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Special Aspects of Matrix Operation Implementations for Low-Precision Neural Network Model on the Elbrus Platform

E.E. Limonova, Federal Research Center ", M.I. Neiman-zade, V.L. Arlazarov, Computer Science and Control", of the Russian Academy of Sciences, Smart Engines Service LLC, JSC "MCST", Federal Research Center "Computer Science and Control" of the Russian Academy of Sciences
2020 Bulletin of the South Ural State University Series Mathematical Modelling Programming and Computer Software  
This paper investigates the possibility of effective implementation of calculations in lowprecision neural network models on the Elbrus platform with the VLIW architecture.  ...  In this paper, we consider an 8-bit neural network model, in which matrix multiplication is the most resource-intensive part of the implementation.  ...  In this paper we create and investigate the efficient implementation of matrix operations for a 8-bit neural network model for Elbrus processors and compare the computational efficiency with optimized  ... 
doi:10.14529/mmp200109 fatcat:7txfuvur35dovkvkuzsdmixxrm


2015 Systemy Logistyczne Wojsk  
The paper presents the issues of the neural modelling, used in estimating the risk of providing logistic services. The method presented is a tool to support decision making.  ...  Its exemplification is shown on the selected example.  ...  General aspects of modelling Evaluation model of estimating risk of logistic services should reflect the complexity and interdependence of the processes identified in the course of their implementation  ... 
doi:10.5604/01.3001.0012.7164 fatcat:vgxywzyrjfd6tgfbj52yhdp23a

Disciplinary Learning From an Authentic Engineering Context

Catherine Langman, Judith Zawojewski, Patricia McNicholas, Ali Cinar, Eric Brey, Mustafa Bilgic, Hamidreza Mehdizadeh
2019 Journal of Pre-College Engineering Education Research  
What mathematical approaches did student-teams take when they designed mathematical models to evaluate the quality of blood vessel networks? and 2.  ...  What attributes of mature mathematical models were captured in the mathematical models that the student-teams designed? One science content research question was addressed: 1.  ...  Generally, the models identified variables (26 out of 28 models) and a need to quantify variables (25 out of 28)-the procedural, routine aspects of mathematical modeling.  ... 
doi:10.7771/2157-9288.1178 fatcat:xu5wbygfknb47ipqeam555h53q

Notions of similarity for computational biology models [article]

Dagmar Waltemath, Ron Henkel, Robert Hoehndorf, Tim Kacprowski, Christian Knuepfer, Wolfram Liebermeister
2016 bioRxiv   pre-print
Potentially relevant aspects of a model comprise its references to biological entities, network structure, mathematical equations and parameters, and dynamic behaviour.  ...  To frame model comparison as a general problem, we describe a theoretical approach to defining and computing similarities based on different model aspects.  ...  Acknowledgments The authors would like to thank the participants of the 2013 Model Meeting in Rostock (Germany) for valuable discussions on similarity notions of models.  ... 
doi:10.1101/044818 fatcat:teqxhz7lg5d4jar2zyxtxep5uu

Optimal management of vegetation maintenance and the associated costs of its implementation in overhead power distribution systems

Johan S. Correa-Tamayo, Andrés Arias Londoño, Mauricio Granada-Echeverri
2019 Tecno Lógicas  
Mathematical modeling is used to represent the problem in terms of several aspects involved in vegetation management, based on the technical capacity of the utility company and the reliability goals established  ...  Network operators work constantly to maintain an appropriate level of reliability in their power supply and to preserve the integrity of the vegetation growing underneath overhead power distribution systems  ...  Model 2 In this mathematical model, the costs associated with NSEL and the implementation of pruning activities are minimized, focusing on a mono-objective function, which is expressed in (10) .  ... 
doi:10.22430/22565337.1173 fatcat:tzfgkxzxzbcnfcmtesasgwbmxe


Jelena Jovanovic, Zdravko Krivokapic
2009 International Journal for Quality Research  
In this doctoral dissertation will be used key results of master thesis which is oriented on quantification environmental aspects and impacts by artificial neural network in organizations.  ...  environmental aspects and impacts.  ...  The data sought from the organizations were related to the register of all identified aspects and impacts on environment and to their evaluation of significance according to their own mathematic models  ... 
doaj:8a296ac27d56486fbdf1d1b55eec93f8 fatcat:ev6hrnyx7rgs5ktbwjrmzhbz6a

Notions of similarity for systems biology models

Ron Henkel, Robert Hoehndorf, Tim Kacprowski, Christian Knüpfer, Wolfram Liebermeister, Dagmar Waltemath
2016 Briefings in Bioinformatics  
In his research on complex biochemical networks, he highlights functional aspects such as variability, information, metabolic control and the economy of cellular resources.  ...  To frame model comparison as a general problem, we describe a theoretical approach to defining and computing similarities based on a combination of different model aspects.  ...  Acknowledgements The authors thank Wolfgang Mü ller, Matthias Lange and Martin Scharm for valuable discussions on similarity notions of systems biology models.  ... 
doi:10.1093/bib/bbw090 pmid:27742665 pmcid:PMC5862271 fatcat:2gbguuwz6fagro5ur3zhkp2qmu

Design of mechatronic systems through aspect and object-oriented modeling

Giacomo Barbieri, Patricia Derler, David M. Auslander, Roberto Borsari, Cesare Fantuzzi
2016 at - Automatisierungstechnik  
This work proposes a combination of Aspect-Oriented and Object-Oriented modeling for reaching the goal.  ...  However, there is the need of modeling tools for effectively managing the necessary abstraction layers.  ...  If networks must be modeled, composite aspects which implement arbitrary models of protocols and network elements should be utilized. OO implementation in Ptolemy II is described in [14] .  ... 
doi:10.1515/auto-2015-0071 fatcat:2gi4ezdsobg7phtvr3dpztfcxm

Page 87 of Mathematical Reviews Vol. 56, Issue 2 [page]

1978 Mathematical Reviews  
This is followed by a very condensed and formal discussion of the more elementary aspects of the mathematics that is useful in studying problems of this type. L. D. Berkovitz (Lafayette, Ind.)  ...  The focus of the book is on three main areas of mathematical programming which have been the primary source of applications and hence have generated a good deal of attention relative to a need for numerical  ... 

Systems Engineering for Industrial Cyber–Physical Systems Using Aspects

Ilge Akkaya, Patricia Derler, Shuhei Emoto, Edward A. Lee
2016 Proceedings of the IEEE  
We demonstrate these concepts on actor-oriented models of an industrial robotic swarm application and illustrate the use of AO modeling techniques to manage the complexity.  ...  In this paper, we show how to use aspect-oriented (AO) modeling techniques in MBD as a systematic way to segregate domains of expertise and cross-cutting concerns within the model.  ...  Using aspects enables these shared mathematical models to be explicitly factored out, and reused by multiple parts of the CPS model.  ... 
doi:10.1109/jproc.2015.2512265 fatcat:dfstklsyz5f7hjugstlnhgiuxu


The principles of application of neural networks as one of the most promising methods of complex technological processes modeling in the development of control systems and simulators of industrial plants  ...  Various aspects of process modeling and the main advantages of using training simulators to improve production efficiency are considered.  ...  The main difficulty in the implementation of the simulator is the development of mathematical and software.  ... 
doi:10.34218/ijm.10.2.2019.010 fatcat:mqiiwmkxurefpjsl54vwxvyule

Self-organization technology of student's mathematical activities based on intelligent management

Eugeny I. Smirnov, Yaroslavl State Pedagogical University named after K. D. Ushinsky, Sergey A. Tikhomirov, Svetlana N. Dvoryatkina, Yaroslavl State Pedagogical University named after K. D. Ushinsky, Bunin Yelets State University
2020 Perspectives of science and education  
Perspectives of Science & Education International Scientific Electronic Journal ISSN 2307-2334 (Online) Acknowledgements The reported study was funded by RFBR, project number 19-29-14009  ...  educational results based on implementation of expert systems with fuzzy logic and hybrid neural networks; • multiplicity of goal setting functionality and of computer modeling content of processing and  ...  So that the construction and using of learning models accuracy based on phenomenology, classical mathematics and computer modeling are often ineffective.  ... 
doi:10.32744/pse.2020.3.6 fatcat:i5uc26tzn5hi5nch6nufpgjy7i

Modeling of Product Life-cycle Knowledge and Data for an Intelligent Concurrent Design System [chapter]

Deyi Xue
2000 Knowledge Intensive Computer Aided Design  
This research focuses on the following four issues: (I) representation of various product life-cycle aspects, (2) automated generation of product life-cycle aspects, (3) maintenance of relations among  ...  Development and implementation of an intelligent concurrent design system and its applications are subsequently presented based upon the theoretical research results.  ...  Yadav, at University of Calgary for his work on improving and implementing the intelligent concurrent design system, and Prof. D. H.  ... 
doi:10.1007/978-0-387-35582-5_6 fatcat:vqfrwutgwzd4ndbkgqzrfkcfhy

Implementation of education for sustainable development strategy in mathematics education through stakeholder cooperation

Anna Vintere
2018 New Trends and Issues Proceedings on Humanities and Social Sciences  
and research on ESD.  ...  Measurement for the implementation of the ESD strategy in mathematics education at Latvia University of Agriculture made by four input indicators as determined by the objectives of the UNECE Strategy for  ...  Based on the latest theoretical knowledge of mathematics and its role in higher education, an important future task would be collection of mathematical and statistical modelling methods.  ... 
doi:10.18844/prosoc.v4i9.3047 fatcat:43whj67xw5hkxjbwk2lmjtq4mm

A Real-World Network Modeling Project

Nedialko B. Dimitrov, Gerald Brown, Matthew Carlyle
2013 INFORMS Transactions on Education  
We detail what makes the network modeling project work, and how to implement it in other universities.  ...  mathematics and reality, 3) Application of network optimization to a realisticsize problem, and 4) Critical interpretation of the meaning of model results.  ...  The narrative creates a shortest path network interdiction problem and introduces a key aspect of the network modeling project-an integer linear program on top of a basic network model to design or interdict  ... 
doi:10.1287/ited.2013.0113 fatcat:qscdkfkyb5bophjjeikrc6jfwq
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