Potential of a Bayesian Integrated Determination of the Ion Effective Charge via Bremsstrahlung and Charge Exchange Spectroscopy in Tokamak Plasmas

被引:17
|
作者
Verdoolaege, Geert [1 ]
Fischer, Rainer [2 ]
Van Oost, Guido [3 ]
机构
[1] Univ Ghent, Dept Data Anal, B-9000 Ghent, Belgium
[2] EURATOM, Max Planck Inst Plasmaphys, D-85748 Garching, Germany
[3] Univ Ghent, Dept Appl Phys, B-9000 Ghent, Belgium
关键词
Bayesian probability theory (BPT); integrated data analysis (IDA); ion effective charge; tokamak plasmas; DATA VALIDATION; MARKOV-CHAINS; TEMPERATURE; DIAGNOSTICS; DEDUCTION; Z(EFF); JET;
D O I
10.1109/TPS.2010.2071884
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Reliable and accurate estimates of the ion effective charge Z(eff) in tokamak plasmas are of key importance with respect to the impurity transport studies and the establishment of thermonuclear burn criteria. These issues are of fundamental interest to ITER and reactor operational scenarios in general. However, Z(eff) estimates derived from bremsstrahlung spectroscopy on the one hand and from the weighted summation of individual impurity concentrations obtained via charge exchange spectroscopy (CXS) on the other hand often are not compatible. This is a long-standing problem in fusion plasma diagnosis. A rigorous analysis of uncertainty sources and their propagation in the experimental determination of Z(eff) can contribute significantly to the derivation of a Z(eff) value with reduced uncertainty that is consistent with both the bremsstrahlung and CXS data sets. In this paper, Bayesian probability theory is used in an integrated approach as a powerful tool for an advanced error analysis in the derivation of Z(eff), even in the presence of systematic errors on the data. A simple probabilistic model is proposed for the estimation of Z(eff), first assuming only statistical uncertainty and then taking into account also the systematic deviations. The obtained Z(eff) estimates have smaller error bars than the Z(eff) values derived from the individual bremsstrahlung and CXS measurements, approaching ITER requirements. The estimates are shown to be consistent with all available information. In addition, the systematic errors on the data are quantized through the requirement of data consistency between different time slices in the acquired measurements.
引用
收藏
页码:3168 / 3196
页数:29
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