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ANALYSIS OF METHODS FOR REPRESENTING TREE-LIKE STRUCTURES IN A RELATIONAL DATA MODEL 分析在关系数据模型中表示树状结构的方法
E. Pavlovskyi, I. Yarosh
"As you know, the data must be stored in such a way that their sampling takes place with minimal expenditure of time and resources. In most cases, it is convenient and expedient to use the relational data model, which has found its application in relational databases, for data storage and processing. The advantages of this data representation are the fact that the entities are represented in the form of tables, connected to each other by various relationships: ""one-to-one"", ""one-to-many"" and ""many-to-many"". Thus, we have a single system of interconnected entities that represent some subject area. Each entity has a set of fields that have specific data types: numeric, text, date/time, and others. In addition, tables have a key field that uniquely identifies an entry in the table. It is this field that plays an important role in building relationships between tables. This field includes records of related tables, through a foreign key, that they have in their list of fields. With the correct design of such a system, it should correspond to the third normal form. Presenting tree-like structures in the relational data model is a very relevant task today. A typical example of such data is categories, which can be quite a lot with a high level of nesting in each other. The article considers and analyzes the most popular methods of representing tree structures in the relational data model. A typical example of such data is categories, which can be quite a lot with a high level of nesting in each other. Such methods include Adjacency List and Nested Sets. Advantages and disadvantages of these methods were identified. Quantitative indicators of time for data sampling, which are presented in the database by the considered methods, were obtained. On the basis of these indicators, an analysis of the expediency of data presentation by these methods was carried out, depending on some characteristics of nestedness and data volumes. The advantages and disadvantages of the considered methods for representing tree-like structures in the relational data model are revealed. "
“如你所知,数据必须以这样一种方式存储,即他们的抽样发生在最小的时间和资源支出。在大多数情况下,使用关系数据模型进行数据存储和处理是方便和方便的,关系数据模型在关系数据库中已经得到了应用。这种数据表示的优点是实体以表的形式表示,通过各种关系相互连接:“一对一”、“一对多”和“多对多”。因此,我们有一个代表某些主题领域的相互连接的实体的单一系统。每个实体都有一组具有特定数据类型的字段:数字、文本、日期/时间等。此外,表有一个唯一标识表中条目的键字段。这个字段在表之间建立关系时起着重要的作用。这个字段通过一个外键包括相关表的记录,这些记录在它们的字段列表中。在正确设计这种系统的情况下,它应该符合第三范式。在关系数据模型中表示树状结构是当今非常相关的任务。这类数据的一个典型例子是类别,它们可能非常多,彼此之间嵌套程度很高。本文考虑并分析了在关系数据模型中表示树结构的最流行的方法。这类数据的一个典型例子是类别,它们可能非常多,彼此之间嵌套程度很高。这些方法包括邻接表和嵌套集。指出了这些方法的优缺点。通过所考虑的方法,得到了数据库中数据采样时间的定量指标。在这些指标的基础上,根据嵌套性和数据量的一些特征,分析了这些方法表示数据的方便性。揭示了在关系数据模型中表示树状结构所考虑的方法的优缺点。
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引用次数: 0
USAGE OF A GRAPHICS PROCESSOR TO ACCELERATE COREFERENCE RESOLUTION WHILE USING THE RoBERTa MODEL 当使用RoBERTa模型时,使用图形处理器来加速共同参考分辨率
S. Pogorilyy, P. Biletsky
"The problem of finding coreferential objects (coreference resolution) in Ukrainian-language texts is considered, examples of co-referentiality in the Ukrainian language are given. Coreference in texts means the relationship between syntactic units that point to the same object (referent) in a given context. The differences between English-language and Ukrainian-language texts in solving the problem of searching for coreferenced objects and the difficulties that arise in finding coreferenced objects are noted. In particular, there are differences in the order of words in sentences: strict word order in English and arbitrary word order in Ukrainian. It is also pointed out the need to take into account the relationship between objects that are not part of the co-reference groups (predicates and secondary parts of sentence). Created an application that searches for reference objects in Ukrainian-language texts using the Transformers library and the RoBERTa language model. The use of a graphics processor to speed up the search for referential objects by the algorithm is considered. The work of the algorithm was tested on a set containing 2500 texts. 21.3 times acceleration reached due to the use of a graphics processor (GPU) in comparison to the performance of CPU. The resulting acceleration has greatly facilitated the development and testing of the application."
“考虑了在乌克兰语文本中寻找共同参照对象(共同参照解决)的问题,并给出了乌克兰语中共同参照的例子。文本中的共指是指在给定上下文中指向同一对象(指物)的句法单位之间的关系。注意到英语和乌克兰语文本在解决搜索共同引用对象问题方面的差异以及在查找共同引用对象时出现的困难。特别是在句子的语序上存在差异:英语的语序严格,乌克兰语的语序随意。它还指出,需要考虑不属于共同参考组(谓语和句子的次要部分)的对象之间的关系。创建了一个应用程序,该应用程序使用Transformers库和RoBERTa语言模型在乌克兰语文本中搜索参考对象。考虑使用图形处理器来加快算法对参考对象的搜索速度。在包含2500个文本的集合上测试了该算法的工作。与CPU性能相比,使用图形处理器(GPU)达到21.3倍的加速。由此产生的加速极大地促进了应用程序的开发和测试。”
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引用次数: 1
MATHEMATICAL DESCRIPTION THE DIVIDE OF INTEGER NUMBERS 整数除法的数学描述
O. Samoshchenko, B. S. Gusev, V. Lapko
Computer division of integers is given by polynomial transformation of complementary codes. The positive property of the mathematical model of these polynomials is characterized by the formation of polynomials of positive and negative integers with an equivalent expression. Іn the general form, the dependence of the function domain of the number’s representation in the two’s complementary code and the polynomial capacity is established. Adequate polynomial bit capacity of the complementary code dividend for defined formats of the divisor and the quotient is determined. The algorithm for determining the special polynomial of the quotient for all combinations of the operands sign polarity is formed. It is shown that the content of the quotient polynomial is determined by the partial remainder’s polarity of the dividend, which are determined by adding the transformed or untransformed complementary code of the divisor to the doubled code of the previous partial remainder complementary code. It is proved that increasing the value of the complementary code of the dividend partial remainder is reduced to a modified left shift of the dividend remainder complementary code with the loss of the sign bit. Logical expressions for fixing the overflow of the quotient are synthesized, the determination of which is combined with the calculation of the highest bit of the quotient polynomial. A reasonable algorithm for converting the calculated polynomial of the quotient into the resulting complementary code of the quotient during dividing operands with the same and different signs. For the mathematical description of the complementary code of integers, a special form of the shortened modulo-shifted code is introduced. The task of dividing integers is reduced to the operation of dividing complementary codes polynomials. In the system of complementary codes, an algorithm for determining the quotient polynomial, which is invariant to the signs of the operands, is proposed. The algorithm for calculating the correct complementary code of the dividend remainder for all combinations of the sign bits of the operands is indicated.
利用互补码的多项式变换,给出了整数的计算机除法。这些多项式的数学模型的正性表现为形成具有等价表达式的正负整数多项式。Іn给出了一般形式,建立了数在二补码中表示的函数域与多项式容量的依赖关系。对于已定义的除数和商的格式,确定了互补码红利的足够的多项式位容量。给出了所有操作数符号极性组合的商的特殊多项式的确定算法。证明了商多项式的内容是由被除数的偏余数极性决定的,而被除数的偏余数极性是通过将除数的变换或未变换的补码与前一个偏余数补码的倍码相加来确定的。证明了增加红利部分余数的补码的值可以简化为对红利部分余数的补码进行左移的修正,同时损失符号位。合成了固定商溢出的逻辑表达式,其确定与商多项式最高位的计算相结合。一种合理的算法,用于将计算出的商的多项式在相同和不同符号的操作数除法时转换成所得到的商的互补码。对于整数补码的数学描述,给出了一种特殊形式的缩短模移码。将除法的任务简化为除互补码多项式的运算。在互补码系统中,提出了一种确定对操作数符号不变的商多项式的算法。给出了计算操作数符号位的所有组合的除数余数的正确补码的算法。
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引用次数: 0
COMPARATIVE ANALYSIS AND COMPLEX USING METHOD OF ROW AND COLUMN DATABASES 比较分析和复杂的使用方法的行和列数据库
T. Paromova, I. Solohubov, I. Zeleneva, T. Holub
"At present, the volume of processed information increases extremely every year and can already reach hundreds of terabytes or several petabytes. This amount of data is always seen in the field of data analysis, modeling, testing, artificial intelligence, etc. Thus, the problem of saving and improving the performance of data processing systems becomes relevant. To solve this problem, many options for the internal organization of the database and DBMS were considered in this field. The main disadvantage of relational databases with row organization when processing large arrays is the irrational use of file system resources and RAM. One of the options for increasing the efficiency of processing large amounts of information is a columnar data organization model. This model proposes storing data in the form of several files corresponding to the data of each column, which in turn are stored in the form of a key-value. This data organization allows you to optimize the amount of information read from the database, as well as use compression, which has a positive effect on system performance. In this paper, the features of the columnar databases organization are experimentally studied, differences from the traditional row organization are considered, the main advantages and disadvantages of both organization options, their architectural features, which provide accelerated data processing, are analyzed. In the paper, a comparative analysis of the speed of information processing was carried out for various options for organizing a database using the example of a MySQL row database and a ClickHouse column database when executing queries of various types and complexity. Based on the experimental studies result, a system architecture with the integrated use of row and column databases was proposed to achieve universality and optimal performance in transactional systems such as OLTP, taking into account the growth in the volume of processed information. The advantages of the proposed complex database management system with different types of data organization is the achievement of a certain level of versatility and increased performance in transactional systems. The disadvantage of such a system may be its volume of data and the complexity of the organization, as well as problems with ensuring reliability. Consideration of reliability problems is a promising area of research. Theoretically, on the basis of the proposed complex system, it would be possible to create a separate type of database management system. It’s necessary to develop a certain external control level that organizes the operation of a complex of two different type databases, then to design a common interface and connect both databases in a modular way to test various combinations. This approach is quite possible, since some database management systems, such as ClickHouse, have several interfaces for interacting with others, such as MySQL, PostgreSQL."
“目前,处理的信息量每年都在急剧增加,已经可以达到数百tb或几pb。这种数据量在数据分析、建模、测试、人工智能等领域总是可以看到。因此,保存和提高数据处理系统性能的问题变得相关。为了解决这个问题,在这个领域中考虑了数据库和DBMS的内部组织的许多选项。在处理大型数组时,具有行组织的关系数据库的主要缺点是不合理地使用文件系统资源和RAM。提高处理大量信息的效率的选项之一是柱状数据组织模型。该模型建议以几个文件的形式存储数据,这些文件对应于每列的数据,而这些数据又以键值的形式存储。这种数据组织允许您优化从数据库读取的信息量,以及使用压缩,这对系统性能有积极的影响。本文通过实验研究了列式数据库组织的特点,考虑了与传统行组织的区别,分析了两种组织方式的主要优缺点,以及它们提供加速数据处理的体系结构特点。本文以MySQL行数据库和ClickHouse列数据库为例,在执行不同类型和复杂程度的查询时,对不同的数据库组织方式进行了信息处理速度的比较分析。在实验研究结果的基础上,考虑到处理信息量的增长,提出了一种综合使用行和列数据库的系统架构,以实现OLTP等事务系统的通用性和最优性能。所提出的具有不同类型数据组织的复杂数据库管理系统的优点是在事务系统中实现了一定程度的通用性并提高了性能。这种系统的缺点可能是它的数据量和组织的复杂性,以及在确保可靠性方面的问题。考虑可靠性问题是一个很有前途的研究领域。理论上,在所建议的复杂系统的基础上,可以创建一种单独类型的数据库管理系统。需要开发一定的外部控制层来组织两个不同类型数据库的综合体的操作,然后设计一个通用的接口,以模块化的方式将两个数据库连接起来,以测试各种组合。这种方法是非常可能的,因为一些数据库管理系统,如ClickHouse,有几个接口与其他数据库管理系统,如MySQL, PostgreSQL进行交互。”
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引用次数: 0
FEATURES OF DEVELOPMENT OF THE SUBSYSTEM FOR SCIENTIFIC DIRECTOR ELECTION 科学主任选举子系统的开发特点
Y. S. Antonov, O. Mazuruk
A review of works devoted to the University automation problems or Gale-Shapley algorithm using is carried out. The paper analyzes the organizational, information and communication components of the scientific director electing process. The drawbacks of the students distribution existing algorithms are highlighted, namely: a student is left without a scientific director; distribution blocking due to a teacher or student fault; teachers' quotas dynamic change during distribution. The following subsystem users groups (roles) are distinguished: student, graduate student, departments teachers, department head, laboratory assistant, dean, deputy dean, dean's office methodologist, rector, specialist of the general department. A modified scientific director election process (algorithm) is proposed. A mathematical model for these processes is described. An algorithm that allows automatically set priorities in questionnaires that are not completed by students / teachers has been developed. The Gale-Shapley algorithm is used for automatic pairing < scientific director; student>. In this case, the following conditions are met for the obtained set of pairs: each student must be assigned a scientific director; for scientific director, selected students number should be according to the workload. To test the approach proposed in the work, a corresponding subsystem consisting of a relational database and a web application was implemented. When creating a web application, the following were used: Spring Framework, Vaadin, Hibernate, RabbitMQ message broker, PostgreSQL DBMS, REST.
对致力于大学自动化问题或Gale-Shapley算法使用的工作进行了回顾。分析了科学主任选举过程中的组织、信息和沟通组成部分。强调了现有学生分配算法的缺点,即:学生没有科学指导;由于老师或学生的失误导致分发受阻;教师配额在分配过程中的动态变化。以下子系统用户组(角色)被区分为:学生、研究生、院系教师、系主任、实验室助理、院长、副院长、院长办公室方法学家、院长、综合系专家。提出了一种改进的科学董事选举过程(算法)。描述了这些过程的数学模型。已经开发出一种算法,允许在学生/教师未完成的问卷中自动设置优先级。自动配对采用Gale-Shapley算法;学生>。在这种情况下,所得到的一组对满足以下条件:每个学生必须分配一个科学主任;对于科学主任,应根据工作量选择学生人数。为了测试所提出的方法,实现了一个由关系数据库和web应用程序组成的相应子系统。在创建web应用程序时,使用了以下工具:Spring Framework, Vaadin, Hibernate, RabbitMQ消息代理,PostgreSQL DBMS, REST。
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引用次数: 0
APPLICATION OF THE STELLAR NETWORK IN THE MANAGEMENT OF CRYPTO ASSETS 恒星网络在加密资产管理中的应用
N. Maslova, A. Husieva
During the active development of Blockchain technology and the growing popularity of cryptocurrencies, users have a need for effective management of their assets. The work presents the process of creating a cryptoasset control system with a minimal set of functions, a clear interface and achieving the main goal of users - systematization and promotion of the effective growth of invested investments. One of the popular platforms for conducting blockchain operations is the Stellar network (Stellar Network). Thanks to the flexibility of the network and its features, a cross-platform system has been created, the communication with which is carried out by means of Telegram, and the main functionality has been developed using the Horizon API and SDK in the Python programming language
在区块链技术的积极发展和加密货币的日益普及过程中,用户需要对其资产进行有效的管理。该工作介绍了创建一个加密资产控制系统的过程,该系统具有最小的功能集,清晰的界面,并实现用户的主要目标-系统化和促进投资的有效增长。进行区块链操作的流行平台之一是恒星网络(Stellar network)。由于网络的灵活性及其特性,创建了一个跨平台系统,通过Telegram进行通信,主要功能使用Python编程语言中的Horizon API和SDK开发
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引用次数: 0
Architecture of project management web services based on integration with natural language processing modules 基于与自然语言处理模块集成的项目管理web服务体系结构
G. A. Yegoshyna, S. M. Voronoy
A method for intellectualizing project management web services based on integration with natural language processing modules is proposed. The supporting of high reliability, extensibility and flexibility of the interface of such systems is a necessary condition for the providing of effective tools for developers of software systems of various profiles. It is shown that a prevalent trend in software development is to increase the portability of software in order to ensure the possibility of using the same application in different runtime environments. The advantages of using the concept of “API-first” are highlighted. The features of the “API-first” web server architecture are considered, in which all requests for web services are executed through a single web API interface, and the resource-intensive web pages formation is transferred to a separate structure on the same host or to a separate web server. The advantages of using natural language processing tools to improve the efficiency and availability of project management web services are considered. Project management web service database structure is proposed. All the natural language processing data for the conversational interface consist of user intents list, entities collections list, entities (collocations or word sets). It will be stored within each external language processing web service in the appropriate format automatically. Examples of prototype business logic with functions for the internal and external API are shown. Most of the external natural language processing service handlers are closely related to this business logic.
提出了一种基于自然语言处理模块集成的项目管理web服务智能化方法。支持这些系统的高可靠性、可扩展性和接口灵活性是为各种类型软件系统的开发人员提供有效工具的必要条件。研究表明,软件开发的一个普遍趋势是增加软件的可移植性,以确保在不同的运行时环境中使用相同的应用程序的可能性。强调了使用“api优先”概念的优点。考虑了“API优先”web服务器架构的特点,其中对web服务的所有请求都通过单个web API接口执行,资源密集型web页面的形成被转移到同一主机上的单独结构或单独的web服务器上。考虑了使用自然语言处理工具来提高项目管理web服务的效率和可用性的优点。提出了项目管理web服务数据库结构。会话界面的所有自然语言处理数据由用户意图列表、实体集合列表、实体(搭配或词集)组成。它将以适当的格式自动存储在每个外部语言处理web服务中。给出了具有内部和外部API功能的原型业务逻辑的示例。大多数外部自然语言处理服务处理程序都与此业务逻辑密切相关。
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引用次数: 0
MATHEMATICAL MODELING OF THE PROCESS OF DIAGNOSTICS OF THE TECHNICAL CONDITION OF TRANSFORMER INSULATION USING PETRI NETS 用petri网建立变压器绝缘技术状况诊断过程的数学模型
T. Altukhova
"In this paper, we have expanded the possibilities of using Petri nets for modeling the process of technical diagnostics. A structural and mathematical model of a system for monitoring diagnostic signs and diagnosing the current state of insulation of transformer substations is proposed, which will allow monitoring the technical condition provided that the parameter values are close to the limit indicators, which, in turn, will classify the results obtained into three classes: normal operation, damage to the turn and interphase insulation of transformer substations. Verification of the obtained results of the implementation of the presented model was carried out and it was found that the diagnostics of the current state of the insulation of these transformers was performed quite effectively with constant monitoring of certain diagnostic parameters with an average absolute deviation rate within 6.19-7.11%, however, in the case when the value of the maximum the deviation indicator during implementation will be more than ±11%, then it becomes necessary to take into account additional parameters that affect the quality of the maintenance process and operation of electrical equipment in the future, for example, the design of transformers and unfavorable conditions for their operation. The analysis of the implementation results made it possible to determine the quality of the developed model, which was controlled by two indicators, namely, the time of the diagnostics, which averaged 0.024 sec., and a fairly good agreement between the results of its implementation with the standard (93.46%), which led to its recommendation when monitoring the current state of the insulation of transformer substations. Also, the software implementation of the obtained model will provide real-time monitoring of diagnostic indicators and will allow determining the residual life of transformers in the event of a possible damage to the turn and interphase insulation more efficiently by about 20% of possible analogues, thereby ensuring a reduction in the number of occurrences of uncontrolled emergencies and a decrease in hourly, material and energy losses."
“在本文中,我们扩展了使用Petri网对技术诊断过程建模的可能性。提出了变电站绝缘状态诊断信号监测系统的结构和数学模型,在参数值接近极限指标的情况下,对变电站的技术状态进行监测,并将监测结果分为正常运行、匝损和相间绝缘三类。对模型实施的结果进行了验证,发现在对某些诊断参数进行持续监测的情况下,对这些变压器绝缘当前状态的诊断是非常有效的,平均绝对偏差率在6.19-7.11%之间,但在实施过程中偏差指标的最大值大于±11%的情况下,然后,有必要考虑影响未来电气设备维护过程和运行质量的其他参数,例如变压器的设计及其运行的不利条件。通过对实施结果的分析,可以确定所开发模型的质量,该模型的质量由两个指标控制,即诊断时间,平均为0.024秒,其实施结果与标准的一致性较好(93.46%),因此可以在监测变电站绝缘电流状态时推荐使用。此外,所获得的模型的软件实现将提供诊断指标的实时监控,并将允许在可能损坏转弯和相间绝缘的情况下,比可能的类似物更有效地确定变压器的剩余寿命,从而确保减少不受控制的紧急情况的发生次数,并减少小时、材料和能量损失。”
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引用次数: 0
FEATURES OF PROTECTING BIG DATA ON ONLINE RESOURCES 保护在线资源大数据的特点
N. Maslova, A. Nikitenko
Big data is one of the challenges of our time associated with the need to process ever-growing volumes of information. The trend when working with big data is the use of cloud or online resources. The most important aspect when working in a cloud environment is to ensure security - a computer, a network, information. The paper proposes a methodology and software tool for placing data in cloud environments. The basic condition for the placing Big data are the requirements for compliance with security criteria.
大数据是我们这个时代的挑战之一,因为我们需要处理不断增长的信息量。使用云或在线资源是处理大数据的趋势。在云环境中工作时,最重要的方面是确保计算机、网络和信息的安全。本文提出了一种在云环境中放置数据的方法和软件工具。大数据放置的基本条件是符合安全标准的要求。
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引用次数: 0
METHODS AND ALGORITHMS FOR MONITORING THE STATE OF THE GAS DIFFUSION FILTER OF METHANE ANALYZERS 甲烷分析仪气体扩散过滤器状态监测方法与算法
V. Holinko, O. Holinko
"The results of research aimed at improving the reliability of stationary gas analyzers of gas protection systems are given. It is shown that it is possible to identify cases of contamination of the gas diffusion filter in methane analyzers, which can significantly affect the results of methane concentration measurement and lead to the failure of the protective shutdown system in the event of a danger of explosion, by analyzing the transient processes that occur in the analyzer after a short-term decrease in current through thermocouples of the sensor to the value at which the process of methane oxidation on the sensitive element stops. It is shown that in a thermocatalytic sensor with a double diffusion filter, when its filter element is significantly contaminated, the ratio of the amplitude of the bridge output voltage surge after a short-term decrease in current through the thermoelements to the value at which the methane oxidation process stops (after the pause) to the initial value of the bridge output voltage (before the pause) significantly increases, which makes it possible to detect pollution cases by analyzing the change in this ratio. The process of detecting significant pollution of the gas diffusion filter can be combined with the previously proposed process of automatic remote control of zero readings of the analyzers, which is carried out by reducing the power supply voltage of the thermogroup to the value at which the methane oxidation reaction does not occur on the working thermocouple. The method of detecting dangerous contamination of the gas diffusion filter is substantiated and the algorithm of operation of the ATmega8 microcontroller based on which the methane analyzer is implemented is described. "
给出了提高气体保护系统固定式气体分析仪可靠性的研究结果。结果表明,甲烷分析仪中气体扩散过滤器的污染情况是可以识别的,它会显著影响甲烷浓度测量结果,并导致发生爆炸危险时保护停机系统失效。通过分析通过传感器热电偶的电流短期下降到敏感元件上的甲烷氧化过程停止的值后,分析仪中发生的瞬态过程。结果表明,在双扩散滤波器的热催化传感器中,当其滤芯受到严重污染时,通过热元件的电流短期下降后的桥输出电压浪涌幅值与甲烷氧化过程停止时(暂停后)的值之比与桥输出电压初始值(暂停前)之比显著增加;这使得通过分析这一比率的变化来检测污染案件成为可能。检测气体扩散过滤器明显污染的过程可以与之前提出的分析仪零读数自动远程控制过程相结合,该过程通过将热电组的电源电压降低到在工作热电偶上不发生甲烷氧化反应的值来实现。阐述了气体扩散过滤器危险污染的检测方法,并介绍了基于ATmega8单片机实现甲烷分析仪的操作算法。
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引用次数: 0
期刊
Scientific papers of Donetsk National Technical University. Series: Informatics, Cybernetics and Computer Science
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