Atom probe analysis method, atom probe analysis apparatus, and recording medium
阅读说明:本技术 原子探针分析方法、装置及记录媒体 (Atom probe analysis method, atom probe analysis apparatus, and recording medium ) 是由 洪世玮 于 2019-03-27 设计创作,主要内容包括:本揭露提供一种原子探针分析方法、装置及记录媒体。所述方法包括下列步骤:利用脉冲激光器照射包括测试样品的原子探针;利用质谱仪分析由原子探针表面射出的离子以获得质谱图,其中所述离子包括一元素的多种量体且具有多种价数;以及对各量体的不同价数的离子在质谱图中对应的质荷比的计数值进行归一化,以获得各量体的离子所占的比例,并用以修正各量体的离子的定量结果。(The present disclosure provides an atom probe analysis method, an atom probe analysis apparatus and a recording medium. The method comprises the following steps: irradiating an atom probe including a test sample with a pulsed laser; analyzing ions ejected from the surface of the atom probe by using a mass spectrometer to obtain a mass spectrum, wherein the ions comprise a plurality of quantums of an element and have a plurality of valences; and normalizing the count values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.)
1. An atom probe analysis method, adapted for use in an electronic device having a processor, the method comprising:
irradiating an atom probe including a test sample with a pulsed laser;
analyzing ions ejected from the surface of the atom probe with a mass spectrometer to obtain a mass spectrum, wherein the ions comprise multiple quanta of an element and have multiple valences; and
and normalizing the counting values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
2. The method of claim 1, wherein normalizing count values of mass-to-charge ratios corresponding to different valences of said ions in said mass spectrum for each of said volumes to obtain a proportion of said ions in each of said volumes, and for correcting a quantification of said ions for each of said volumes comprises:
calculating the proportion of the ions of each quantum by using the count value of the mass-to-charge ratio, corresponding to the ions of different valences of each quantum, in the mass spectrogram, which is not overlapped with the ions of other quantum; and
multiplying a count value of mass-to-charge ratios of the ions in the mass spectra corresponding to the overlapping volumes by the ratio and corresponding atomic number of each of the volumes to obtain a count value of the ions corresponding to the valence number of each of the volumes of the mass-to-charge ratios as a quantitative result of the ions of each of the volumes.
3. The method of claim 1, wherein the method further comprises:
feeding back the quantitative result of the ions of each of the volumes after correction to adjust a charging state ratio by a power supply of the pulse laser so that the ratio of the ions of different valence numbers of each of the volumes is kept constant.
4. The method of claim 1, wherein the method further comprises:
establishing a learning model by utilizing a machine learning algorithm to learn the relationship between initial conditions during the analysis of the test sample and the quantitative results of the ions of each of the volumes obtained by the analysis; and
and identifying fingerprints of each vector of the test sample in the mass spectrogram during execution by using the learning model, and correcting the quantitative result of each vector according to the fingerprints.
5. The method of claim 1, wherein the element comprises a dopant element used in semiconductor processing, the dopant element comprising phosphorus, arsenic, boron, titanium, aluminum.
6. The method of claim 1, wherein the initial conditions comprise a pulse laser energy, a state-of-charge ratio, a voltage applied to the atom probe, a temperature of the atom probe, a detection rate, or a frequency of the pulse laser.
7. The method of claim 1, wherein the volumes comprise single volumes, double volumes, and triple volumes.
8. An atom probe analysis apparatus, comprising:
the connecting device is used for connecting the pulse laser and the mass spectrometer;
a processor coupled to the connection device and configured to:
irradiating an atom probe comprising a test sample with the pulsed laser;
analyzing ions ejected from the atom probe surface with the mass spectrometer to obtain a mass spectrum, wherein the ions comprise multiple quanta of an element and have multiple valences; and
and normalizing the counting values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
9. The atom probe analysis device of claim 8 wherein the processor comprises calculating a proportion of the ions of each of the volumes using a count of mass-to-charge ratios corresponding to different valences of the ions of each of the volumes in the mass spectrum that do not overlap with the ions of other volumes, and multiplying the count of mass-to-charge ratios of the ions corresponding to the overlapping volumes in the mass spectrum by the proportion and corresponding atomic number of each of the volumes to obtain the count of the ions of the valences of each of the volumes corresponding to the mass-to-charge ratios as a result of quantifying the ions of each of the volumes.
10. A computer-readable recording medium recording a program, the program being loaded by a processor to execute:
irradiating an atom probe including a test sample with a pulsed laser;
collecting ions ejected from the surface of the atom probe and analyzing the ions by a mass spectrometer to obtain a mass spectrum, wherein the ions comprise multiple quanta of an element and have multiple valences; and
and normalizing the counting values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
Technical Field
Embodiments of the present disclosure relate to an atom probe analysis method, an atom probe analysis apparatus, and a recording medium.
Background
In semiconductor manufacturing, it is desirable to quantitatively analyze the concentration of certain elements (e.g., phosphorus, arsenic, boron, etc.) in the surface of a semiconductor device for micro-contamination, doping, ion implantation, etc., to control or adjust the process parameters, thereby maintaining device/epitaxial stability. For example, during the epitaxy (epitaxiy) of silicon phosphide, quantitative analysis (qualification) of phosphorus is required.
One of the current quantitative analysis techniques is Atom probe analysis (Atom probe mobility) technique, but when some elements are analyzed quantitatively, the main signal source in the mass spectrum is overlapped by signals of multiple quanta of the same element, and the result will make the quantitative analysis result deviate from the actual value.
Disclosure of Invention
Embodiments of the present disclosure provide an atom probe analysis method, which is suitable for an electronic device having a processor. The method comprises the following steps: irradiating an atom probe including a test sample with a pulsed laser; analyzing ions ejected from the surface of the atom probe by using a mass spectrometer to obtain a mass spectrum, wherein the ions comprise a plurality of quantums of an element and have a plurality of valences; and normalizing the count value of the mass-to-charge ratio (mass-to-charge-ratio) corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
An embodiment of the present disclosure provides an atom probe analysis device, which includes a connection device and a processor. The connecting device is used for connecting the pulse laser and the mass spectrometer. A processor is coupled to the connection device and configured to irradiate the atom probe including the test sample with a pulsed laser, analyze ions ejected from a surface of the atom probe with a mass spectrometer to obtain a mass spectrum, wherein the ions include multiple quanta of an element and have multiple valences, and then normalize count values of corresponding mass-to-charge ratios in the mass spectrum for ions of different valences of each quanta to obtain a proportion of ions of each quanta, and to correct a quantification result of the ions of each quanta.
An embodiment of the present disclosure provides a computer-readable recording medium for recording a program, the program being loaded by a processor to execute: irradiating an atom probe including a test sample with a pulsed laser; analyzing ions ejected from the surface of the atom probe by using a mass spectrometer to obtain a mass spectrum, wherein the ions comprise a plurality of quantums of an element and have a plurality of valences; and normalizing the count values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
Drawings
Aspects of the present disclosure are best understood from the following detailed description when read with the accompanying drawing figures. It should be noted that, according to standard practice in the industry, various features are not drawn to scale. In fact, the dimensions of the various features may be arbitrarily increased or reduced for clarity of discussion.
Fig. 1 is a block diagram of an atom probe analysis apparatus according to an embodiment of the disclosure.
Fig. 2 is a flowchart illustrating an atom probe analysis method according to an embodiment of the disclosure.
Fig. 3 is a mass spectrum of phosphorus ions according to an embodiment of the disclosure.
Fig. 4 is a flowchart illustrating an atom probe analysis method according to an embodiment of the disclosure.
Fig. 5 is a graph comparing the quantitative analysis results according to the embodiment of the disclosure.
The reference numbers illustrate:
100: an atom probe analyzer;
102: a connecting device;
104: a storage medium;
106: a processor;
112: a pulsed laser;
114: a mass spectrometer;
300: mass spectrogram;
310: a peak value;
500: comparing the graphs;
510: a line segment;
s202 to S206, S402 to S412: and (5) carrying out the following steps.
Detailed Description
The following disclosure provides many different embodiments, or examples, for implementing different features of the provided subject matter. Specific examples of components and arrangements are described below to simplify the present disclosure. Of course, these components and arrangements are merely examples and are not intended to be limiting. For example, in the following description, the formation of a first feature over or on a second feature may include embodiments in which the first and second features are formed in direct contact, and may also include embodiments in which additional features may be formed between the first and second features such that the first and second features may not be in direct contact. Moreover, the present disclosure may repeat reference numerals and/or letters in the various examples. This repetition is for the purpose of simplicity and clarity and does not in itself dictate a relationship between the various embodiments and/or configurations discussed.
Furthermore, for ease of description, spatially relative terms such as "below …," "below …," "lower," "above …," "upper," and the like may be used herein to describe one element or feature's relationship to another element(s) or feature(s) as illustrated in the figures. Spatially relative terms are intended to encompass different orientations of the device in use or operation in addition to the orientation depicted in the figures. The device may be otherwise oriented (rotated 90 degrees or at other orientations) and the spatially relative descriptors used herein interpreted accordingly.
In order to increase the accuracy of the quantitative analysis of elements in the silicon phosphide epitaxy (epitaxiy) or other processes, the embodiment of the present disclosure is directed to the problem of signal overlap of a plurality of ions, and utilizes the counted value of the ions existing in the mass spectrum alone (i.e., the mass-to-charge ratio is not overlapped with other ions) to calculate the proportion of the ions of various quantums of a specific element (e.g., a single quantum, a double quantum, and a triple quantum), and applies the proportion to the counted value of the ions of the signal overlap to distinguish the counted value of the ions of each quantum. By performing deconvolution (deconvolution) on the interference (interference) in the mass spectrum, the accuracy of the quantitative analysis result can be increased. The disclosed embodiments further introduce an Artificial Intelligence (AI)/machine learning (machine learning) model into the atom probe analysis, so that fingerprints (finger prints) of each of the samples in the mass spectrum can be identified in-situ after the analysis is completed or during the execution period (runtime), and the quantification results of each of the samples can be corrected accordingly.
Fig. 1 is a block diagram of an atom probe analysis apparatus according to an embodiment of the disclosure. Referring to fig. 1, an atom
In some embodiments, the atom
The
The
The
The atom
In step S202, the
In step S204, the
For example, fig. 3 is a mass spectrum of phosphorus ions according to an embodiment of the disclosure. Referring to fig. 3, the horizontal axis of the mass-to-charge-state ratio (mass-to-charge-state ratio) of the mass spectrum 300 of the present embodiment is expressed in units of daltons (Da), and the vertical axis is expressed in units of counts and times. The curve in the mass spectrum 300 may be considered a fingerprint (fingerprint) of phosphorus, which includes a plurality of peaks, each peak being, for example, a single ion of a single valence corresponding to a single quantum of phosphorus, and possibly a different valence corresponding to multiple quantum of phosphorus. For example, the peak 310 with a mass-to-charge ratio of 31 Da is formed by overlapping signals of three phosphorus ions, P +, P2+ +, and P3+ + +.
In step S206, the
In some embodiments, the
For example, the following table shows a plot of the counts for each mass-to-charge ratio in the mass spectrum of the phosphorus ions. As can be seen from Table I, the mass-to-charge ratios of the P +, P2+ +, and P3+ + + are all 31 Da, i.e., the signals (count values) of the P +, P2+ +, and P3+ + + overlap. This also makes it impossible to accurately calculate the actual values of the various quantum bodies of phosphorus from the count value of the mass-to-charge ratio of 31 Da.
Watch 1
Specifically, the total count value of the mass-to-charge ratio 31 Da is equal to X3+ Y3+ Z3, so that the count values cannot be known as X3, Y3 and Z3, and the actual count value should be X3+ 2X Y3+ 3X Z3. If the count is considered as X3+ Y3+ Z3, the actual magnitudes of X3, Y3, and Z3 are underestimated.
In some embodiments, the ratio of the ions of different masses of phosphorus can be calculated by using the above-mentioned count value of mass-to-charge ratios not including a plurality of phosphorus ions. For example, the ratio of the phosphorus ions P + to the count value of 31 Da can be calculated from the ratio of the phosphorus ions P + +, P + + + to all the phosphorus ions (including P + +, P + + +, P2+, P2+ + +, P3+, and P3+ +, but not including the ratio of the overlapping signals P +, P2+ +, and P3+ +). By analogy, the proportions of the phosphorus ions P +, P2+ +, P3+ + + in the count value of the mass-to-charge ratio 31 Da RX3, RY3 and RZ3 can be obtained as follows:
RX3=(X1+X2)/(X1+X2+Y1+Y2+Z1+Z2);
RY3=(Y1+Y2)/(X1+X2+Y1+Y2+Z1+Z2);
RZ3=(Z1+Z2)/(X1+X2+Y1+Y2+Z1+Z2)。
wherein, the counting values X3, Y3 and Z3 of the phosphorus ions P +, P2+ +, P3+ + + at the mass-to-charge ratio of 31 Da can be obtained by multiplying the above ratio by the counting value of the mass-to-charge ratio of 31 Da and the corresponding atomic number, as follows:
X3=P*RX3*1;
Y3=P*RY3*2;
X3=P*RZ3*3。
by the deconvolution operation performed on the interference in the mass spectrum, the actual magnitude of the ions of each quantum can be distinguished from the count value of the mass (mass-to-charge ratio) of the signal overlap, thereby increasing the accuracy of the quantitative analysis result.
In some embodiments, the present disclosure may further feed the corrected quantitative result of each quantum ion back to the power supply of the
In some embodiments, the disclosed embodiments may also introduce Artificial Intelligence (AI)/machine learning models into the atom probe analysis, and may identify fingerprints of each of the test samples in the mass spectrum in situ after the analysis is completed or during execution, and accordingly correct the quantitative results of each of the test samples.
In detail, fig. 4 is a flowchart illustrating an atom probe analysis method according to an embodiment of the disclosure. Referring to fig. 1 and 4, the method of the present embodiment is applied to the atom
In step S402, a learning model is built by the
In step S404, the
In step S410, the
In step S412, the
The disclosed embodiments train the coefficient values of each layer in a learning model by using a large amount of test data (including initial conditions and analysis results) as inputs and outputs of the learning model, so that the learning model adaptively identifies fingerprints in a received main range file (mass spectrogram) and automatically outputs or generates the proportions and quantitative results of each component of a specific component even if process conditions or parameters of a tested sample change during analysis. Therefore, the accuracy of element quantitative analysis can be increased, and the manufacturing process can be improved.
Fig. 5 is a graph comparing the quantitative analysis results according to the embodiment of the disclosure. Referring to fig. 5, the horizontal axis of the
By the method, the present disclosure provides the following advantages: (1) calculating interference quality (mass-to-charge ratio) and feeding back to the overlapped quality and power supply to improve data quality; (2) using fingerprint identification element in-situ and correcting deviation; and (3) increasing the accuracy of element quantitative analysis, thereby improving the manufacturing process.
According to some embodiments, an atom probe analysis method is provided for use in an electronic device having a processor. The method comprises the following steps: irradiating an atom probe including a test sample with a pulsed laser; analyzing ions ejected from the surface of the atom probe by using a mass spectrometer to obtain a mass spectrum, wherein the ions comprise a plurality of quantums of an element and have a plurality of valences; and normalizing the count values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
According to some embodiments, an atom probe analysis device is provided that includes a connection device and a processor. The connecting device is used for connecting the pulse laser and the mass spectrometer. A processor is coupled to the connection device and configured to irradiate the atom probe including the test sample with a pulsed laser, analyze ions ejected from a surface of the atom probe with a mass spectrometer to obtain a mass spectrum, wherein the ions include multiple quanta of an element and have multiple valences, and then normalize count values of corresponding mass-to-charge ratios in the mass spectrum for ions of different valences of each quanta to obtain a proportion of ions of each quanta, and to correct a quantification result of the ions of each quanta.
According to some embodiments, there is provided a computer readable recording medium recording a program, the program being loaded by a processor to perform: irradiating an atom probe including a test sample with a pulsed laser; analyzing ions ejected from the surface of the atom probe by using a mass spectrometer to obtain a mass spectrum, wherein the ions comprise a plurality of quantums of an element and have a plurality of valences; and normalizing the count values of the mass-to-charge ratios corresponding to the ions with different valences in the mass spectrogram to obtain the proportion of the ions in each quantum, and correcting the quantitative result of the ions in each quantum.
The foregoing outlines features of several embodiments so that those skilled in the art may better understand the aspects of the present disclosure. Those skilled in the art should appreciate that they may readily use the present disclosure as a basis for designing or modifying other processes and structures for carrying out the same purposes and/or achieving the same advantages of the embodiments introduced herein. Those skilled in the art should also realize that such equivalent constructions do not depart from the spirit and scope of the present disclosure, and that they may make various changes, substitutions, and alterations herein without departing from the spirit and scope of the present disclosure.
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