Search results

Filters

  • Journals
  • Authors
  • Keywords
  • Date
  • Type

Search results

Number of results: 56
items per page: 25 50 75
Sort by:
Download PDF Download RIS Download Bibtex

Abstract

Transportation noise is a main source of noise pollution. It is assumed that it consists of recognizable noise events which come from moving aircrafts, trains and boats. The noise of an isolated sound event is assessed by the sound exposure level, LAE. Much legislation and many regulations and guidelines employ the A-weighted time-average sound level, LAeq,T, with the time interval T of one hour or longer. LAE measurements enable an approximation of LAeq,T. The key point is the uncertainty of this approximation. It has been shown that an increase in the number of LAE categories brings about a decrease in uncertainty. For illustrative purposes, LAE measurements of aircrafts taking off and landing were carried out.
Go to article

Authors and Affiliations

Rufin Makarewicz
Roman Gołębiewski
Download PDF Download RIS Download Bibtex

Abstract

Contemporary tools which help to design technical objects refer to the conclusions drawn from studying the changes of physical processes accompanying the exploitation, especially to vibroacoustic processes. The main problem is to define such vibroacoustic measures, where their changes would model the analyzed physical phenomena in the best way. Basing on simple indicators which refer to occurring phenomena, it is possible to obtain accurate solutions with a satisfactory reliance level without using complex computing techniques needing detailed descriptors. According to the author, the indicators which are based on the analysis of vibroacoustic energy propagation are very useful in solving engineering problems. These indicators are useful while diagnosing the condition of technical systems, identifying and minimizing the vibroacoustic risks. The possibilities of using such indicators in order to find design solution are illustrated by sample results of the research of the structures with vibroacoustic elements which reduce the noise of rail vehicles by the rail vibration damping.
Go to article

Authors and Affiliations

Grzegorz Klekot
Download PDF Download RIS Download Bibtex

Abstract

This paper endeavours to study aspects of wave propagation in a random generalized-thermal micropolar elastic medium. The smooth perturbation technique conformable to stochastic differential equations has been employed. Six different types of waves propagate in the random medium. The dispersion equations have been derived. The effects due to random variations of micropolar elastic and generalized thermal parameters have been computed. Randomness causes change of phase speed and attenuation of waves. Attenuation coefficients for high frequency waves have been computed. Second moment properties have been briefly discussed with application to wave propagation in the random micropolar elastic medium. Integrals involving correlation functions have been transformed to radial forms. A special type of generalized thermo-mechanical auto-correlation functions has been used to approximately compute effects of random variations of parameters. Uncoupled problem has been briefly outlined.

Go to article

Authors and Affiliations

Manindra Mitra
Rabindra Kumar Bhattacharyya
Download PDF Download RIS Download Bibtex

Abstract

The object of the present study is to investigate the influence of damping uncertainty and statistical correlation on the dynamic response of structures with random damping parameters in the neighbourhood of a resonant frequency. A Non-Linear Statistical model (NLSM) is successfully demonstrated to predict the probabilistic response of an industrial building structure with correlated random damping. A practical computational technique to generate first and second-order sensitivity derivatives is presented and the validity of the predicted statistical moments is checked by traditional Monte Carlo simulation. Simulation results show the effectiveness of the NLSM to estimate uncertainty propagation in structural dynamics. In addition, it is demonstrated that the uncertainty in damping indeed influences the system response with the effects being more pronounced for lightly damped structures, higher variability and higher statistical correlation of damping parameters.

Go to article

Authors and Affiliations

B. Tiliouine
B. Chemali
Download PDF Download RIS Download Bibtex

Abstract

Typically, a plant’s genotype can be replicated through vegetative propagation. Oak trees, however, cannot be reproduced by this method. So how can we preserve the ancient genotypes of monumental oaks, many of which are dying?
Go to article

Authors and Affiliations

Paweł Chmielarz
1

  1. PAS Institute of Dendrology, Kórnik
Download PDF Download RIS Download Bibtex

Abstract

One of the worst accidents that can take place in industrial presses is related to the risk of generating cracks in the columns. In order to avoid press columns from being subjected to tensile stress in the loading phase, the columns are sometimes assembled precompressed, so that nominal stress maintains negative values throughout the work cycle. Previous researches have considered cracks propagating under cyclic compressive loads in notched specimens. In these cases, the fatigue cracks are initiated at the notch root due to residual tensile stresses and grew at a progressively decreasing speed before arresting. The subject of the present paper is to give a paradigmatic example of crack initiation and propagation also in a general compressive field.
Go to article

Authors and Affiliations

Giorgio Olrni
Alessandro Freddi
Download PDF Download RIS Download Bibtex

Abstract

In spite of the fact that standardizing operations and increased awareness of hazards led to a significant improvement of vibroacoustic climate of operator’s stands of new machines, their long-term operation - often under difficult conditions - leads to a fast degradation of acoustic qualities of machines. Temporary operations performed during surveys and periodical overhauls are rarely effective, due to the lack of any guidelines. In this situation the authors propose the algorithm for selection of eventual screens or sound absorbing and sound insulating partitions, utilizing the measuring procedure aimed at identification, at the operator’s stand, of main noise components originated from various sources. On the basis of this procedure, the vibroacoustic energy propagation paths in the machine was estimated.
Go to article

Authors and Affiliations

Zbigniew Dąbrowski
Jacek Dziurdź
Radosław Pakowski
Download PDF Download RIS Download Bibtex

Abstract

The propagation of EEG activity during the Continuous Attention Test (CAT) was determined by means of Short-time Directed Transfer Function (SDTF). SDTF supplied the information on the direction, spectral content and time evolution of the propagating EEG activity. The differences in propagation for target and non-target conditions were found mainly in the frontal structures of the brain.

Go to article

Authors and Affiliations

R. Kuś
K.J. Blinowska
M. Kamiński
A. Basińska-Starzycka
Download PDF Download RIS Download Bibtex

Abstract

The Kuroshio Extension front (KEF) considerably influences the underwater acoustic environment; however, a knowledge gap persists regarding the acoustic predictions under the ocean front environment. This study utilized the high-resolution ocean reanalysis data (JCOPE2M, 1993–2022) to assess the impact of the KEF on the underwater acoustic environment. Oceanographic factors were extracted from the database using the Douglas-Peucker algorithm, and acoustic propagation characteristics were obtained using the Bellhop raytracing model. This study employed a backpropagation neural network to predict the acoustic propagation affected by the KEF. The depth of the acoustic channel axis and the vertical gradient of the transition layer of sound speed were identified as the fundamental factors influencing the first area of convergence, with correlations between the former and the distance of the first convergence zone ranging from 0.52 to 0.82, and that for the latter ranging from −0.42 to −0.7. The proposed method demonstrated efficacy in forecasting first convergence zone distances, predicting distances with less than 3 km error in >90% of cases and less than 1 km error in 68.61% of cases. Thus, this study provides a valuable predictive tool for studying underwater acoustic propagation in ocean front environments and informs further research.
Go to article

Authors and Affiliations

Weishuai Xu
1
Lei Zhang
2
Hua Wang
2

  1. No. 5 Student Team, Dalian Naval Academy Dalian, Liaoning, China
  2. Department of Military Oceanography and Hydrography and Cartography Dalian Naval Academy Dalian, Liaoning, China
Download PDF Download RIS Download Bibtex

Abstract

Experimental evaluations on interlaminar and intralaminar fracture of multilayered and sandwich epoxy and polyester fabrics show an interesting behaviour at delamination initiation and crack propagation. Mode I and Mode Il tests were done on layered specimens with same type of ani ficial delamination to investigate the material influence on interlaminar fracture toughness and crack propagation. In sandwich specimens with a rigid foam core, the intralaminar damage failure and propagation are monitored.
Go to article

Authors and Affiliations

D.M. Constantinescu
N. Constantin
T. Goss
Download PDF Download RIS Download Bibtex

Abstract

Prediction of propagation time of corrosion is a key element in evaluating the service life of corroded reinforced concrete (RC) structures. Corroded steel products often expand in volume and thus generate tensile stress in the concrete cover. When this tensile stress exceeds the tensile strength of the concrete, cracking occurs. The tensile stresses in concrete due to corrosion are usually perpendicular to the longitudinal axis of the reinforcement. In the reinforced concrete beams, tensile stresses in concrete due to bending is perpendicular to the longitudinal direction of stirrups. In the reinforced concrete slabs, the tensile stresses in concrete due to bending is also perpendicular to the axis of longitudinal reinforcement subjected to bending in the other direction. In such cases, the tensile stresses in concrete due to corrosion of reinforcement has the same direction as the tensile stress caused by bending. When the load-induced stress in the concrete has the same direction as that of the corrosion-induced stress, cracks will likely appear more quickly and vice versa. The main objective of this paper is to build a predictive model of corrosion propagation time taking into account: (1) the effect of stresses due to load; (2) the change of corrosion current density. The model was implemented on Matlab software. The results show the influence of the load, and other parameters on the corrosion propagation stage, when considering the end of this corrosion propagation stage is cracking of concrete cover.
Go to article

Authors and Affiliations

Dao Van Dinh
1
ORCID: ORCID
Tran Viet Hung
1
ORCID: ORCID

  1. Structural Engineering Section – University of Transport and Communications Add: No.3 Cau Giay Street, Lang Thuong ward, Dong Da District, Hanoi, Vietnam
Download PDF Download RIS Download Bibtex

Abstract

Study of the sea noise has been a subject of interest for many years. The first works in this scope were published at the turn of the twentieth century by Knudsen (Knudsen et al., 1948) and G. Wenz (Wenz, 1962). Disturbances called “shipping noise” are one of the important components of the sea noise. In this work the results of an experimental research of underwater noise produced by a small ship of a classic propulsion are presented. A linear receiving antenna composed of two orthogonal components was used in the investigation. Identification of the main sources of acoustic waves related with the ship was achieved. In addition, the intensity of the wave was measured. The research was performed in conditions of the shallow sea.
Go to article

Authors and Affiliations

Grażyna Grelowska
Eugeniusz Kozaczka
Sławomir Kozaczka
Wojciech Szymczak
Download PDF Download RIS Download Bibtex

Abstract

Radio environment maps (REMs) are beginning to be an integral part of modern mobile radiocommunication systems and networks, especially for ad-hoc, cognitive, and dynamic spectrum access networks. The REMs will use emerging military systems of tactical communications. The REM is a kind of database used at the stage of planning and management of the radio resources and networks, which considers the geographical features of an area, environmental propagation properties, as well as the parameters of radio network elements and available services. At the REM, for spatial management of network nodes, various methods of propagation modeling for determining the attenuation and capacity of wireless links and radio ranges are used. One method of propagation prediction is based on a numerical solution of the wave equation in a parabolic form, which allows considering, i.a., atmospheric refraction, terrain shape, and soil electrical parameters. However, the determination of a current altitudinal profile of atmospheric refraction may be a problem. If the propagation-prediction model uses a fixed refraction profile, then the calibration of this model based on empirical measurements is required. We propose a methodology for calibrating the analyzed model based on an example empirical research scenario. The paper presents descriptions of the propagation model, test-bed and scenario used in measurements, and obtained signal attenuation results, which are used for the initial calibration of the model.

Go to article

Authors and Affiliations

Jan M. Kelner
Michał Kryk
Jerzy Łopatka
Piotr Gajewski
Download PDF Download RIS Download Bibtex

Abstract

In the paper the author has described the visualization methods in acoustic flow fields and show how these methods may assist scientists to gain understanding of complex acoustic energy flow in real-life field. A graphical method will be presented to determine the real acoustic wave distribution in the flow field. Visualization of research results, which is unavailable by conventional acoustics metrology, may be shown in the form of intensity streamlines in space, as a shape of floating acoustic wave and intensity isosurface in three-dimensional space. In traditional acoustic metrology, the analysis of acoustic fields concerns only the distribution of pressure levels (scalar variable), however in a real acoustic field both the scalar (acoustic pressure) and vector (the acoustic particle velocity) effects are closely related. Only when the acoustic field is described by both the potential and kinetic energies, we may understand the mechanisms of propagation, diffraction and scattering of acoustic waves on obstacles, as a form of energy image. This attribute of intensity method can also validate the results of CFD/CAA numerical modeling which is very important in any industry acoustic investigations.

Go to article

Authors and Affiliations

Stefan Weyna
Download PDF Download RIS Download Bibtex

Abstract

In this paper an alternative procedure to vibro-acoustics study of beam-type structures is presented. With this procedure, it is possible to determine the resonant modes, the bending wave propagation velocity through the study of the radiated acoustic field and their temporal evolution in the frequency range selected. As regards the purely experimental aspect, it is worth noting that the exciter device is an actuator similar to is the one employed in distributed modes loudspeakers; the test signal used is a pseudo random sequence, in particular, an MLS (Maximum Length Sequence), facilitates post processing. The study case was applied to two beam-type structures made of a sandstone material called Bateig. The experimental results of the modal response and the bending propagation velocity are compared with well-established analytical solution: Euler-Bernoulli and Timoshenko models, and numerical models: Finite Element Method – FEM, showing a good agreement.
Go to article

Authors and Affiliations

Jeniffer Torres-Romero
William Cardenas
Jesus Carbajo
Segovia Eulogio Enrique G.
Ramis-Soriano Jaime
Download PDF Download RIS Download Bibtex

Abstract

Source/filter models have frequently been used to model sound production of the vocal apparatus and musical instruments. Beginning in 1968, in an effort to measure the transfer function (i.e., transmission response or filter characteristic) of a trombone while being played by expert musicians, sound pressure signals from the mouthpiece and the trombone bell output were recorded in an anechoic room and then subjected to harmonic spectrum analysis. Output/input ratios of the signals’ harmonic amplitudes plotted vs. harmonic frequency then became points on the trombone’s transfer function. The first such recordings were made on analog 1/4 inch stereo magnetic tape. In 2000 digital recordings of trombone mouthpiece and anechoic output signals were made that provide a more accurate measurement of the trombone filter characteristic. Results show that the filter is a high-pass type with a cutoff frequency around 1000 Hz. Whereas the characteristic below cutoff is quite stable, above cutoff it is extremely variable, depending on level. In addition, measurements made using a swept-sine-wave system in 1972 verified the high-pass behavior, but they also showed a series of resonances whose minima correspond to the harmonic frequencies which occur under performance conditions. For frequencies below cutoff the two types of measurements corresponded well, but above cutoff there was a considerable difference. The general effect is that output harmonics above cutoff are greater than would be expected from linear filter theory, and this effect becomes stronger as input pressure increases. In the 1990s and early 2000s this nonlinear effect was verified by theory and measurements which showed that nonlinear propagation takes place in the trombone, causing a wave steepening effect at high amplitudes, thus increasing the relative strengths of the upper harmonics.

Go to article

Authors and Affiliations

James W. Beauchamp
Download PDF Download RIS Download Bibtex

Abstract

GNSS systems are susceptible to radio interference despite then operating in a spread spectrum. The commerce jammers power up to 2 watts that can block the receiver function at a distance of up to 15 kilometers in free space. Two original methods for GNSS receiver testing were developed. The first method is based on the usage of a GNSS simulator for generation of the satellite signals and a vector signal RF generator for generating different types of interference signals. The second software radio method is based on a software GNSS simulator and a signal processing in Matlab. The receivers were tested for narrowband CW interference, FM modulated signal and chirp jamming signals and scenarios. The signal to noise ratio usually drops down to 27 dBc-Hz while the jamming to signal ratio is different for different types of interference. The chirp signal is very effective. The jammer signal is well propagated in free space while in the real mobile urban and suburban environment it is usually strongly attenuated.

Go to article

Authors and Affiliations

Tomáš Morong
Pavel Puričer
Pavel Kovář
Download PDF Download RIS Download Bibtex

Abstract

In this paper, we present the general governing equations of electrodynamics and continuum mechanics that need to be considered while mathematically modelling the behaviour of electromagnetic acoustic transducers (EMATs). We consider the existence of finite deformations for soft materials and the possibility of electric currents, temperature gradients, and internal heat generation due to dissipation. Starting with Maxwell’s equations of electromagnetism and balance laws of nonlinear elasticity, we present the governing equations and boundary conditions in incremental form in order to solve wave propagation problems of boundary value type.

Go to article

Authors and Affiliations

Prashant Saxena
Download PDF Download RIS Download Bibtex

Abstract

The accuracy of computed terrain corrections might be an important issue when modelling precise gravimetric geoid, especially for evaluating the quality of geoid model developed. It depends on the accuracy of heights and positions of gravity points used and on the quality of digital terrain model applied. The work presents the attempts towards the estimation of the effect of uncertainty in height and position of gravity points as well as uncertainty of digital terrain model on the accuracy of computed terrain corrections. Analytical formulae for the respective error propagation were developed and they were supported, when needed, by numerical evaluations. Propagation of height data errors on calculated terrain corrections was independently conducted purely numerically. Numerical calculations were performed with the use of data from gravity database for Poland and digital terrain models DTED2 and SRTM3. The results obtained using analytical estimation are compatible with the respective ones obtained using pure numerical estimation. The terrain correction error resulting from the errors in input data generally does not exceed I mGal for Poland. The estimated accuracy of terrain corrections computed using height data available for Poland is sufficient for modelling gravimetric geoid with a centimetre accuracy.
Go to article

Authors and Affiliations

Małgorzata Szelachowska
Jan Kryński
ORCID: ORCID
Download PDF Download RIS Download Bibtex

Abstract

The paper presents an attempt to assess how random errors and systematic errors in gravity data affect the quality of the geoid model when it is computed using the FFf technique. Three groups of numerical tests were conducted with the use of gravity anomalies for Poland on 2' x 2' and 5' x 5' grid and with simulating random and systematic errors. In the first test, the effect of random errors on calculated geoid undulations was investigated, in the second one - the effect of systematic errors, and in the last one - the combined effect of both random and systematic errors. The effect of density of data set on the propagated error in geoid height was also examined. The results of numerical tests made possible to evaluate the effect of random errors as well as systematic errors on the accuracy of computed geoid undulation. They were also useful in evaluating the quality of the gravimetric quasigeoid model for Poland.
Go to article

Authors and Affiliations

Robert Duchnowski
ORCID: ORCID
Download PDF Download RIS Download Bibtex

Abstract

In this paper, a 2D numerical modeling of sound wave propagation in a shallow water medium that acts as a waveguide, are presented. This modeling is based on the method of characteristic which is not constrained by the Courant–Friedrichs–Lewy (CFL) condition. Using this method, the Euler time-dependent equations have been solved under adiabatic conditions inside of a shallow water waveguide which is consists of one homogeneous environment of water over a rigid bed. In this work, the stability and precision of the method of characteristics (MOC) technique for sound wave propagation in a waveguide were illustrated when it was applied with the semi-Lagrange method. The results show a significant advantage of the method of characteristics over the finite difference time domain (FDTD) method.
Go to article

Authors and Affiliations

Mohammad Reza Khalilabadi
1

  1. Faculty of Naval Aviation, Malek Ashtar University of Technology, Iran
Download PDF Download RIS Download Bibtex

Abstract

The invasive method of medically checking hemoglobin level in human body by taking the blood sample of the patient requiring a long time and injuring the patient is seen impractical. A non-invasive method of measuring hemoglobin levels, therefore, is made by applying the K-Nearest Neighbor (KNN) algorithm and the Artificial Neural Network Back Propagation (ANN-BP) algorithm with the Internet of Thingsbased HTTP protocol to achieve the high accuracy and the low endto- end delay. Based on tests conducted on a Noninvasive Hemoglobin measuring device connected to Cloud Things Speak, the prediction process using algorithm by means of Python programming based on Android application could work well. The result of this study showed that the accuracy of the K-Nearest Neighbor algorithm was 94.01%; higher than that of the Artificial Neural Network Back Propagation algorithm by 92.45%. Meanwhile, the end-to-end delay was at 6.09 seconds when using the KNN algorithm and at 6.84 seconds when using Artificial Neural Network Back Propagation Algorithm.
Go to article

Authors and Affiliations

R. Munadi
1
S. Sussi
1
N. Fitriyanti
2
D.N. Ramadan
3

  1. Department Telecomunication Engineering, School of Electric Engineering, Telkom University, Indonesia
  2. Department Physics Engineering, School of Electric Engineering, Telkom University, Indonesia
  3. School of Applied Science, Telkom University, Indonesia
Download PDF Download RIS Download Bibtex

Abstract

The paper depicts a complex, distributed information system aimed at promoting cybersecurity awareness at the national level. The system, that is built in accordance with the Act on National Cybersecurity, passed by the Polish Parliament, enables collecting and processing in near-real time available information on the security status of essential services and digital services and, also, provides for assessment of negative impact of the identified threats concerned with the provision of those services. Advanced access control and dissemination mechanisms, for secure information sharing within the system, are provided in order to aggregate distributed knowledge and use this information for online security risk analysis and for generation and distribution of early warnings.

Go to article

Authors and Affiliations

Marek Amanowicz
Download PDF Download RIS Download Bibtex

Abstract

The article is devoted to some critical problems of using Bayesian networks for solving practical problems, in which graph models contain directed cycles. The strict requirement of the acyclicity of the directed graph representing the Bayesian network does not allow to efficiently solve most of the problems that contain directed cycles. The modern theory of Bayesian networks prohibits the use of directed cycles. The requirement of acyclicity of the graph can significantly simplify the general theory of Bayesian networks, significantly simplify the development of algorithms and their implementation in program code for calculations in Bayesian networks..
Go to article

Bibliography

[1] A. Nafalski and A.P. Wibawa, “Machine translation with javanese speech levels’ classification,” Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska, vol. 6, no 1, pp 21-25, 2016. https://doi.org/10.5604/20830157.1194260
[2] Z.Omiotek and P. Prokop, “The construction of the feature vector in the diagnosis of sarcoidosis based on the fractal analysis of CT chest images,” Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska, vol. 9, no. 2, pp. 16-23, 2019. https://doi.org/10.5604/01.3001.0013.2541
[3] A. Litvinenko, O. Mamyrbayev, N. Litvinenko, A. Shayakhmetova, “Application of Bayesian networks for estimation of individual psychological characteristics,” Przeglad Elektrotechniczny, vol. 95, no. 5, pp. 92-97, 2019
[4] X.Q. Cai, X.Y. Wu, X. Zhou, “Stochastic scheduling subject to breakdown-repeat breakdowns with incomplete information,” Operations Research, vol. 57, no. 5, pp. 1236–1249, 2009. doi: 10.1287/opre.1080.0660
[5] K.W. Fornalski, “The Tadpole Bayesian Model for Detecting Trend Changes in Financial Quotations,” R&R Journal of Statistics and Mathematical Sciences, vol. 2, no. 1, pp. 117–122, 2016.
[6] J. Pearl “Artificial Intelligence Applications”, in How to Do with Probabilities what people say you can't,/ Editor Weisbin C.R., IEEE, North Holland, pp. 6–12, 1985.
[7] J. Pearl “Probabilistic Reasoning in Intelligent Systems”. San Francisco: Morgan Kaufmann Publishers, 1988,
[8] A. Tulupiev “Algebraic Bayesian networks,” in “Logical-probabilistic approach to modeling knowledge bases with uncertainty,” SPb.: SPIIRAS, 2000.
[9] S. Nikolenko, A. Tulupiev “The simplest cycles in Bayesian networks: Probability distribution and the possibility of its contradictory assignment,” SPIIRAS. Edition 2, 2004. vol.1.
[10] F.V. Jensen, T.D. Nielsen “Bayesian Networks and Decision Graphs,” Springer, 2007.
[11] D. Barber, “Bayesian Reasoning and Machine Learning,” 2017, 686 p. http://web4.cs.ucl.ac.uk/ staff/D.Barber/ textbook/020217.pdf
[12] R.E. Neapolitan “Learning Bayesian Networks,” 704p. http://www.cs.technion.ac.il/~dang/books/Learning%20Bayesian%20Networks(Neapolitan,%20Richard).pdf
[13] O. Mamyrbayev, M. Turdalyuly, N. Mekebayev, and et al. “Continuous speech recognition of kazakh language», AMCSE 2018 Int. conf. On Applied Mathematics, Computational Science and Systems Engineering, Rom, Italy, 2019, vol. 24, pp. 1-6.
[14] A. Litvinenko, N. Litvinenko, O. Mamyrbayev, A. Shayakhmetova, M. Turdalyuly “Clusterization by the K-means method when K is unknown,” Inter. Conf. Applied Mathematics, Computational Science and Systems Engineering. Rome, Italy, 2019, vol. 24, pp. 1-6.
[15] O.Ore “Graph theory,” Мoscow: Science, 1980, 336 p.
[16] Ph. Kharari “Graph theory,” Мoscow: Mir, 1973, 300 p.
[17] V. Gmurman “Theory of Probability and Mathematical Statistics: Tutorial,” Moscow: 2003, 479 p.
[18] A.N. Kolmogorov “Theory: Manual,” in “Basic Concepts of Probability,” Moscow: Science, 1974.
[19] N. Litvinenko, A. Litvinenko, O. Mamyrbayev, A. Shayakhmetova “Work with Bayesian Networks in BAYESIALAB,” Almaty: IPIC, 2018, 311 p. (in Rus). ISBN 978-601-332-206-3.

Go to article

Authors and Affiliations

Assem Shayakhmetova
1 2
Natalya Litvinenko
3
Orken Mamyrbayev
1
Waldemar Wójcik
4 5
Dusmat Zhamangarin
6

  1. Institute of Information and Computational Technology, 050010 Almaty, Kazakhstan
  2. Al-Farabi Kazakh National University, Almaty, Kazakhstan
  3. Information and Computational Technology, 050010 Almaty, Kazakhstan
  4. Institute of Information and Computational Technologies CS MES RK, Almaty
  5. Lublin Technical University, Poland
  6. Kazakh University Ways of Communications, Kazakhstan

This page uses 'cookies'. Learn more