2022 International Conference on Smart Information Systems and Technologies (SIST)最新文献_第10页

Computer Simulation of Intelligent Control Systems for High-Precision Cruise Missiles 高精度巡航导弹智能控制系统的计算机仿真

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945703

Moldamurat Khuralay, Akhmetov Kayrat Telektesovich, Otegen Alikhan Serikovich, Brimzhanova Saule Serikovna, Otyzbayeva Karlygash Zhalenovna, Zhiyenbek Arailym Oteulievna

引用次数: 2

Sentiment Analysis of Reviews in Kazakh With Transfer Learning Techniques 用迁移学习技术分析哈萨克语评论的情感

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945811

A. Nugumanova, Y. Baiburin, Yermek Alimzhanov

引用次数: 1

Library of Fully Homomorphic Encryption on a Microcontroller 微控制器上的全同态加密库

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945722

Zh. E. Temirbekova, A. Pyrkova, Z. Abdiakhmetova, A. Berdaly

{"title":"Library of Fully Homomorphic Encryption on a Microcontroller","authors":"Zh. E. Temirbekova, A. Pyrkova, Z. Abdiakhmetova, A. Berdaly","doi":"10.1109/SIST54437.2022.9945722","DOIUrl":"https://doi.org/10.1109/SIST54437.2022.9945722","url":null,"abstract":"Fully homomorphic encryption technologies allow you to operate on encrypted data without disclosing it, therefore they have a lot of potential for solving personal data storage and processing issues. Because of the increased interest in these technologies, various software tools and libraries that allow completely homomorphic encryption have emerged. However, because this subject of cryptography is still in its early stages, standards and recommendations for the usage of completely homomorphic encryption algorithms are still being developed. The paper presents the main areas of application of homomorphic encryption. The analysis of existing developments in the field of homomorphic encryption is carried out. The analysis showed that existing library implementations do not support the division and subtraction operation. The analysis revealed the need to develop a library of fully homomorphic encryption, which allows performing all mathematical operations on them (addition, difference, multiplication and division), as well as the relevance of developing its own implementation of a library of homomorphic encryption on integers. Then, implement the development of a fully homomorphic encryption library in C++ and on an ESP 32 microcontroller. The ability to perform four operations (addition, difference, multiplication and division) on encrypted data will expand the scope of application of homomorphic encryption. A method of homomorphic division and subtraction is proposed that allows performing the division and subtraction operation on homomorphically encrypted data. The level of security, the types of operations executed, the maximum length of operands, and the algorithm's running time are all described as a consequence of numerical experimentation with parameters.","PeriodicalId":207613,"journal":{"name":"2022 International Conference on Smart Information Systems and Technologies (SIST)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115458865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 4

A Concept of Unbiased Deep Deterministic Policy Gradient for Better Convergence in Bipedal Walker 双足步行器的无偏深确定性策略梯度概念

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945743

Timur Ishuov, Zhenis Otarbay, M. Folgheraiter

{"title":"A Concept of Unbiased Deep Deterministic Policy Gradient for Better Convergence in Bipedal Walker","authors":"Timur Ishuov, Zhenis Otarbay, M. Folgheraiter","doi":"10.1109/SIST54437.2022.9945743","DOIUrl":"https://doi.org/10.1109/SIST54437.2022.9945743","url":null,"abstract":"After a quick overview of convergence issues in the Deep Deterministic Policy Gradient (DDPG) which is based on the Deterministic Policy Gradient (DPG), we put forward a peculiar non-obvious hypothesis that 1) DDPG can be type of on-policy learning and acting algorithm if we consider rewards from mini-batch sample as a relatively stable average reward during a limited time period and a fixed Target Network as fixed actor and critic for the limited time period, and 2) an overestimation in DDPG with the fixed Target Network within specified time may not be an out-of-boundary behavior for low dimensional tasks but a process of reaching regions close to the real Q value's average before converging to better Q values. To empirically show that DDPG with a fixed or stable Target may not exceed Q value limits during training in the OpenAI's Pendulum-v1 Environment, we simplified ideas of Backward Q-learning which combined on-policy and off-policy learning, calling this concept as a unbiased Deep Deterministic Policy Gradient (uDDPG) algorithm. In uDDPG we separately train the Target Network on actual Q values or discounted rewards between episodes (hence “unbiased” in the abbreviation). uDDPG is an anchored version of DDPG. We also use simplified Advantage or difference between current Q Network gradient over actions and current simple moving average of this gradient in updating Action Network. Our purpose is to eventually introduce a less biased, more stable version of DDPG. uDDPG version (DDPG-II) with a function “supernaturally” obtained during experiments that damps weaker fluctuations during policy updates showed promising convergence results.","PeriodicalId":207613,"journal":{"name":"2022 International Conference on Smart Information Systems and Technologies (SIST)","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114930315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Smart Information System for Creating Digital Twins of Construction Project 建设项目数字孪生的智能信息系统

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945785

T. Honcharenko, H. Shpakova, K. Predun, Miroslava Zinchenco, Mariia Liashchenko, V. Savenko

引用次数: 1

Animal Tracking System Based on GPS Sensor and LPWAN 基于GPS传感器和LPWAN的动物跟踪系统

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945724

Zhumaniyaz Mamatnabiyev

引用次数: 2

Assessment and Monitoring Project Management Quality Based on the Entropy Approach 基于熵法的项目管理质量评价与监测

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945775

S. Bushuyev, S. Onyshchenko, A. Bondar, N. Bushuyeva, A. Obronova

{"title":"Assessment and Monitoring Project Management Quality Based on the Entropy Approach","authors":"S. Bushuyev, S. Onyshchenko, A. Bondar, N. Bushuyeva, A. Obronova","doi":"10.1109/SIST54437.2022.9945775","DOIUrl":"https://doi.org/10.1109/SIST54437.2022.9945775","url":null,"abstract":"The article proposes to evaluate and monitor the project management processes quality based on the entropy concept of management. Accordingly, the indicator of the project management processes quality is the information project entropy, which meaningfully reflects the “confidence” of the project team in certain project results. A management quality identification scale is proposed, which is set by the relevant experimental studies of the various project's entropy level. The “entropy index” is introduced as an indicator of the project entropy level. This index is a tool for monitoring the entropy and quality of project management processes throughout the life cycle. Three basic dynamics of the project informational entropy are considered, including the “ideal” one, which implies a uniform decrease in entropy as the project is implemented. A comparison of the actual entropy of the project and the ideal one is offered in the form of an appropriate index, the values of which make it possible to identify the quality of management within the project life cycle. The proposed method is demonstrated in a specific example. The practical use of this method allows to identify the critical state of project management processes to timely prevent the negative impact on the project success.","PeriodicalId":207613,"journal":{"name":"2022 International Conference on Smart Information Systems and Technologies (SIST)","volume":"3367 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127499600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Development of a Distance Education Cognitive Technology Based on a Unified Artificial Immune System 基于统一人工免疫系统的远程教育认知技术开发

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945767

G. Samigulina, Z. Samigulina

{"title":"Development of a Distance Education Cognitive Technology Based on a Unified Artificial Immune System","authors":"G. Samigulina, Z. Samigulina","doi":"10.1109/SIST54437.2022.9945767","DOIUrl":"https://doi.org/10.1109/SIST54437.2022.9945767","url":null,"abstract":"Current trends in the development of the digital society show the relevance of distance education using innovative artificial intelligence technologies. The need for highly qualified engineering personnel determines the increased role of training students of technical specialties online in higher education institutions. The use of the latest advances in the field of artificial intelligence in education makes it possible to increase the efficiency and quality of student training and optimize the work of teachers with large student flows. The difficulties associated with distance education lie in the need for a differentiated approach to students with different cognitive and psychophysical abilities, social conditions and material and technical base. On the other hand, there are problems with the introduction of these technologies in the educational process and educational programs. The research is devoted to the development of a cognitive technology for distance learning of students of technical specialties using the promising direction of artificial immune systems on the MS Teams platform. It is proposed to use a unified artificial immune system to analyze and predict the efficiency of students' knowledge acquisition, as well as to promptly correct the learning trajectory. The technology has been tested on real data obtained in the process of training students of Kazakh-British Technical University JSC (KBTU).","PeriodicalId":207613,"journal":{"name":"2022 International Conference on Smart Information Systems and Technologies (SIST)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122289629","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The Lossless Compression Algorithm of Hyperspectral Aerospace Images With Correlation and Bands Grouping 基于相关和波段分组的航空高光谱图像无损压缩算法

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.1109/SIST54437.2022.9945821

Assiya Sarinova, Rostyslav Lisnevskyi, A. Biloshchytskyi, Aigerim Akizhanova

引用次数: 1

Author Index1 作者Index1

2022 International Conference on Smart Information Systems and Technologies (SIST) Pub Date : 2022-04-28 DOI: 10.3233/ch-1987-7305

引用次数: 0