Application of optimization techniques for RFQ design

Optimization approach to the beam dynamics optimization in RFQ accelerators is considered. A statement of the optimization problem and its solving methods are described. As an example, an optimization of 47.2 MHz RFQ for the acceleration of heavy ions (A/Z=20) is discussed. From the start version...

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Veröffentlicht in:Вопросы атомной науки и техники
Datum:2014
Hauptverfasser: Ovsyannikov, A.D., Ovsyannikov, D.A., Altsybeyev, V.V., Durkin, A.P., Papkovich, V.G.
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Sprache:Englisch
Veröffentlicht: Національний науковий центр «Харківський фізико-технічний інститут» НАН України 2014
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Zitieren:Application of optimization techniques for RFQ design / A.D. Ovsyannikov, D.A. Ovsyannikov, V.V. Altsybeyev, A.P. Durkin, V.G. Papkovich // Вопросы атомной науки и техники. — 2014. — № 3. — С. 116-119. — Бібліогр.: 42 назв. — англ.

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Digital Library of Periodicals of National Academy of Sciences of Ukraine
_version_ 1859677778698305536
author Ovsyannikov, A.D.
Ovsyannikov, D.A.
Altsybeyev, V.V.
Durkin, A.P.
Papkovich, V.G.
author_facet Ovsyannikov, A.D.
Ovsyannikov, D.A.
Altsybeyev, V.V.
Durkin, A.P.
Papkovich, V.G.
citation_txt Application of optimization techniques for RFQ design / A.D. Ovsyannikov, D.A. Ovsyannikov, V.V. Altsybeyev, A.P. Durkin, V.G. Papkovich // Вопросы атомной науки и техники. — 2014. — № 3. — С. 116-119. — Бібліогр.: 42 назв. — англ.
collection DSpace DC
container_title Вопросы атомной науки и техники
description Optimization approach to the beam dynamics optimization in RFQ accelerators is considered. A statement of the optimization problem and its solving methods are described. As an example, an optimization of 47.2 MHz RFQ for the acceleration of heavy ions (A/Z=20) is discussed. From the start version up to the final one the BDO-RFQ and the LIDOS RFQ associated codes are used. Рассматривается оптимизационный подход к расчету параметров канала ПОКФ. Описываются постановка оптимизационной задачи и методика ее решения. Приводятся результаты реализации этой методики на примере оптимизации ускорителя RFQ тяжелых ионов (A/Z=20) на частоте 47,2 МГц. От первоначальной до финальной версии проекта ускорителя используются программные комплексы BDO-RFQ и LIDOS RFQ. Розглядається оптимізаційний підхід до розрахунку параметрів каналу ПОКФ. Описується постановка оптимізаційної задачі і методика її рішення. Приводяться результати реалізації цієї методики на прикладі оптимізації прискорювача RFQ важких іонів (A/Z=20) на частоті 47,2 МГц. Від первісної до фінальної версії проекту прискорювача використовуються програмні комплекси BDO-RFQ і LІDOS RFQ.
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fulltext ISSN 1562-6016. ВАНТ. 2014. №3(91) 116 B E A M D Y N A M I C S APPLICATION OF OPTIMIZATION TECHNIQUES FOR RFQ DESIGN A.D. Ovsyannikov1, D.A. Ovsyannikov1, V.V. Altsybeyev1, A.P. Durkin2, V.G. Papkovich3 1Saint-Petersburg State University, Saint-Petersburg, Russia; 2Moskow Radiotechnical Institute of Russian Academy of Science, Moskow, Russia; 3National Science Center “Kharkov Institute of Physics and Technology”, Kharkov, Ukraine E-mail: dovs45@mail.ru Optimization approach to the beam dynamics optimization in RFQ accelerators is considered. A statement of the optimization problem and its solving methods are described. As an example, an optimization of 47.2 MHz RFQ for the acceleration of heavy ions (A/Z=20) is discussed. From the start version up to the final one the BDO-RFQ and the LIDOS RFQ associated codes are used. PACS: 29.27.-а INTRODUCTION RFQ accelerator is used as the initial part of large lin- acs for industrial and medical purposes. There are many methods and codes to design a RFQ channel. Below we show how mathematical optimization methods can be used in the practical design of a RFQ accelerator [1 - 11]. Accelerating and focusing processes in RFQ accel- erators are controlled by the smooth changing of the four parameters: vane modulation, intervane voltage, synchronous phase and aperture. These parameters de- fine the length of the modulation period. According to the experience of RFQ designs, the total channel can be divided by three conventional parts: a gentle buncher for bunching and the small beam acceleration in a weak ac- celerating field when the synchronous phase is near − 900, a forming section when the synchronous phase and the vane modulation are increased to their nominal values and a last part which is the accelerating one [5 - 8, 12]. As a rule designer chooses the lengths and plots of the parameters manually: change parameters − view re- sults, change parameters depending on the previous re- sults − view the results again and so on. The duration of this process mainly depends on its initial version − how far is the start version from the final result. At the same time today we have a well-developed mathematical theory of the multiparameter optimization which can be applied to beam dynamics and plasma problems and formally give us a possibility to optimize any accelerating or focusing channel [13 - 26]. Mathematical optimization consists of the criteria choice, the control parameters and the directional movement from the previous version to a better one. The goal of this movement is to achieve a minimum de- viation from the accepted optimization criteria. The minimum channel length when the transmission is no less than some accepted value can be a possible optimization criteria for the RFQ channel. It is usual to consider the parameters of each cell (vane modulation, intervane volt- age, synchronous phase and aperture) as the control ones. Theoretically we can find optimal plots of the cell param- eters, using methods of mathematical optimization. Nevertheless the theoretically possible result cannot be achieved in practice. To solve the above “trivial” statement of the optimization problem we need to vary thousands of control parameters. But the time required for the calculation of a single set of parameters can be rather significant. Taking into consideration that, as a rule, the number of calculated scenarios is times larger than the number of the control parameters and it is nec- essary to avoid local minimums, we can conclude that optimization in such statement is impossible in practice. So it is necessary for the practical optimization to develop acceptable simplified mathematical models of the beam dynamics and to create directional optimiza- tion methods based on the analytical approaches. PROBLEM STATEMENT References [27 - 29] concern the basis of the simpli- fied modeling of beam accelerating and focusing in a RFQ channel. In spite of simplifications, this model de- scribes the dynamics of a real beam quite accurately. In brief it is focused on solving of the phase motion equa- tion (1), which is based on a traveling wave approxima- tion, together with the equation of the synchronous par- ticle motion (2) and constraints on tension of an accel- erating field and beam parameters (3), (4). 0 0 20 0 2 2 0 0 2 cos cos (cos ) ( cos ) (cos cos( )) 0; n n s s n n s s n c s s W W W W W W W W W Uek W W ψ η φψ φ η ω ω η φ η φ ψ ω ω η φ ψ φ ψ Ω Ω′′ ′ ′+ + +  Ω Ω ′+ − −  ∂ − − + − = ∂Ω (1) ' 02 cos ;s n W W η φ ω   Ω =    (2) 2 02 sin ;n def s W A A W η φ ω Ω = ≤    (3) .0 2 ≤ ∆ ζ ϕ d d (4) Here nW and W are the initial and the current beam energy, λπω /2= is the RF-field frequency, Lk /2π= , L is the acceleration period length, 2 max2 0 )(2 λ π nW UTe =Ω , U is the intervane voltage, T is the acceleration efficiency, depending on the vane mod- ulation and the ratio of the aperture to the acceleration ISSN 1562-6016. ВАНТ. 2014. №3(91) 117 period length; max)(UT UT =η ; the maximum value max)(UT is the initial data. The last term in the phase motion equation corresponds to a space charge field. Constraint (3) concerns the defocusing parameter, usually 0.02 0.01 ≤≤ A . Constraint (4) concerns with the monotonic decrease of the phase length rms value ϕ∆ . It is necessary for space charge dominated beam accel- eration. So we need to find plots )(ζη and )(ζϕs to pro- vide bunching and acceleration of a beam. To solve this problem we need to introduce some functional [12, 13, 27, 30, 31], describing the capture of an accelerated par- ticles and other needed beam parameters at the output of the channel. Constraints (3), (4) are included also. After that we solve the problem of a beam focusing optimization. OPTIMIZATION AND DESIGN TECHNIQUES FOR RFQ CHANNEL Optimization of the longitudinal motion of particles was carried out using the BDO-RFQ code developed at the Saint-Petersburg State University [32]. As a result of the optimization the functions )(ζη and )(ζϕs have been identified, providing desired characteristics of the output beam. Since there are external force oscillations with frequency ω it is enough to fix several points on the graph to set these functions, the rest values in the in- termediate points can be obtained by interpolation (line- ar in the simplest case). Practice shows that it is suffi- cient to use 20 points or less. Thus, the optimization of the longitudinal motion re- duces to finding the values of functions )(ζη and )(ζϕs in a number of selected points in order to solve the equations (1) and (2) with the restrictions (3) and (4) to get an option that satisfies your criteria. It should be noted that the choice of the direction of minimization is based on an analytic representation of the gradient of the investigated functional and does not depend on the number of points of the approximating the functions )(ζη and )(ζϕs . After optimization of the phase motion, given the specified intensity values 0/E U R= and focusing pa- rameter 2 0~ /Q U R , the average aperture radius 0R and the intervane voltage can be determined, then the effi- ciency T is determined, which unambiguously corre- sponds to the modulation of the electrodes m . The cor- respondence between the variable ζ and the cell num- ber n is set by 2 /n ζ κ= where 0 /κ ω= Ω . Thus all the necessary dependencies are defined )(nU , ( ),m n 0 ( )R n and )(nsϕ for the initial approximation. The proposed technique is implemented in the soft- ware package BDO-RFQ code [32]. The initial data ar- ray [ )(nU , )(nm , 0 ( )R n , )(nsϕ ], obtained on the basis of the found optimized laws )(ζη and )(ζϕs then used to convert them into the format of the initial data of the LIDOS RFQ Designer code [33, 34]. The latter is used for the final correction and selection of the channel pa- rameters, taking into account the real shape of the elec- trodes, their possible sectioning for mechanical pro- cessing and electrodynamics settings, etc. The problem of the shape optimization of the radial matching section for RFQ channel can be considered separately. The optimization criterion in the BDO-RFQ code is the specified initial beam divergence [35 - 37]. SIMULATIONS RESULTS Below we represent the results of the beam dynam- ics simulations and main parameters of the heavy ions (A/Z=20) linac. The initial beam and the RFQ channel parameters are presented in Table 1. Table 1 Initial RFQ parameters Input ion energy, MeV 0.12 Output ion energy, MeV 2.0 Operating frequency, MHz 47.2 Kilpatrick factor E/Ekilp 2.0 Charge number Z=q/qproton 1 Mass number A=m/mproton 20 Beam current, mA 10 Emittance, cm·mrad 0.03π Control functions )(ζη and )(ζϕs , obtained by the BDO-RFQ code are shown in Figs. 1, 2. Fig. 1. )(ζη control function Fig. 2. )(ζϕ s control function To estimate the beam parameters, simulations with the LIDOS RFQ Designer code were carried out. Simulation results are presented in Figs. 3-5 for the real electrodes shapes and in Table 2 for the real and the ideal electrodes shapes. The optimal matcher profile is presented in Fig. 6. ISSN 1562-6016. ВАНТ. 2014. №3(91) 118 Table 2 Simulation results Beam parameters Real Ideal Transmission 1.0 1.0 X emittance growth 1.1 1.0 Y emittance growth 1.0 1.0 Accelerator length, m 2.974 Fig. 3. Output transversal emittance Fig. 4. Output transversal emittance Fig. 5. Output longitudinal emittance Fig. 6. RFQ matcher profile CONCLUSIONS Developed optimization approach to a RFQ channel design leads to good results for the beam transmission and output beam parameters. It requires small correction to obtain optimal parameters taking into account the real shape of the vanes, possible vanes sectioning and the re- al space charge distribution. Also this optimization ap- proach has high efficiency of the parameters calculation for other channels, for example for an APF accelerator [38 - 41]. Suggested analytical representation of the func- tional variation can be used for tolerance calculation in various accelerating and focusing systems [13, 42]. This work was partly supported by St. Petersburg State University, project number 9.38.673.2013. REFERENCES 1. Yu.A. Svistunov, Yu.V. Zuev, A.D. Ovsyannikov, D.A. Ovsyannikov. Compact deuteron accelerator design for 1 MeV neutron source // Vestnik SPbGU. 2011, v. 10(1), p. 49-59 (in Russian). 2. Y.A. Svistunov, A.D. Ovsyannikov. Designing of compact accelerating structures for applied complexes with accelerators // Problems of Atomic Science and Technology. 2010, №2, p. 48-51. 3. Y. Svistunov, A. Durkin, A.D. Ovsyannikov. Beam dyna- mics investigations for 433 MHz RFQ accelerator // Proc. of RuPAC-2012. Saint-Petersburg, Russia, 2012, p. 82-84. 4. R.H. Stokes, K.R. Crandall, et al. Radio-frequency quadropole: general properties and specific applications // 11th International Conf. on High-Energy Accelera- tors. 1980, Geneva, Switzerland, p. 399-406. 5. R. Ferdinand, J.-M. Lagniel, P. Mattei, S. Nath. Optimization of RFQ design // Proc. of EPAC-98 Conf. 1998, p. 1106-1108. 6. K.R. Crandall, R.H. Stokes, T.P. Wangler. RF quadrupole beam dynamics design studies // Proc. of the 1979 Linear Accelerator Conf. 1979, p. 205. 7. W.P. Lysenko. High energy beam transport beaml ine for LEDA // Proc. of the LINAC98. 1998, p. 496-498. 8. V.A. Bomko, B.V. Zaitsev, et al. Accelerating structure with radio-frequency quadrupole, RFQ, for the heavy ions accelerating // Problems of Atomic Science and Technology. 2010, №3, p. 26-30. 9. V.A. Bomko, B.V. Zaitsev, et al. Accelerating structures pre-stripping section the MILAC heavy ion linear accelerator MILAC // Problems of Atomic Science and Technology. 2012, №4, p. 20-23. 10. V.A. Bomko, B.V. Zaitsev, et al. Heavy ions beams formation in an initial part of accelerating structures prestripping section the milac linear accelerator // Problems of Atomic Science and Technology. 2012, №4, p. 15-19. 11. O.I. Drivotin, A.E. Loukianova, et al. The choice of acceleration structure for PET-System // Proc. of Eu- ropean Particle Accelerator Conf. 1996, p. 783-785. 12. D.A. Ovsyannikov, A.D. Ovsyannikov, M.F. Vorogushin, Yu.A. Svistunov, A.P. Durkin. Beam dynamics optimization: Models, methods and applications // Nuclear Instruments and Methods in Physics Research. 2006, v. A558, №1, p. 11-19. 13. D.A. Ovsyannikov. Modeling and Optimization of Charged Particle Beam Dynamics. Leningrad State University, Leningrad, 1990, 312 p. ISSN 1562-6016. ВАНТ. 2014. №3(91) 119 14. D.A. Ovsyannikov, O.I. Drivotin. Modeling of intensity charged particles beam dynamics. SPb.: Saint-Petesburg State University, 2003, 174 p. 15. A.D. Ovsyannikov. Mathematical Modeling and Op- timization Dynamics of Charged Particles and Plasma: Ph.D. dissertation, Saint-Petersburg State University, Saint-Petersburg. 1989, p. 118. 16. A.D. Ovsyannikov. Control of program and disturbed motions // Vestnik SPbGU. 2006, v. 10(4), p. 111-124 (in Russian). 17. A.D. Ovsyannikov. Control of charged particles beam with consideration of their interaction // Vestnik SPbGU. 2009, v. 10(2), p. 82-92 (in Russian). 18. A.D. Ovsyannikov. Mathematical model of charged particles dynamics optimization in rfq accelerators // Proc. of the IPAC 2010. 2010, Kyoto, Japan, p. 298-300. 19. D.A. Ovsyannikov, E.I. Veremey, et al. Mathematical methods of plasma vertical stabilization in modern toka- maks // Nuclear Fusion. 2006, v. 46, №8, p. S652-S657. 20. P. Snopok, C. Johnstone, et al. Muon Collider interaction region simulation and optimization // Proc. of the 2005 International Conf. on Physics and Control. 2005, p. 278-281. 21. A.A. Poklonskiy, D. Neuffer, et al. Optimizing the adiabatic buncher and phase-energy rotator for neutrino factories // Nuclear Instruments and Methods in Physics Research. 2006, v. A558, №1, p. 135-141. 22. D.A. Ovsyannikov. Mathematical methods of opti- mization of charged particle beams dynamics // Proc. of European Particle Accelerator Conf. 1996, p. 1382-1384. 23. D.A. Ovsyannikov. Modeling and optimization problems of charged particle beams dynamics // Proc. of the 4th European Control Conf. 1997, p. 390-394. 24. D.A. Ovsyannikov. Mathematical modeling and optimization of beam dynamics in accelerators // Proc. of RuPAC-2012. Saint-Petersburg, Russia, 2012, p. 68-72. 25. A.D. Ovsyannikov. On a class of optimization problems in electric field // Doklady Mathematics. 2013, v. 88, №3, p. 751-753. 26. A.D. Ovsyannikov. Beam dynamics optimization in electrostatic field // Problems of Atomic Science and Technology. 2013, №4(86), p. 90-92. 27. B.I. Bondarev, A.P. Durkin, A.D. Ovsyannikov. New mathematical optimization models for RFQ structures // Proc. of the IEEE Particle Accelerator Conf. 1999, v. 4, p. 2808-2810. 28. B.I. Bondarev, A.P. Durkin. RFQ Parameter Choice by multi-parameter optimization// Proc. of the XX International LINAC Conf. 2000, p. 818-820. 29. A.D. Ovsyannikov, A.Y. Shirokolobov. Mathematical model of beam dynamic optimization in traveling wave // Proc. of RuPAC-2012, Saint-Petersburg, Russia, 2012, p. 355-357. 30. V.V. Altsybeyev. On the beam dynamics optimization problem // Vestnik SPbGU. 2014, v. 10(1), p. 15-23 (in Russian). 31. A.D. Ovsyannikov, D.A. Ovsyannikov, M.Yu. Balabanov, S.-L. Chung. On the beam dynamics optimization problem // International Journal of Modern Physics A. 2009, v. 24, issue 5, p. 941-951. 32. D.A. Ovsyannikov, A.D. Ovsyannikov, I.V. Antropov, V.A. Kozynchenko. BDO-RFQ code and optimization models // Physics and Control. Proc. 2005 International Conf. 2005, p. 282-288. 33. B. Bondarev, A. Durkin, et al. The LIDOS.RFQ. Designer development // Proc. of the IEEE Particle Accelerator Conf. 2001, v. 4, p. 2947-2949. 34. B.I. Bondarev, A.P. Durkin, I.V. Shumakov, S.V. Vinogradov. New tasks and new codes for RFQ beam simulation // Proc. of the XX International LINAC Conf. 2000, p. 830-832. 35. A.D. Ovsyannikov, D.A. Ovsyannikov, S.-L. Chung. Optimization of a radial matching section // International Journal of Modern Physics A. February 2009, v. 24, issue 5, 20, p. 952-958. 36. A.D. Ovsyannikov, D.A. Ovsyannikov, A.P. Durkin, S.-L. Chang. Optimization of Matching Section of an Accelerator with a Spatially Uniform Quadrupole Focusing // Technical Physics. 2009, v. 54, №11, p. 1663-1666. 37. A.D. Ovsyannikov. Transverse motion parameters optimization in accelerators // Problems of Atomic Science and Technology. 2012, №4, p. 74-77. 38. D.A. Ovsyannikov, V.V. Altsybeyev. Mathematical optimization model for alternating-phase focusing (APF) linac // Problems of Atomic Science and Technology. 2013, №4, p. 93-96. 39. D.A. Ovsyannikov, V.V. Altsybeyev. Optimization of APF accelerators // Problems of Atomic Science and Technology. 2013, №6, p. 119-122. 40. D.A. Ovsyannikov, V.G. Papkovich. On the design of structures with accelerating field focusing // Problems of Atomic Science and Technology. Section: Linear accelerators. 1977, №2(3), p. 66-68. 41. D.A. Ovsyannikov, A.D. Ovsyannikov. New approach to optimization of RFQ radial matching section // Proc. of the IPAC 2010. Kyoto, Japan, 2010, p. 1351-1353. 42. D.A. Ovsyannikov et al. To the theory of tolerances calculation for focusing systems parameters // Technical Physics. 1991, v. 61, №7, p. 181-186. Article received 04.04.2014 ПРИМЕНЕНИЕ ОПТИМИЗАЦИОННЫХ ПОДХОДОВ К РАЗРАБОТКЕ УСКОРИТЕЛЕЙ С ПОКФ А.Д. Овсянников, Д.А. Овсянников, В.В. Алцыбеев, А.П. Дуркин, В.Г. Папкович Рассматривается оптимизационный подход к расчету параметров канала ПОКФ. Описываются постановка оптими- зационной задачи и методика ее решения. Приводятся результаты реализации этой методики на примере оптимизации ускорителя RFQ тяжелых ионов (A/Z=20) на частоте 47,2 МГц. От первоначальной до финальной версии проекта уско- рителя используются программные комплексы BDO-RFQ и LIDOS RFQ. ЗАСТОСУВАННЯ ОПТИМІЗАЦІЙНИХ ПІДХОДІВ ДО РОЗРОБКИ ПРИСКОРЮВАЧІВ З ПОКФ О.Д. Овсянников, Д.О. Овсянников, В.В. Алцибеєв, О.П. Дуркин, В.Г. Папкович Розглядається оптимізаційний підхід до розрахунку параметрів каналу ПОКФ. Описується постановка оптимізацій- ної задачі і методика її рішення. Приводяться результати реалізації цієї методики на прикладі оптимізації прискорювача RFQ важких іонів (A/Z=20) на частоті 47,2 МГц. Від первісної до фінальної версії проекту прискорювача використову- ються програмні комплекси BDO-RFQ і LІDOS RFQ.
id nasplib_isofts_kiev_ua-123456789-80241
institution Digital Library of Periodicals of National Academy of Sciences of Ukraine
issn 1562-6016
language English
last_indexed 2025-11-30T16:52:02Z
publishDate 2014
publisher Національний науковий центр «Харківський фізико-технічний інститут» НАН України
record_format dspace
spelling Ovsyannikov, A.D.
Ovsyannikov, D.A.
Altsybeyev, V.V.
Durkin, A.P.
Papkovich, V.G.
2015-04-13T18:21:58Z
2015-04-13T18:21:58Z
2014
Application of optimization techniques for RFQ design / A.D. Ovsyannikov, D.A. Ovsyannikov, V.V. Altsybeyev, A.P. Durkin, V.G. Papkovich // Вопросы атомной науки и техники. — 2014. — № 3. — С. 116-119. — Бібліогр.: 42 назв. — англ.
1562-6016
PACS: 29.27.-а
https://nasplib.isofts.kiev.ua/handle/123456789/80241
Optimization approach to the beam dynamics optimization in RFQ accelerators is considered. A statement of the optimization problem and its solving methods are described. As an example, an optimization of 47.2 MHz RFQ for the acceleration of heavy ions (A/Z=20) is discussed. From the start version up to the final one the BDO-RFQ and the LIDOS RFQ associated codes are used.
Рассматривается оптимизационный подход к расчету параметров канала ПОКФ. Описываются постановка оптимизационной задачи и методика ее решения. Приводятся результаты реализации этой методики на примере оптимизации ускорителя RFQ тяжелых ионов (A/Z=20) на частоте 47,2 МГц. От первоначальной до финальной версии проекта ускорителя используются программные комплексы BDO-RFQ и LIDOS RFQ.
Розглядається оптимізаційний підхід до розрахунку параметрів каналу ПОКФ. Описується постановка оптимізаційної задачі і методика її рішення. Приводяться результати реалізації цієї методики на прикладі оптимізації прискорювача RFQ важких іонів (A/Z=20) на частоті 47,2 МГц. Від первісної до фінальної версії проекту прискорювача використовуються програмні комплекси BDO-RFQ і LІDOS RFQ.
This work was partly supported by St. Petersburg State University, project number 9.38.673.2013.
en
Національний науковий центр «Харківський фізико-технічний інститут» НАН України
Вопросы атомной науки и техники
Динамика пучков
Application of optimization techniques for RFQ design
Применение оптимизационных подходов к разработке ускорителей с ПОКФ
Застосування оптимізаційних підходів до розробки прискорювачів з ПОКФ
Article
published earlier
spellingShingle Application of optimization techniques for RFQ design
Ovsyannikov, A.D.
Ovsyannikov, D.A.
Altsybeyev, V.V.
Durkin, A.P.
Papkovich, V.G.
Динамика пучков
title Application of optimization techniques for RFQ design
title_alt Применение оптимизационных подходов к разработке ускорителей с ПОКФ
Застосування оптимізаційних підходів до розробки прискорювачів з ПОКФ
title_full Application of optimization techniques for RFQ design
title_fullStr Application of optimization techniques for RFQ design
title_full_unstemmed Application of optimization techniques for RFQ design
title_short Application of optimization techniques for RFQ design
title_sort application of optimization techniques for rfq design
topic Динамика пучков
topic_facet Динамика пучков
url https://nasplib.isofts.kiev.ua/handle/123456789/80241
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