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首页> 外文期刊>Journal of the American Society for Mass Spectrometry >Iterative optimization of an ESI IT mass spectrometer using regular simplex and a multivariate target function representing the S/N ratio
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Iterative optimization of an ESI IT mass spectrometer using regular simplex and a multivariate target function representing the S/N ratio

机译:使用常规单纯形和代表信噪比的多元目标函数对ESI IT质谱仪进行迭代优化

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Standard automatic tuning for mass spectrometry usually exploits a one-variable-at-a-time approach. This method suffers from important drawbacks: the target function selected for optimization improves the signal of a single channel or a pool of channels without considering noise; the interactions between the parameters are not evaluated. The optimization of the experimental settings of an ESI IT mass spectrometer is carried out here by a multivariate procedure exploiting a target function representing the S/N ratio calculated by principal component analysis and a regular simplex optimization algorithm. A preliminary feasibility study was performed since the target function must be sensitive to the changes in the experimental conditions applied during the iterative tuning and be free from drifts. The feasibility study was carried out to evaluate: the presence of memory effects; the size of the variations in the S/N ratio; the number of scans needed to generate a reliable S/N ratio; the concentration of the multi-standard mixture to use during tuning; the experimental duration required to achieve S/N stability when the experimental settings are modified. The feasibility study led to the identification of the best protocol to accomplish the tuning, while simplex optimization allowed the S/N ratio to be improved by about 70% with respect to the default conditions suggested by the manufacturer.
机译:标准的质谱自动调谐通常采用一次可变的方法。该方法具有重要的缺点:为优化而选择的目标函数在不考虑噪声的情况下改善了单个通道或通道池的信号;参数之间的交互不进行评估。在这里,ESI IT质谱仪的实验设置的优化是通过多变量程序进行的,该程序利用了代表通过主成分分析计算出的信噪比的目标函数和常规的单纯形优化算法。进行了初步的可行性研究,因为目标功能必须对在迭代调整过程中应用的实验条件的变化敏感并且没有漂移。进行可行性研究以评估:记忆效应的存在;信噪比变化的大小;产生可靠信噪比所需的扫描次数;调整期间要使用的多标准混合物的浓度;修改实验设置后达到S / N稳定性所需的实验持续时间。可行性研究确定了完成调整的最佳协议,而单纯形优化使信噪比相对于制造商建议的默认条件提高了约70%。

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