Multivariate Data Analysis for Root Cause Analyses and Time-of-Flight Secondary Ion Mass Spectrometry

Multivariate Data Analysis for Root Cause Analyses and Time-of-Flight Secondary Ion Mass Spectrometry PDF Author: Danica Heller-Krippendorf
Publisher: Springer Nature
ISBN: 3658285028
Category : Science
Languages : en
Pages : 195

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Book Description
Danica Heller-Krippendorf develops concepts and approaches optimizing the applicability of MVA on data sets from an industrial context. They enable more time-efficient MVA of the respective ToF‐SIMS data. Priority is given to two main aspects by the author: First, the focus is on strategies for a more time-efficient collection of the input data. This includes the optimal selection of the number of replicate measurements, the selection of input data and guidelines for the selection appropriate data preprocessing methods. Second, strategies for more efficient analysis of MVA results are presented. ​About the Author: Danica Heller-Krippendorf did her research and dissertation at the University of Siegen, Germany, in collaboration with a German analytical service company. Now she is engineer in analytics at a DAX company.

Time-of-flight Secondary Ion Mass Spectrometry

Time-of-flight Secondary Ion Mass Spectrometry PDF Author: Joanna Lee
Publisher:
ISBN:
Category :
Languages : en
Pages :

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Book Description
Time-of-flight secondary ion mass spectrometry (ToF-SIMS) is a powerful technique for the analysis of organic surfaces and interfaces for many innovative technologies. However, despite recent developments, there are still many issues and challenges hindering the robust, validated use of ToF-SIMS for quantitative measurement. These include: the lack of metrology and fundamental understanding for the use of novel cluster primary ion beams such as C60n+ and Ar2000 +; the need for validated and robust measurement protocols for difficult samples, such as those with significant micron scale surface topography; the lack of guidance on novel data analysis methods including multivariate analysis which have the potential to simplify many time-consuming and intensive analyses in industry; and the need to establish best practice to improve the accuracy of measurements. This thesis describes research undertaken to address the above challenges. Sample topography and field effects were evaluated experimentally using model conducting and insulating fibres and compared with computer simulations to provide recommendation to diagnose and reduce the effects. Two popular multivariate methods, principal component analysis (PCA) and multivariate curve resolution (MCR), were explored using mixed organic systems consisting of a simple polymer blend and complex hair fibres treated with a multi-component formulation to evaluate different multivariate and data preprocessing methods for the optimal identification, localisation and quantification of the chemical components. Finally, cluster ion beams C60 n+ and ArSOO-2S00 + were evaluated on an inorganic surface and an organic delta layer reference material respectively to elucidate the fundamental metrology of cluster ion sputtering and pave the way for their use in organic depth profiling. These studies provide the essential metrological foundation to address frontier issues in surface and nanoanalysis and extend the measurement capabilities ofToF-SIMS.

Multivariate Statistical Analysis of Time-of-Flight Secondary Ion Mass Spectrometry (ToF-SIMS) Raw Data Files

Multivariate Statistical Analysis of Time-of-Flight Secondary Ion Mass Spectrometry (ToF-SIMS) Raw Data Files PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 43

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Pre-processing Influences on Multivariate Data Analysis of Time-of-flight Secondary Ion Mass Spectroscopy Data and Images

Pre-processing Influences on Multivariate Data Analysis of Time-of-flight Secondary Ion Mass Spectroscopy Data and Images PDF Author: Thérèse Gerri-Ann Lee
Publisher:
ISBN:
Category : Multivariate analysis
Languages : en
Pages : 400

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Accounting for the Dead Time in Analysis of Time of Flight Secondary Ion Mass Spectrometry Data

Accounting for the Dead Time in Analysis of Time of Flight Secondary Ion Mass Spectrometry Data PDF Author: Negar Shahrokhesfahani
Publisher:
ISBN:
Category : Multivariate analysis
Languages : en
Pages :

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Book Description
Time of Flight Secondary Ion Mass Spectrometry (ToF SIMS) is a powerful tool for advanced surface analysis. It produces large data sets, which consist of mass spectra at each pixel at an imaged area. Many ToF SIMS instruments use a type of detector that suffers from two problems that lead to non-linearity in the measured sample properties: detector saturation and dead time. Linearity in this type of system is defined as the proportionality of the measured and true ion counts. Non-linearity can influence the interpretation of the data with methods such as multivariate analysis. "Detector saturation" happens when more than one ion arrives at the detector in the time interval related to one specific channel but the detector records only a single count. "Dead time" is when one event happens at a certain channel and the detector become insensitive to subsequent ions arriving within the dead time window. These problems both lead to under-counting of ions. In this thesis, we mainly focus on correcting for the dead time effects. Using extensive simulations, we first characterize the adverse effects of dead time on the output and evaluate quality of existing ways to "correct" for dead time effects. Then, we propose a novel method using the Maximum Likelihood Estimation (MLE) to estimate the true spectrum for the measured data. Specifically, we incorporate the statistical distribution of the dead time affected data in MLE, which leads to a new method for dead time correction.

Application of Time-of-flight Secondary Ion Mass Spectrometry to Cellular Analysis

Application of Time-of-flight Secondary Ion Mass Spectrometry to Cellular Analysis PDF Author: Matthew J. Baker
Publisher:
ISBN:
Category :
Languages : en
Pages : 220

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The Application of Time-in-flight Secondary Ion Mass Spectrometry for the Analysis of Overlapping Fingerprints and Inks

The Application of Time-in-flight Secondary Ion Mass Spectrometry for the Analysis of Overlapping Fingerprints and Inks PDF Author: Nicholas J. Bright
Publisher:
ISBN:
Category :
Languages : en
Pages :

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Application of Automated Expert Spectral Image Analysis (AXSIA) to Time-of-flight Secondary Ion Mass Spectrometry (TOF-SIMS)

Application of Automated Expert Spectral Image Analysis (AXSIA) to Time-of-flight Secondary Ion Mass Spectrometry (TOF-SIMS) PDF Author: James A. Ohlhausen
Publisher:
ISBN:
Category : Secondary ion mass spectrometry
Languages : en
Pages : 216

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Secondary Ion Mass Spectrometry by Time-of-flight

Secondary Ion Mass Spectrometry by Time-of-flight PDF Author: Erich Werner Ens
Publisher:
ISBN:
Category :
Languages : en
Pages :

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Advances in Time-of-flight Secondary Ion Mass Spectrometry for the Analysis of Single Cells on Sub-cellular Scale

Advances in Time-of-flight Secondary Ion Mass Spectrometry for the Analysis of Single Cells on Sub-cellular Scale PDF Author: Sadia Rabbani
Publisher:
ISBN:
Category :
Languages : en
Pages : 0

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