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Multi-agent local voting protocol for online DAG scheduling
Computer Research and Modeling, 2025, v. 17, no. 1, pp. 29-44Scheduling computational workflows represented by directed acyclic graphs (DAGs) is crucial in many areas of computer science, such as cloud/edge tasks with distributed workloads and data mining. The complexity of online DAG scheduling is compounded by the large number of computational nodes, data transfer delays, heterogeneity (by type and processing power) of executors, precedence constraints imposed by DAG, and the nonuniform arrival of tasks. This paper introduces the Multi-Agent Local Voting Protocol (MLVP), a novel approach focused on dynamic load balancing for DAG scheduling in heterogeneous computing environments, where executors are represented as agents. The MLVP employs a local voting protocol to achieve effective load distribution by formulating the problem as a differentiated consensus achievement. The algorithm calculates an aggregated DAG metric for each executor-node pair based on node dependencies, node availability, and executor performance. The balance of these metrics as a weighted sum is optimized using a genetic algorithm to assign tasks probabilistically, achieving efficient workload distribution via information sharing and reaching consensus among the executors across the system and thus improving makespan. The effectiveness of the MLVP is demonstrated through comparisons with the state-of-the-art DAG scheduling algorithm and popular heuristics such as DONF, FIFO, Min- Min, and Max-Min. Numerical simulations show that MLVP achieves makepsan improvements of up to 70% on specific graph topologies and an average makespan reduction of 23.99% over DONF (state-of-the-art DAG scheduling heuristic) across randomly generated diverse set of DAGs. Notably, the algorithm’s scalability is evidenced by enhanced performance with increasing numbers of executors and graph nodes.
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Ray trajectories, binomial coefficients of a new type, and the binary system
Computer Research and Modeling, 2010, v. 2, no. 4, pp. 359-397Views (last year): 5. Citations: 1 (RSCI).The paper describes a new algorithm of construction of the nonlinear arithmetic triangle on the basis of numerical simulation and the binary system. It demonstrates that the numbers that fill the nonlinear arithmetic triangle may be binomial coefficients of a new type. An analogy has been drawn with the binomial coefficients calculated with the use of the Pascal triangle. The paper provides a geometrical interpretation of binomials of different types in considering the branching systems of rays.
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Motion control simulating in a viscous liquid of a body with variable geometry of weights
Computer Research and Modeling, 2011, v. 3, no. 4, pp. 371-381Views (last year): 2. Citations: 16 (RSCI).Statement of a problem of management of movement of a body in a viscous liquid is given. Movement bodies it is induced by moving of internal material points. On a basis the numerical decision of the equations of movement of a body and the hydrodynamic equations approximating dependencies for viscous forces are received. With application approximations the problem of optimum control of body movement dares on the set trajectory with application of hybrid genetic algorithm. Possibility of the directed movement of a body under action is established back and forth motion of an internal point. Optimum control movement direction it is carried out by motion of other internal point on circular trajectory with variable speed.
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Algorithms and Software for Solving Coupled Fluid-Structure Interaction Problems on Hybrid HPC Platform
Computer Research and Modeling, 2013, v. 5, no. 2, pp. 153-164Views (last year): 1. Citations: 11 (RSCI).In this paper, we propose a new software for simulation of fluid-structure interaction. The software is designed for solving coupled problems and provides an interface for synchronization synchronisation and data exchange between existing fluid and structural solvers. Algorithms of coupling solvers and mesh deformation are discussed. The software can be used on hybrid CPU/GPU platforms.
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A possible modification of the discrete mathematical model of transport network dynamics
Computer Research and Modeling, 2013, v. 5, no. 3, pp. 395-401Views (last year): 5. Citations: 5 (RSCI).The aim of this article is to study the discrete mathematical model of transport network dynamics, recently built by author. The study showed some drawbacks of the basic model and the ways of overcoming these drawbacks, and an improved version of the model was proposed. Simulation systems, created on the basis of this new model were used to do test calculations similar to those previously done with the help of the basic model. The results of these calculations with both models are compared.
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The mathematical formulation of the temperature control chip within a three-dimensional model and the solution method
Computer Research and Modeling, 2013, v. 5, no. 5, pp. 805-812Views (last year): 1. Citations: 1 (RSCI).The work deals the implementation of a three-dimensional mathematical model of the nonlinear time-varying temperature control and a numerical method of solving it.
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Modeling of Chelyabinsk meteorite fall
Computer Research and Modeling, 2013, v. 5, no. 6, pp. 927-940Views (last year): 4. Citations: 7 (RSCI).We study the motion and destruction of Chelyabinsk meteoroid using simple physical and mathematical models. We evaluate the parameters of the motion, taking into account the ablation and mechanical destruction of the meteoroid, and compare our results to the observation data.
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Review of MRI processing techniques and elaboration of a new two-parametric method of moments
Computer Research and Modeling, 2014, v. 6, no. 2, pp. 231-244Citations: 10 (RSCI).The paper provides a review of the existing methods of signals’ processing within the conditions of the Rice statistical model applicability. There are considered the principle development directions, the existing limitations and the improvement possibilities concerning the methods of solving the tasks of noise suppression and analyzed signals’ filtration by the example of magnetic-resonance visualization. A conception of a new approach to joint calculation of Rician signal’s both parameters has been developed based on the method of moments in two variants of its implementation. The computer simulation and the comparative analysis of the obtained numerical results have been conducted.
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Numerical analysis of convective-radiative heat transfer in an air enclosure with a local heat source
Computer Research and Modeling, 2014, v. 6, no. 3, pp. 383-396Views (last year): 1. Citations: 5 (RSCI).Mathematical simulation of natural convection and surface radiation in a square air enclosure having isothermal vertical walls with a local heat source of constant temperature has been carried out. Mathematical model has been formulated on the basis of the dimensionless variables such as stream function, vorticity and temperature by using the Boussinesq approximation and diathermancy of air. Distributions of streamlines and isotherms reflecting an effect of Rayleigh number $ 10^3 \leqslant Ra \leqslant 10^6 $, surface emissivity $0 \leqslant ε < 1$, ratio between the length of heat source and the size of enclosure $0.2 \leqslant l/L \leqslant 0.6$ and dimensionless time $0 \leqslant τ \leqslant 100$ on fluid flow and heat transfer have been obtained. Correlations for the average heat transfer coefficient in dependence on $Ra$, $ε$ and $l/L$ have been ascertained.
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Computer simulation for trimming exit temperature profile from low emission combustor
Computer Research and Modeling, 2014, v. 6, no. 6, pp. 901-909It is discussed peculiarities of forming gas temperature fields in gas turbine engine low emission combustors. It is shown the influence of burn-up rate on combustor outlet temperature and proposed recommendation for design the dilution system for the combustor.
Keywords: combustor, gas turbine, temperature profile, computer simulation, burn-up rate, dilution holes.Views (last year): 3. Citations: 2 (RSCI).
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