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Deep learning approaches to recover the plasma current density profile from the safety factor based on Grad–Shafranov solutions across multiple tokamaks
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作者 张瀚予 周利娜 +6 位作者 刘钺强 郝广周 王硕 杨旭 苗雨田 段萍 陈龙 《Plasma Science and Technology》 SCIE EI CAS CSCD 2024年第5期17-28,共12页
Many magnetohydrodynamic stability analyses require generation of a set of equilibria with a fixed safety factor q-profile while varying other plasma parameters.A neural network(NN)-based approach is investigated that... Many magnetohydrodynamic stability analyses require generation of a set of equilibria with a fixed safety factor q-profile while varying other plasma parameters.A neural network(NN)-based approach is investigated that facilitates such a process.Both multilayer perceptron(MLP)-based NN and convolutional neural network(CNN)models are trained to map the q-profile to the plasma current density J-profile,and vice versa,while satisfying the Grad–Shafranov radial force balance constraint.When the initial target models are trained,using a database of semianalytically constructed numerical equilibria,an initial CNN with one convolutional layer is found to perform better than an initial MLP model.In particular,a trained initial CNN model can also predict the q-or J-profile for experimental tokamak equilibria.The performance of both initial target models is further improved by fine-tuning the training database,i.e.by adding realistic experimental equilibria with Gaussian noise.The fine-tuned target models,referred to as fine-tuned MLP and fine-tuned CNN,well reproduce the target q-or J-profile across multiple tokamak devices.As an important application,these NN-based equilibrium profile convertors can be utilized to provide a good initial guess for iterative equilibrium solvers,where the desired input quantity is the safety factor instead of the plasma current density. 展开更多
关键词 plasma equilibrium deep learning safety factor profile current density profile TOKAMAK
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A synthetic diagnostics platform for microwave imaging diagnostics in tokamaks
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作者 李子涵 杨尚川 +5 位作者 徐新航 张立夫 渠承明 李诚普 庄革 谢锦林 《Plasma Science and Technology》 SCIE EI CAS CSCD 2024年第3期38-45,共8页
Interpreting experimental diagnostics data in tokamaks,while considering non-ideal effects,is challenging due to the complexity of plasmas.To address this challenge,a general synthetic diagnostics(GSD)platform has bee... Interpreting experimental diagnostics data in tokamaks,while considering non-ideal effects,is challenging due to the complexity of plasmas.To address this challenge,a general synthetic diagnostics(GSD)platform has been established that facilitates microwave imaging reflectometry and electron cyclotron emission imaging.This platform utilizes plasma profiles as input and incorporates the finite-difference time domain,ray tracing and the radiative transfer equation to calculate the propagation of plasma spontaneous radiation and the external electromagnetic field in plasmas.Benchmark tests for classical cases have been conducted to verify the accuracy of every core module in the GSD platform.Finally,2D imaging of a typical electron temperature distribution is reproduced by this platform and the results are consistent with the given real experimental data.This platform also has the potential to be extended to 3D electromagnetic field simulations and other microwave diagnostics such as cross-polarization scattering. 展开更多
关键词 synthetic diagnostics tokamak plasmas microwave imaging diagnostics microwave imaging reflectometer electron cyclotron emission imaging
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Bootstrap Current in Spherical Tokamaks 被引量:2
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作者 王中天 王龙 《Plasma Science and Technology》 SCIE EI CAS CSCD 2003年第3期1767-1772,共6页
Variational principle for the neoclassical theory has been developed by including a momentum restoring term in the electron-electron collisional operator, which gives an additional free parameter maximizing the heat p... Variational principle for the neoclassical theory has been developed by including a momentum restoring term in the electron-electron collisional operator, which gives an additional free parameter maximizing the heat production rate. All transport coefficients are obtained including the bootstrap current. The essential feature of the study is that the aspect ratio affects the function of the electron-electron collision operator through a geometrical factor. When the aspect ratio approaches to unity, the fraction of circulating particles goes to zero and the contribution to particle flux from the electron-electron collision vanishes. The resulting diffusion coefficient is in rough agreement with Hazeltine. When the aspect ratio approaches to infinity, the results are in agreement with Rosenbluth. The formalism gives the two extreme cases a connection. The theory is particularly important for the calculation of bootstrap current in spherical tokamaks and the present tokamaks, in which the square root of the inverse aspect ratio, in general, is not small. 展开更多
关键词 spherical tokamaks bootstrap current
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Effect of Equilibrium Current Profiles on External Kink Modes in Tokamaks 被引量:1
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作者 刘超 刘悦 马照帅 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第8期726-731,共6页
Based on a linearized MHD model, the effect of equilibrium current profiles on external kink modes in tokamaks is studied by MARS code. Three types of equilibrium current profiles are adopted in this work. Firstly, a ... Based on a linearized MHD model, the effect of equilibrium current profiles on external kink modes in tokamaks is studied by MARS code. Three types of equilibrium current profiles are adopted in this work. Firstly, a set of parabolic equilibrium current profiles are chosen. In these profiles the maximum current values in the center of the plasma are fixed, and the currents have different gradient and jump at the plasma boundary. The effects of the current gradient and jump on the growth rate of external kink mode are investigated. It is found that the current jump which causes the q profiles to change plays an important role in the externM kink modes in tokamaks. Secondly, a set of step equilibrium current profiles with different jump positions are chosen. The effect of jump position on external kink modes is discussed. Thirdly, a set of parabolic equilibrium current profiles with current bumps are chosen for the case of off-axis heating. The effects of height~ width and position of the current bumps on external kink modes are analyzed. The fiat equilibrium current profiles are disadvantageous for the MHD stabilities of tokamaks, because of the large current jump at the plasma edge. The peaked equilibrium current profiles and a large and localized current bump near the plasma edge benefit the MHD stabilities of tokamaks. 展开更多
关键词 external kink mode equilibrium current profile tokamaks
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Dust Charging and Dynamics in Tokamaks
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作者 富田幸博 河村学思 +2 位作者 黄治辉 潘宇东 严龙文 《Plasma Science and Technology》 SCIE EI CAS CSCD 2011年第1期11-14,共4页
Fundamental characteristics of charging of a dust particle and its dynamics in SOL/divertor plasma in tokamaks are studied. According to the OML (orbit motion limited) theory, the charging process is extremely faste... Fundamental characteristics of charging of a dust particle and its dynamics in SOL/divertor plasma in tokamaks are studied. According to the OML (orbit motion limited) theory, the charging process is extremely faster, with a charging time of nanoseconds, than the dynamics process of the dust particle in SOL/divertor plasma, with a characteristic time of mil- liseconds, which means that the local charge state can be taken as the equilibrium charge state. It was clarified that the equilibrium charge Zd, eq can be determined in the form of Zd, eq/RdTe, which is a function of both the normalized relative speed of plasma ion flow with respect to the velocity of the dust particle and the plasma temperature ratio. After the investigation of domi- nant forces acting on dust particles, the friction forces due to the plasma ion absorption and ion Coulomb scattering are found of the same order for the case of low relative speed. The critical radius of a dust particle, for which the gravity is larger than the friction forces due to plasma ions, is obtained. 展开更多
关键词 dust particle dust charging OML model tokamaks
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Shaping Effects of the E-Fishbone in Tokamaks
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作者 王中天 王龙 +4 位作者 龙永兴 董家齐 何志雄 刘宇 唐昌建 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第1期12-16,共5页
Shaping effects of the E-fishbone in tokamaks are investigated. Coordinates related to the Solov'ev configuration are used to calculate the precession frequency and kinetic contribu- tion. It is shown that elongation... Shaping effects of the E-fishbone in tokamaks are investigated. Coordinates related to the Solov'ev configuration are used to calculate the precession frequency and kinetic contribu- tion. It is shown that elongation does not change the precession frequency and the kinetic energy. Growth rates of the E-fishbone vary with elongation which essentially has destabilizing effects. For elongated tokamaks, triangularity has a stabilizing effect on the modes which play a compensative role. The results may apply to Sunist. 展开更多
关键词 shaping effects E-fishbone tokamaks Solov'ev configuration
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Contribution of joint experiments on small tokamaks in the framework of IAEA coordinated research projects to mainstream fusion research
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作者 M GRYAZNEVICH J SToCKEL +9 位作者 G VAN OOST E DEL BOSCO V SVOBODA A MELNIKOV R KAMENDJE A MALAQUIAS G MANK R MIKLASZEWSKI the IAEA CRP JEs Teams 《Plasma Science and Technology》 SCIE EI CAS CSCD 2020年第5期25-34,共10页
Joint experiments(JEs)on small tokamaks have been regularly performed between 2005 and 2015 under the framework of the International Atomic Energy Agency(IAEA)coordinated research projects(CRPs).This paper describes t... Joint experiments(JEs)on small tokamaks have been regularly performed between 2005 and 2015 under the framework of the International Atomic Energy Agency(IAEA)coordinated research projects(CRPs).This paper describes the background and the rationale for these experiments,how they were organized and executed,main areas of research covered during these experiments,main results,contributions to mainstream fusion research,and discusses lessons learned and outcomes from these activities.We underline several of the most important scientific outputs and also specific outputs in the education of young scientists and scientists from developing countries and their importance. 展开更多
关键词 small tokamaks joint experiments IAEA CRP education and training turbulence geodesic acoustic mode
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Internal Kink Instability in Shaped Tokamaks
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作者 王中天 王龙 《Plasma Science and Technology》 SCIE EI CAS CSCD 2002年第4期1351-1354,共4页
A criterion of an ideal internal kink mode is derived for a shaped tokamak configuration in which q-profile is very flat in the core region. A combining criterion is obtained including the necessary criterion of Merci... A criterion of an ideal internal kink mode is derived for a shaped tokamak configuration in which q-profile is very flat in the core region. A combining criterion is obtained including the necessary criterion of Mercier and the sufficient criterion of Lortz. The new criterion makes progress compared with the necessary criterion of Mercier. In the elongated plasma, a poloidal beta can cause instability, while the triangularity has a stabilizing effect. The result is applicable for DIII-D and SUNIST. 展开更多
关键词 shaped tokamaks internal kink instability
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Neoclassical Kinetic Theory for the Shaped Tokamaks
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作者 王中天 《Plasma Science and Technology》 SCIE EI CAS CSCD 2000年第6期505-508,共4页
Neoclassical transport for the shaped tokamak with X point is investigated using Hamiltonian formalism. For a set of Soloveev's configurations, the neoclassical diffusion coefficient is rigorously derived for the ... Neoclassical transport for the shaped tokamak with X point is investigated using Hamiltonian formalism. For a set of Soloveev's configurations, the neoclassical diffusion coefficient is rigorously derived for the plateau regime which is inversely proportional to the connection length. When an X point appears on plasma boundary, the diffusion coefficient is greatly reduced by a much longer connection length compared with a circular cross-section plasma. Since the formalism is not limited for aspect ratio, for A = 1.3, it may be valid in a very narrow range of collisionality, 0.8 < V*i < 1.0, at / o = 0.95. In the range of collisionality, the detrapping rate is very high. 展开更多
关键词 Neoclassical Kinetic Theory for the Shaped tokamaks
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The Current Profile of Tokamaks in Minimum Dissipation States
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作者 周登 张澄 《Plasma Science and Technology》 SCIE EI CAS CSCD 2002年第1期1147-1152,共6页
The principle of minimum dissipation rate is applied to tokamak plasmas with energy and helicity balances imposed as two constraints. The analytical solution on toroidal current distribution are derived from the resul... The principle of minimum dissipation rate is applied to tokamak plasmas with energy and helicity balances imposed as two constraints. The analytical solution on toroidal current distribution are derived from the resulting Euler-Lagrangian equation. Three typical forms of current profiles are found for low-aspect-ratio tokamaks like NSTX. One of them decreases with r on equatorial plane, the second peaks in the inner half part on equatorial plane and the third may have a hole or reverse in the central part. 展开更多
关键词 The Current Profile of tokamaks in Minimum Dissipation States
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Zero Flux Eigenvalues (ZFE’s) of Tight Aspect Ratio Tokamaks
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作者 Sherif Mohamed Khalil Noura Ali Alomayrah 《World Journal of Nuclear Science and Technology》 2016年第1期15-22,共8页
Compact toroidal magnetized plasmas are an important part of the world’s magnetic fusion and plasma science efforts. These devices can play an integral role in the development of magnetic fusion as a viable commercia... Compact toroidal magnetized plasmas are an important part of the world’s magnetic fusion and plasma science efforts. These devices can play an integral role in the development of magnetic fusion as a viable commercial energy source, and in our understanding of plasma instabilities, particle and energy transport, and magnetic field transport. In this paper, we are developing a numerical program to study the magnetic dynamo or relaxation of CT’s characterized by arbitrary tight aspect ratio (major to minor radii of tokamak) and arbitrary cross-sections (Multi-pinch and D-Shaped). The lowest ZFE’s has been calculated through the Taylor’s relaxed state (force-free) toroidal plasmas equation. For ZFE’s, we use the toroidal flux vanishing boundary condition along the whole boundary of tokamaks. Several runs of the program for various wave numbers showed that ZFE was very insensitive to the choice of wave numbers. Besides, the CT’s poloidal magnetic field topologies are well represented. It was very interesting to check our methods for the cases when aspect ratio tends to unity (zero tokamak whole). A good fulfillment of the boundary condition is achieved. 展开更多
关键词 Relaxed Plasma State Compact tokamaks
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Simulation and Control of Turbulence at Tokamaks with Artificial Intelligence Methods 被引量:2
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作者 Danilo Rastovic 《Journal of Modern Physics》 2012年第12期1858-1869,共12页
The control of turbulence at tokamaks is very complex problem.The idea is to apply the fuzzy Markovian processes and fuzzy Brownian motions as good approximation of general robust drift kinetic equation. It is obtaine... The control of turbulence at tokamaks is very complex problem.The idea is to apply the fuzzy Markovian processes and fuzzy Brownian motions as good approximation of general robust drift kinetic equation. It is obtained by using the artificial neural networks for solving of appropriate advanced control problem. The proof of the appropriate theorem is shown. 展开更多
关键词 TOKAMAK TURBULENCE Control Artificial INTELLIGENCE DRIFT KINETIC Equation
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Numerical study of physical properties of resistive wall modes in tokamaks
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作者 夏新念 刘悦 +2 位作者 刘超 何玉玲 夏国良 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第5期375-380,共6页
The effect of plasma with toroidal rotation on the resistive wall modes in tokamaks is studied numerically. An eigenvalue method is adopted to calculate the growth rate of the modes for changing plasma resistivity and... The effect of plasma with toroidal rotation on the resistive wall modes in tokamaks is studied numerically. An eigenvalue method is adopted to calculate the growth rate of the modes for changing plasma resistivity and plasma density distribution, as well as the diffusion time of magnetic field through the resistive wall. It is found that the resistive wall mode can be suppressed by the toroidal rotation of the plasma. Also, the growth rate of the resistive wall mode decreases when the edge plasma density is the same as the core plasma density, but it only changes slightly with the plasma resistivity. 展开更多
关键词 TOKAMAK resistive wall mode toroidal rotation plasma density distribution
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EXCITATION OF HIGH-N TOROIDAL SHEAR ALFVEN MODE DUE TO ALPHA-PARTICLE RIPPLE LOSSES IN TOKAMAKS\
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作者 GUO Shichong CHEN Liu +1 位作者 CAI Shidong GUO Zheng 《Chinese Physics Letters》 SCIE CAS CSCD 1989年第7期309-312,共4页
The alpha-particle effects on high-n toroidal shear Alfven mode are investigated analytically.The mode can be driven to unstable when the alpha-particles have an anisotropic distribution function due to ripple losses ... The alpha-particle effects on high-n toroidal shear Alfven mode are investigated analytically.The mode can be driven to unstable when the alpha-particles have an anisotropic distribution function due to ripple losses in tokamaks.The growth rates of the instability in both“fast”and "slow"plasma heating cases are calculated,and the conditions for the excitation of the modes are also studied. 展开更多
关键词 TOKAMAK Alfven CITATION
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Comment on“Local Cooling Effect of Rotation and Formation of Thermal Barrier in Tokamaks”
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作者 SHI Bing-ren QIN Yun-wen 《Chinese Physics Letters》 SCIE CAS CSCD 1997年第11期879-879,共1页
There are a series of serious mistakes in the paper cited,1 making the whole analysis and result incorrect.A fundamental mistake is the argument that the formation of the rotation or rotation shear layer is equivalent... There are a series of serious mistakes in the paper cited,1 making the whole analysis and result incorrect.A fundamental mistake is the argument that the formation of the rotation or rotation shear layer is equivalent to a“heat sink”in a steady-state tokamak plasma.This is a mistake because the authors made a confusion between energy and power. 展开更多
关键词 ROTATION TOKAMAK PLASMA
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Local Cooling Effect of Rotation and Formation of Thermal Transport Barrier in Tokamaks
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作者 QIU Xiao-ming DING Ning 《Chinese Physics Letters》 SCIE CAS CSCD 1996年第9期682-684,共3页
A simple model,rotation-inducing local cooling,for the mechanism on the formation of thermal transport barrier and the increase in rotation velocity is presented.It is shown that the sheared rotation can make electron... A simple model,rotation-inducing local cooling,for the mechanism on the formation of thermal transport barrier and the increase in rotation velocity is presented.It is shown that the sheared rotation can make electron temperature profile T_(e)(r)steepen near the rotation layer and▽T_(e)>0 on some location inside it,in agreement with the experimental observations in tokamaks,such as JT-60U with(poloidal or toroidal)sheared rotation and HL-1M with a biased electrode.Such temperature profile can remarkably improve the energy confinement in tokamaks. 展开更多
关键词 TOKAMAK ROTATION TRANSPORT
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Unified Theory of Edge Turbulence in High- and Low- Density Tokamaks
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作者 HU Shuanghui HUANG Lin QIU Xiaoming 《Chinese Physics Letters》 SCIE CAS CSCD 1993年第6期351-354,共4页
A new theoretical model,which includes density and temperature gradients and impurity radiation effects,for the edge turbulence in high-and low-density tokamaks is established on the magnetohydrodynamics.The different... A new theoretical model,which includes density and temperature gradients and impurity radiation effects,for the edge turbulence in high-and low-density tokamaks is established on the magnetohydrodynamics.The different drive effects in the turbulent evolution are discussed and the mechanism of nonlinear saturation is investigated.The fluctuation levels and the associated diffusion coefficients at the turbulent saturation state are analytically given.The theoretical results are in agreement with the experimental observations on both high-and low-density tokamaks. 展开更多
关键词 TOKAMAK DENSITY SATURATION
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Screening effect of plasma flow on the resonant magnetic perturbation penetration in tokamaks based on two-fluid model
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作者 汤炜康 栾其斌 +5 位作者 孙宏恩 魏来 路爽爽 姜帅 徐健 王正汹 《Plasma Science and Technology》 SCIE EI CAS CSCD 2023年第4期23-32,共10页
Numerical simulation on the resonant magnetic perturbation penetration is carried out by the newly-updated initial value code MDC(MHD@Dalian Code).Based on a set of two-fluid fourfield equations,the bootstrap current,... Numerical simulation on the resonant magnetic perturbation penetration is carried out by the newly-updated initial value code MDC(MHD@Dalian Code).Based on a set of two-fluid fourfield equations,the bootstrap current,parallel,and perpendicular transport effects are included appropriately.Taking into account the bootstrap current,a mode penetration-like phenomenon is found,which is essentially different from the classical tearing mode model.To reveal the influence of the plasma flow on the mode penetration process,E×B drift flow and diamagnetic drift flow are separately applied to compare their effects.Numerical results show that a sufficiently large diamagnetic drift flow can drive a strong stabilizing effect on the neoclassical tearing mode.Furthermore,an oscillation phenomenon of island width is discovered.By analyzing it in depth,it is found that this oscillation phenomenon is due to the negative feedback regulation of pressure on the magnetic island.This physical mechanism is verified again by key parameter scanning. 展开更多
关键词 TOKAMAK TWO-FLUID NTM
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The Effect of Equilibrium Current Profiles on MHD Instabilities in Tokamaks
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作者 LI Li LIU Yue +1 位作者 XU Xinyang XIA Xinnian 《Plasma Science and Technology》 SCIE EI CAS CSCD 2012年第1期14-19,共6页
A cylindrical model of linear MHD instabilities in tokamaks is presented. In the model, the cylindrical plasma is surrounded by a vacuum which is divided into inner and outer vacuum areas by a conducting wall. Lineari... A cylindrical model of linear MHD instabilities in tokamaks is presented. In the model, the cylindrical plasma is surrounded by a vacuum which is divided into inner and outer vacuum areas by a conducting wall. Linearized resistivity MHD equations with plasma viscosity are adopted to describe our model, and the equations are solved numerically as an initial value problem. Some of the results are used as benchmark tests for the code, and then a series of equilibrium current profiles are used to simulate the bootstrap current profiles in actual experiments with a bump on tail. Thus the effects of these kinds of profiles on MHD instabilities in tokamaks are revealed. From the analysis of the numerical results, it is found that more plasma can be confined when the center of the current bump is closer to the plasma surface, and a higher and narrower current bump has a better stabilizing effect on the MHD instabilities. 展开更多
关键词 equilibrium current profile MHD instability bootstrap current TOKAMAK
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Model on Inducing H-Mode by Biased Electrode in Tokamaks
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作者 X.M.Qiu L.Bai L.B.Ran 《Chinese Physics Letters》 SCIE CAS CSCD 1992年第10期527-529,共3页
In this letter,a model on inducing H-mode by biased electrode in tokamaks is put forward,it successfully explains the experiments in CCT,TEXTOR,and HL-1 with bias.
关键词 TOKAMAK TOKAMAK MODE
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