanjali, J. Deepan, William Herial, Juweriah New Horizon College of Engineering Department of Electronics and Communication Engineering Bengaluru India Vijaya Vittala Institute of Technology Department of Computer Science Engineering Bengaluru India Cmr University Department of Electronics and Communication Engineering Bengaluru India Bangalore Institute of Technology & Research Scholar Cmr University Bengaluru India

ISBN: (纸本)9781665462617

the reported work emphasizes on the modelling of RF based Micro Electro Mechanical System (MEMS) switch to improve the actuation methods. the material used for the actuation is Nitinol. the used material is a shape memory alloy (SMA) and is used due to its excellent properties like super elasticity and remembering its original shape. the simulation results shows that SMA based switch achieves a deflection of 1. 2μm when 0. 2V of input voltage is applied. Further, the switch is perforated uniformly and when the same input voltage is applied to it, the deflection thus obtained is 5E-5m. COMSOL Multiphysics is used to model and simulate the results. © 2023 IEEE.

关键词： MEMS

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Research on Smart Grid Dispatching Control System Based on Model Fusion 5

Research on Smart Grid Dispatching Control System Based on M...

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5th International conference on Power and Energy Applications, ICPEA 2022

作者： Hu, Xiaotong Xie, Boyuan Feng, Shuang Tang, Yi Southeast University School of Software Nanjing China University of Washington Department of Electrical and Computer Engineering SeattleWA98195 United States Southeast University School of Electrical Engineering Nanjing China

ISBN: (纸本)9781665487610

As the safety operation of power grid becomes more and more complicated, the modeling and application of dispatching control system, which is the core part of power grid operation, is one of the key means to improve the system intelligence. Aiming at the characteristics of complex and dispersed business knowledge of power grid dispatching and control system, a knowledge graph construction method combining bottom-up and top-down was proposed. Firstly, through the steps of knowledge extraction, relationship extraction and data cleaning, different data sources are analyzed to obtain the correlation between the basic platforms of the power grid dispatching control system and form the system structure. then, the physical modeling method based on Jacobi decomposition is combined with the specific business knowledge to construct the power grid dispatching system business logic knowledge graph. Finally, on the basis of actual cases, some components are numerically verified by the method of data injection, and the feasibility of the modeling method is verified by auxiliary analysis to be applied in the actual business. © 2022 IEEE.

关键词： Control systems

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