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Heuristic Elastic Scaling for Kubernetes Heterogeneous Microservices

Heuristic Elastic Scaling for Kubernetes Heterogeneous Micro...

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IEEE International Conference on Networking, Sensing and Control

作者： Song Wang Sheng He Yishuang Ning Xiang Gao Zhijun Ding Department of Computer Science and Technology Key Laboratory of Embedded System and Service Computing Ministry of Education Tongji University Tongji University Shanghai China Kingdee Research Kingdee International Software Group Co. Ltd Shenzhen China Intelligent Computing Facility Innovation Center ZhejiangLab Hangzhou China

ISBN: (数字)9798350365221

ISBN: (纸本)9798350365238

Kubernetes has become the basic platform for building cloud native applications. However, existing horizontal scaling methods based on Kubernetes have problems with resource redundancy. Furthermore, the combined horizontal and vertical scaling based on Kubernetes takes a long time. Regarding the issue above, first, we describe the execution processes of three scaling techniques and compare them in different dimensions; second, we construct a formal elastic scaling model for expansion scenarios, with the goal of minimizing the total cost; and third, we introduce a heuristic expansion algorithm after balancing resource redundancy and execution time as the heuristic information. The experiment results show that the elastic scaling algorithm proposed in this paper achieves better performance than other algorithms.

关键词： Costs Heuristic algorithms Redundancy Buildings Microservice architectures Sensors

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The system Adaptability Evaluation Index system of Military Communication Equipment system 21

The System Adaptability Evaluation Index System of Military ...

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5th International Conference on Computer Science and Application Engineering, CSAE 2021

作者： Hou, Jian Wang, Ruihua Wang, Jiajia Yang, Zhou He, Danyu Beijing Jinghang Research Institute of Computing and Communication Corporation Applied Mathematics Research Center of China Aerospace Science and Industry Innovation Center for Intelligent System on Recognition and Decision Pla Academy of Military Science Beijing Zhenxing Institute of Metrology and Measurement

ISBN: (纸本)9781450389853

As an objective reflection of equipment combat performance and battlefield satisfaction, the equipment combat test evaluation index system is the premise and basis for equipment combat test planning, design and implementation. It is to assess the system integration ability and matching ability of military communication equipment under actual combat conditions and the ability to join the equipment system for operation and training. This paper analyzes the concept connotation of system adaptability, system integration degree and system contribution rate, defines the construction principles and ideas of equipment system adaptability evaluation index system, and establishes an index system reflecting the adaptability of military communication equipment system from two aspects of system integration degree and system contribution rate, so as to provide theoretical reference and technical support for military communication equipment system adaptability evaluation.. © 2021 Association for computing Machinery. All rights reserved.

关键词： Military communications

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An Anti-Poisoning Attack Method for Distributed AI system

An Anti-Poisoning Attack Method for Distributed AI System

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作者： Xuezhu Xin Yang Bai Haixin Wang Yunzhen Mou Jian Tan Innovation Center for Intelligent System on Recognition and Decision Beijing Jinghang Research Institute of Computing and Communication School of Digital Media and Art Design Beijing University of Posts and Telecommunications

In distributed AI system, the models trained on data from potentially unreliable sources can be attacked by manipulating the training data distribution by inserting carefully crafted samples into the training set, which is known as Data *** will to change the model behavior and reduce model *** paper proposes an algorithm that gives an improvement of both efficiency and security for data poisoning in a distributed AI *** past methods of active defense often have a large number of invalid checks, which slows down the operation efficiency of the whole *** passive defense also has problems of missing data and slow detection of error *** proposed algorithm establishes the suspect hypothesis level to test and extend the verification of data packets and estimates the risk of terminal *** can enhance the health degree of a distributed AI system by preventing the occurrence of poisoning attack and ensuring the efficiency and safety of the system operation.

关键词： Data Poisoning Distributed AI system Credit Probability Mechanism Inspection Module Suspect Hypothesis Level

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Research on real-time computing method of computer node identification in the field of scalable and verifiable distributed AI collaborative computing

Research on real-time computing method of computer node iden...

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2022 International Conference on Mechanisms and Robotics, ICMAR 2022

作者： Zhang, Tong Song, Ming yan Ren, Yingchao Bai, Yang Tang, Hao Wang, Fengmin Tan, Jian Innovation Center for Intelligent System on Recognition and Decision Beijing Jinghang Research Institute of Computing and Communication Beijing China College of Resources and Environment University of Chinese Academy of Sciences Beijing China Aerospace Information Research Institute The Chinese Academy of Science Beijing China School of digital media and art design Beijing University of Posts and Telecommunications Beijing China Beijing Jinghang Research Institute of Computing and Communication Beijing China

ISBN: (纸本)9781510657328

The invention relates to a node authentication method and system of a distributed AI collaborative computing system. The method comprises: a central server sends authentication instructions to each distributed node;each distributed node completes the corresponding real-time computing capability verification task according to the authentication instruction and sends a response message to the central server;the response message includes task completion time and node equipment information;the real-time computing capability verification task includes a real-time computing capability verification task and a real-time storage capability verification task;the central server receives the response message. If the time of receiving the response message exceeds the expected time, or the difference between the task completion time and the task completion time of the real node of the same device type completing the real-time computing capability verification task is greater than the preset threshold, the node is identified as a suspicious node;the central server sends authentication instructions to the suspicious node for many times and receives the response message returned by the suspicious node. If the time of receiving the response message exceeds the expected time or the difference between the task completion time and the task completion time of the real node of the same device type completing the real-time computing capability verification task is greater than the preset threshold, Then it is judged that the node is forged. © 2022 SPIE.

关键词： Authentication

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A NFT verification method for distributed AI system

A NFT verification method for distributed AI system

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2021 International Conference on Computer Technology, Information Engineering and Electron Materials, CTIEEM 2021

作者： Zhang, Tong Song, Mingyan Sui, Yue Chen, Hanlin Tan, Jian Beijing Jinghang Research Institute of Computing and Communication Innovation Center for Intelligent System on Recognition and Decision Beijing Beijing100089 China School of Digital Media and art Design Beijing University of Posts and Telecommunications Beijing Beijing100089 China

This paper proposes a method invention, namely an efficient NFT data inspection method with minimum granularity and probability comparison. The invention establishes a fast comparison method of AI model and data, that is, the direct comparison of small files priority and the maximum-minimum interval comparison. The invention takes the substantial identity inside the NFT data and the processing method of NFT data coincidence into account, so that the data content outside the token of the NFT publicly shared by the AI distributed system can also be unique on the Internet. Therefore, it can avoid the problem of incremental packaging and repeated packaging, and can successfully balance the efficiency and security of the comparison process. portions given in this document. © Content from this work may be used under the terms of the Creative Commons Attribution 3.0 Licence.

关键词： Patents and inventions

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Research on integrated test and evaluation of information system equipment

Research on integrated test and evaluation of information sy...

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2021 Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence and Big Data Forum, AIBDF 2021

作者： Ma, Jing Wang, Ruihua Wang, Jiajia Yang, Zhou Li, Na Beijing Jinghang Research Institute of Computing and Communication Beijing China PLA Academy of Military Science Beijing China Applied Mathematics Research Center of China Aerospace Science and Industry Group Beijing China Innovation Center for Intelligent System on Recognition and Decision Beijing China

The integrated test of weapons and equipment is an urgent need for the development of weapons and equipment under the contemporary information conditions, because it can reduce the resource requirements, test cost and risk, as well as improve the test efficiency and the degree of confidence. This paper based on the objective requirements of integrated evaluation of information system equipment test, aims at performance test for information system equipment. For the same equipment testing, test means to analysis the factors that affect *** implementation is based on prior knowledge and expert experience response parameters, including regression model building, and the credibility of the weighted multi-source data fusion evaluation method research. It provides technical and theoretical support for the integrated test evaluation of information system equipment multi-source test. © 2021 Institute of Physics Publishing. All rights reserved.

关键词： Information systems

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Research on human-computer interaction portability evaluation model in complex environment 2021

Research on human-computer interaction portability evaluatio...

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2021 5th International Conference on Computer Science and Artificial Intelligence

作者： Zhuxin Xue Yang Bai Haixin Wang Chenyu He Jian Tan Beijing Jinghang Research Institute of Computing and Communication China and Innovation Center for Intelligent System on Recognition and Decision China School of digital media and art design Beijing University of Posts and Telecommunications China

ISBN: (纸本)9781450384155

Human-computer interaction is a technology to study the relationship between users and systems. Good user experience can greatly enhance user stickiness. With the development of Internet technology, users begin to face a variety of systems, but the interaction methods involved are different. Learning new interaction means an increase in user learning costs. As a part of product design, the design of interaction also needs to cover special user groups as much as possible, such as blind people. Thus, it is necessary to study whether different ways of interaction can migrate to each other. Traditional research on user experience mainly focuses on qualitative aspects, such as questionnaire survey. In this paper, we propose a quantitative model to evaluate the portability of interaction. For software interaction design, the macro concept of user experience is quantified by different dimensions, and a unified index model and calculation method are output to guide and evaluate the portability of different software interactions.

关键词： User experience Quantitative evaluation Human-computer interaction Portability

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Application of Lasso regression model in the analysis of success probability of electronic experiments

Application of Lasso regression model in the analysis of suc...

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2021 IEEE International Conference on Computer Science, Electronic Information Engineering and intelligent Control Technology, CEI 2021

作者： Wei, Haomin Wang, Ruihua Guo, Zhangxia Yang, Zhou Wang, Jiajia College of Mechatronic Engineering North University of China Taiyuan China PLA Academy of Military Science China Innovation Center for Intelligent System on Recognition and Decision China Aerospace Science and Industry Corporation Applied Mathematics Research Center Beijing Jinghang Research Institute of Computing and Communication Beijing China

ISBN: (纸本)9780738146492

The multifactorial electronic experiment design and evaluation process suffer from many test constraints, complex and diverse test factors, and multiple indicators coupled with each other. In the face of these problems, this paper firstly elaborates the role relationship between different multifactorial electronic experiment states and influencing factors, and the basic explanation of parametric modeling and regression analysis. The logic of the Lasso regression model are elaborated, and the parametric modeling method is used to evaluate and model the factors and their relationships that affect the success probability of a trial in one case with multiple regression models, and the results are analyzed and evaluated horizontally. The results prove that the Lasso regression method is more controllable and the results are more interpretable by adjusting the parameters, and the maximum error is reduced, which has better applicability;the Least Squares method and the Logistic method also have their excellent characteristics, and in practical applications, suitable regression algorithms can be selected for use according to the requirements of the scenario. © 2021 IEEE.

关键词： Regression analysis

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A method for testing the feasibility of 3D map design based on multi-agent AI-driven 2

A method for testing the feasibility of 3D map design based ...

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2nd International Conference on Big Data Economy and Information Management, BDEIM 2021

作者： Bai, Yang Xue, ZhuXin Zhang, YiYi Wang, MingYu Ren, Yingchao Tan, Jian Innovation Center for Intelligent System on Recognition and Decision Beijing Jinghang Research Institute of Computing and Communication Beijing China Beijing University of Posts and Telecommunications School of digital media and art design Beijing China University of Chinese Academy of Sciences College of Resources and Environment Beijing China

ISBN: (纸本)9781665482882

As one of the most cutting-edge technologies of graphics and multimedia, the core of the three-dimensional map is the spatial layout design of the virtual world. The three-dimensional digital map has significant spatial design significance. It uses a method consistent with geographic theory to integrate the real and the fiction and attach it to various applications such as factory layout, workshop layout, production line planning, and so on. Therefore, the three-dimensional digital map as the spatial background of production and operation to carry various resources is an important part of digital design. Among them, ensuring that the virtual avatar representing a real person can move in an open and feasible space and reach the expected endpoint is an important content of three-dimensional map path planning. To solve the problem of 3D map design level testing, this paper proposes an automated testing method driven by ai multi-agents, which simulates three typical human behaviors and conducts automatic, fast, and comprehensive testing of 3D maps to evaluate the level of 3D map design. © 2021 IEEE.

关键词： Motion planning

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Research on Test Methods for AI Industrial Application Capabilities of Smart Mobile Terminals

Research on Test Methods for AI Industrial Application Capab...

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作者： Tong Zhang Yang Bai Mingyan Song Hao Tang Yingchao Ren Jian Tan Innovation Center for Intelligent System on Recognition and Decision Beijing Jinghang Research Institute of Computing and Communication School of Digital Media and Art Design Beijing University of Posts and Telecommunications College of Resources and Environment University of Chinese Academy of Sciences

A test method and system for AI industrial application capabilities of smart *** method includes the following steps: According to the temperature change values of different AI industrial applications executed by standard smart terminal equipment under different equipment parameters, the equipment parameters and temperature changes of standard smart terminal equipment are *** model;obtain the device parameters of the smart terminal device to be tested, and obtain the predicted value of the temperature change of the smart terminal device to be tested based on the correlation model between the device parameters of the standard smart terminal device and the temperature change;Measure the actual value of the temperature change of the intelligent terminal device executing different AI industrial applications;obtain the test result of the intelligent terminal device to be tested according to the predicted value of the temperature change and the actual value of the temperature change.

关键词： AI Software Testing Industrial Application Capabilities Automation

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