SYSTEM AND METHOD FOR DECONVOLUTION OF REAL-TIME MASS FROM THE INFLUENCE OF TEMPERATURE AND PRESSURE ON CRYSTAL MICROBALANCE
20240241083 ยท 2024-07-18
Assignee
Inventors
- Chunhua Song (Jamesville, NY, US)
- Mohamed B. Rinzan (Manlius, NY, US)
- Steve James Lakeman (Newbury Park, CA, US)
- Lukas BAUMGARTEL (Portland, OR, US)
- Matan Lapidot (Kibbutz Kfar, IL)
- Brian O'Neill (Lewis Center, OH, US)
Cpc classification
G01G3/16
PHYSICS
G01N29/022
PHYSICS
International classification
Abstract
A system and method for determining the changes in resonance frequency in crystal microbalance (CM) sensors and the resulting changes in the determination of incremental mass on the CM sensors caused by temperature. Dual mode resonances and coefficients are used in a deconvolution process to determine and extract the frequency shift caused by temperature to provide the temperature compensated incremental mass (?M). In one embodiment, dual mode analysis is provided using a mass mode (e.g., the c-mode fundamental frequency (f.sup.c.sub.100)) and a temperature mode (e.g., the anharmonic frequency (f.sup.c.sub.102)) and associated coefficients. In other embodiments that are more sensitive to temperature changes, dual mode analysis is provided using the b-mode fundamental frequency (f.sup.b.sub.100) as the temperature-mode and associated coefficients.
Claims
1. A method of determining the incremental mass deposited on a crystal microbalance (CM) sensor comprising the steps of: determining (i) a first resonance frequency of a first mode frequency, and (ii) a first resonance frequency of a second mode frequency at a first time; determining (i) a second resonance frequency of the first mode frequency, and (ii) a second resonance frequency of the second mode frequency at a second time; determining (i) a first mode frequency change between the second resonance frequency of the first mode frequency and the first resonance frequency of the first mode frequency, and (ii) a second mode frequency change between the second resonance frequency of the second mode frequency and the first resonance frequency of the second mode frequency; determining the change in temperature of the CM sensor based on (i) the first mode frequency change, (ii) the second mode frequency change, and (iii) a plurality of coefficients based on the temperature sensitivity and mass sensitivity of the CM sensor; and determining the incremental mass deposited on the CM sensor based on (i) the change in temperature of the CM sensor, and (ii) the plurality of coefficients of the CM sensor.
2. The method of claim 1 further comprising the step of determining the thickness rate deposited on the QM sensor based on the incremental mass deposited on the CM sensor.
3. The method of claim 1, wherein the first mode frequency is the c-mode fundamental frequency (f.sup.c.sub.100)).
4. The method of claim 1, wherein the second mode frequency is the anharmonic frequency (f.sup.c.sub.102).
5. The method claim 1, wherein the second mode frequency is the b-mode fundamental frequency (f.sup.b.sub.100).
6. The method of claim 1, wherein the CM sensor is an SC-cut crystal.
7. The method of claim 1, wherein the CM sensor is an AT-cut crystal.
8. The method of claim 3, wherein the plurality of coefficients based on the temperature sensitivity and mass sensitivity of the CM sensor for the c-mode fundamental frequency (f.sup.c.sub.100) comprises a plurality of mode coefficients and a mass sensitivity coefficient.
9. The method of claim 4, wherein the plurality of coefficients based on the temperature sensitivity and mass sensitivity of the CM sensor for the anharmonic frequency (f.sup.c.sub.102) comprises a plurality of mode coefficients and a mass sensitivity coefficient.
10. The method of claim 1, further comprising the steps of: calculating an alternate set of coefficients based on the plurality of coefficients based on the temperature sensitivity and mass sensitivity of the CM sensor, and reducing the alternate set of coefficients, wherein the change in temperature of the CM sensor is determined based on (i) the first mode frequency change, (ii) the second mode frequency change, and (iii) the reduced alternate set of coefficients.
Description
BRIEF DESCRIPTION OF DRAWINGS
[0015] A more particular description of the invention briefly summarized above may be had by reference to the embodiments, some of which are illustrated in the accompanying drawings. It is to be noted, however, that the appended drawings illustrate only typical embodiments of this invention and are therefore not to be considered limiting of its scope, for the invention may admit to other equally effective embodiments. Furthermore, the drawings may contain text or captions that may explain certain embodiments of the present disclosure. This text is included for illustrative, non-limiting, explanatory purposes of certain embodiments detailed in the present disclosure. Thus, for further understanding of the nature and objects of the invention, references can be made to the following detailed description, read in connection with the drawings in which:
[0016]
[0017]
[0018]
[0019]
[0020]
[0021]
[0022]
DETAILED DESCRIPTION
[0023] It will readily be understood by one having ordinary skill in the relevant art that the present disclosure has broad utility and application. As should be understood, any embodiment may incorporate only one or a plurality of the above-disclosed aspects of the disclosure and may further incorporate only one or a plurality of the above-disclosed features. Furthermore, any embodiment discussed and identified as being preferred is considered to be part of a best mode contemplated for carrying out the embodiments of the present disclosure. Other embodiments also may be discussed for additional illustrative purposes in providing a full and enabling disclosure. Moreover, many embodiments, such as adaptations, variations, modifications, and equivalent arrangements, will be implicitly disclosed by the embodiments described herein and fall within the scope of the present disclosure.
[0024] Accordingly, while embodiments are described herein in detail in relation to one or more embodiments, it is to be understood that this disclosure is illustrative and exemplary of the present disclosure, and are made merely for the purposes of providing a full and enabling disclosure. The detailed disclosure herein of one or more embodiments is not intended, nor is to be construed, to limit the scope of patent protection afforded in any claim of a patent issuing here from, which scope is to be defined by the claims and the equivalents thereof. It is not intended that the scope of patent protection be defined by reading into any claim a limitation found herein that does not explicitly appear in the claim itself.
[0025] Thus, for example, any sequence(s) and/or temporal order of steps of various processes or methods that are described herein are illustrative and not restrictive. Accordingly, it should be understood that, although steps of various processes or methods may be shown and described as being in a sequence or temporal order, the steps of any such processes or methods are not limited to being carried out in any particular sequence or order, absent an indication otherwise. Indeed, the steps in such processes or methods generally may be carried out in various different sequences and orders while still falling within the scope of the present invention. Accordingly, it is intended that the scope of patent protection is to be defined by the issued claim(s) rather than the description set forth herein.
[0026] Additionally, it is important to note that each term used herein refers to that which an ordinary artisan would understand such term to mean based on the contextual use of such term herein. To the extent that the meaning of a term used herein-as understood by the ordinary artisan based on the contextual use of such term-differs in any way from any particular dictionary definition of such term, it is intended that the meaning of the term as understood by the ordinary artisan should prevail.
[0027] Furthermore, it is important to note that, as used herein, a and an each generally denotes at least one, but does not exclude a plurality unless the contextual use dictates otherwise. When used herein to join a list of items, or denotes at least one of the items, but does not exclude a plurality of items of the list. Finally, when used herein to join a list of items, and denotes all of the items of the list.
[0028] The following detailed description refers to the accompanying drawings. Wherever possible, the same reference numbers are used in the drawings and the following description to refer to the same or similar elements. While many embodiments of the disclosure may be described, modifications, adaptations, and other implementations are possible. For example, substitutions, additions, or modifications may be made to the elements illustrated in the drawings, and the methods described herein may be modified by substituting, reordering, or adding stages to the disclosed methods. Accordingly, the following detailed description does not limit the disclosure. Instead, the proper scope of the disclosure is defined by the appended claims. The present disclosure contains headers. It should be understood that these headers are used as references and are not to be construed as limiting upon the subjected matter disclosed under the header.
[0029]
[0030] In one embodiment, dual mode analysis is provided by the c-mode fundamental frequency (f.sup.c.sub.100) and the b-mode fundamental frequency (f.sub.b.sup.100). For example, in an application involving a SC-cut crystal with a very small mass loading on the CM sensor (e.g., ALD process) and a temperature where there is no mode conversion (e.g., below 100? C.), where even higher temperature sensitivity may be required than provided by the anharmonic frequency (f.sup.c.sub.102), the b-mode fundamental frequency (f.sup.b.sub.100) can be used. In addition to being highly temperature sensitive, the b-mode fundamental frequency (f.sup.b.sub.100) is also a nearly linear function of temperature like the anharmonic frequency (f.sup.c.sub.102).
[0031] In still another embodiment, the system can evaluate conditions and determine which dual mode technique should be used (i.e., c-mode fundamental frequency (f.sup.c.sub.100)) and anharmonic frequency (f.sup.c.sub.102), or c-mode fundamental frequency (f.sup.c.sub.100) and b-mode fundamental frequency (f.sup.b.sub.100) and switch between the techniques as required). More specifically, the advantage of higher temperature sensitivity of the b mode can be used either side of the temperature where the mode cross-over occur and the region of mode cross-over can be covered by monitoring the anharmonic mode (f.sup.c.sub.102). The system allows monitoring multiple modes simultaneously; therefore the foregoing could be achieved if the application temperature spans the mode conversion point of the CM sensor.
[0032] When implemented in a manufacturing process where the CM sensor is mass loaded, the dual mode analysis of the c-mode fundamental frequency (f.sup.c.sub.100), the anharmonic frequency (f.sup.c.sub.102), and/or the b-mode fundamental frequency (f.sup.b.sub.100) will provide information on frequency shift caused by mass loading, temperature change, pressure change, and any intrinsic stress change for each frequency. However, each resonance frequency will have different temperature sensitivities and responses, and different mass sensitivities and responses. By using their individual mass sensitivities and temperature sensitivities, the frequency shift caused by the mass change can be separated from the frequency shift caused by the temperatures changes to provide a more accurate determination of the mass loading.
[0033] In one embodiment where the dual mode analysis is provided by the c-mode fundamental frequency (f.sup.c.sub.100) and anharmonic frequency (f.sup.c.sub.102), the following exemplary equations can be used to determine the change in temperature (?T) and the temperature compensated mass loading (?m).
[0034] For a given resonance mode of the CM, the change in frequency due to both change in mass and temperature can be derived by the sum of integration of incremental mass change and the temperature change over a measurement integration time, as follows.
[0035] Using the mode coefficients and the mass sensitivity coefficients to be discussed below, the frequency shift of the less temperature-dominant mode, ?f.sub.M, at the c-mode fundamental frequency (f.sup.c.sub.100) and the frequency shift of the more temperature-dominant mode, ?f.sub.T, at the anharmonic frequency (f.sup.c.sub.102) (hereinafter referred to as the mass-mode and temperature-mode, respectively) can be written as:
[0036] Subscript M denotes the mass-mode and subscript T denotes the temperature-mode. Accordingly, f.sub.M may denote foo and f.sup.c.sub.100 may denote any one of f.sup.c.sub.102, f.sup.b.sub.100, (3f.sup.c.sub.100?f.sup.c.sub.300), or (f.sup.c.sub.100?f.sup.c.sub.300). The selection for the temperature-mode depends on the type of crystal-cut. For example, AT-cut does not have a b-mode. The mode coefficients and the mass sensitivity coefficients are denoted by.
[0037] The general solution for ?T is then given by:
[0038] As can be seen in the equation, the value for ?T can be determined once the values for the frequency shift of the mass-mode (?f.sub.M) and the frequency shift of the temperature mode (?f.sub.T) are determined along with knowing the mode coefficients and the mass sensitivity coefficient (?.sub.M's) of the mass-mode and the mode coefficients and the mass sensitivity coefficient (?.sub.T's) of the temperature-mode to be discussed below.
[0039] It was verified that the change in mode coefficients of both the mass-mode and the temperature-mode is negligible over moderate mass-loading on the CM. For example, a mass loading of 9 kA of Aluminum (0.1 milligram) did not show any change in the temperature mode coefficients of c-mode (f.sup.c.sub.100=f.sub.M) and its anharmonic (f.sup.c.sub.102=f.sub.T) for an SC-cut crystal.
[0040] Tracking the change in frequency of the mass-mode (f.sub.M) and the temperature-mode (f.sub.T) allows determination of ?T from the above equation. The monitoring system tracks the two modes alternatively to evaluate ?T and through it, the temperature compensated incremental mass (?m), providing a real-time temperature compensated process monitoring. The true mass change (?m) is given by:
[0041] For a high sensitivity case, the anharmonic frequency (f.sup.c.sub.102) of the temperature-mode can be replaced by the b-mode fundamental frequency (f.sup.b.sub.100).
[0042]
[0043]
[0044] The following exemplary mode coefficients and mass sensitivity coefficient (?.sub.M's) of the mass-mode were derived by fitting analysis from the data collected in
[0045]
[0046]
[0047] The following mode coefficients and mass sensitivity coefficient (?.sub.T's) of the temperature-mode were derived by fitting analysis.
[0048] It will be understood that although
[0049] In providing dual mode analysis using the c-mode fundamental frequency (f.sup.c.sub.100) for mass-mode, and anharmonic frequency (f.sup.c.sub.102), and/or the b-mode fundamental frequency (f.sup.b.sub.100) for temperature-mode, a single crystal is used to separate the frequency shift from mass loading and temperature change. This resolves the problems associated with earlier temperature compensation solutions that required separately located crystals or thermocouples.
[0050]
[0051] If the system determines that the identified CM is supported at step 606 (Yes), the processor(s) of the system initializes the dual modes (i.e., mass-mode and temperature mode) at step 610 by conducting a frequency sweep to determine the initial resonance frequencies of each mode (e.g., f.sub.M(t=0) and f.sub.T(t=0)). Once the dual-modes are initialized at step 610, the monitoring system will measure the mass-mode resonance (f.sub.M) and temperature-mode resonance (f.sub.T) at the next pre-determined time (e.g., f.sub.M(t=100 ms) and f.sub.T(t=100 ms)) at step 612. Determining the change in frequency of the mass-mode (?f.sub.M) and the temperature-mode (?f.sub.T) at step 612 along with knowledge of the mode coefficients and the mass sensitivity coefficient for the two modes (mass-mode, e.g., at the c-mode fundamental frequency (f.sup.c.sub.100), and the temperature-mode, e.g., at the anharmonic frequency (f.sup.c.sub.102)) allows determination of ?T from the above equations at step 614. The monitoring system tracks the two modes alternatively to evaluate ?T. Once ?T is known along with knowledge of the mode coefficients and the mass sensitivity coefficient for the two modes, allows determination of the temperature compensated mass (?M) also at step 614.
[0052] Once the temperature compensated incremental mass (?M) is known at step 614, it is translated using conventional techniques to the thickness rate of the particular film using film parameters at step 616. At step 618, the monitoring system determines whether to continue the dual-mode temperature compensation method 650 or not. If the method 650 does not continue, it stops at step 624. If the method continues, steps 612, 614, 616, and 618 are repeated at the next time increment (e.g., every 100 ms).
[0053]
[0054]
[0055] Solving for the temperature of the CM within a small sample period, for example 100 ms, is important as one of the uses of the invention is for semiconductor production applications, where the temperature of CM sensor can change rapidly due to carrier/precursor flow, plasma ON/OFF event, etc. A typical processor (e.g., a microcontroller or an FPGA) used in monitoring circuits for sensors may take a long time to solve roots of the cubic equation to derive the correct real root to derive the real-time temperature of the CM sensor. The method described herein facilitates solving for cubic root faster. The time overhead is removed from the updating loop to initialization stage to calculate a translated set of coefficients, which will then be stored in registers R0 through R9. Of these coefficients only coefficient R5 needs to be updated based on the real-time ?f.sub.M and ?f.sub.T. This allows faster solution and updates of the temperature compensated thickness.
[0056] In semiconductor applications, the mass loading on the CM needs to be monitored at 10 Hz and there is a need to monitor at even higher rates, for example at 100 Hz or better. Solving a third degree polynomial to derive the cubic equation will take longer time for a typical microcontroller in a monitoring system. The method of invention uses a refined version of Cardano's analytical solution for cubic equation. The following operations can be performed in the sequence shown to derive the change in temperature over a measurement period. Once the mode coefficients and the mass sensitivity coefficient for the two modes are fetched in step 712, the coefficients R0 through R9 are calculated based on the mode coefficients and the mass sensitivity coefficient for the two modes and reduced at step 714. At step 716, reduced coefficients R0 through R4 and R6 through R9 are loaded into the register for use in determining ?T and ?M at step 718. However, at step 730, reduced coefficient R5 will be updated based on the change in frequency of the mass-mode (?f.sub.M) and the temperature-mode (?f.sub.T) over the measurement period as shown in the equations below. Reduced coefficient R5 is also used in determining ?T and ?M at step 718 as shown in the equations below. This strategy will reduce the time to solve for the new change in the temperature, hence the temperature compensated mass of the thickness rate.
[0057] Once the temperature compensated incremental mass (?M) is known at step 718, it is translated using conventional techniques to the thickness rate of the particular film using film parameters at step 720. At step 722, the monitoring system determines whether to continue the dual-mode temperature compensation method or not. If the method does not continue, it stops at step 724. If the method continues, at step 711, the monitoring system will measure the mass-mode resonance (f.sub.M) and temperature-mode resonance (f.sub.T) at the next pre-determined time (e.g., f.sub.M(t=200 ms) and f.sub.T(t=200 ms)). This allows determination of the change in frequency of the mass-mode (?f.sub.M) and the temperature-mode (?f.sub.T) at step 726.
[0058] In the event the monitoring system determines at step 728 that temperature-mode is lost during the tracking, one of the following can be adopted until a chamber down time is available to replace the CM sensor. At step 710, the system can sweep to find other temperature modes that are available for the CM sensor (for example in the event f.sup.c.sub.102 temperature-mode is lost, the system can sweep to find the f.sup.b.sub.100 temperature-mode of the CM sensor). If none of the temperature mode is found, at step 709, the monitoring system can default to single mode measurement and learning from the data when both modes were available can be used to predict the temperature compensated mass. In semiconductor applications where the same recipe is called for every wafer this method may work until the chamber is down to replace out the CM sensor.
[0059] In one embodiment, the dual mode resonances are mode-locked and excited alternatively rather than simultaneously. This prevents mode hopping, which therefore prevents erroneous calculation of the compensated mass. This will make the mass and temperature translation more reliable.
[0060] Careful selection of the two modes where the temperature mode is more temperature sensitive than the mass-mode results in a single real solution for temperature at any given time.
[0061] In addition to compensating for temperature variations and impacts on frequency response of CM sensor, in one embodiment, the system also compensates for pressure changes and impacts. For example, in applications involving a very small mass loading on the CM sensor, the frequency change caused by the pressure on the SC-cut crystal can be accounted for using a pressure gauge along with pressure compensation techniques. In this case, a more pressure sensitive mode will be added to implement a three mode compensation.
[0062] While the present invention has been particularly shown and described with reference to certain exemplary embodiments, it will be understood by one skilled in the art that various changes in detail may be effected therein without departing from the spirit and scope of the invention that can be supported by the written description and drawings. Further, where exemplary embodiments are described with reference to a certain number of elements, it will be understood that the exemplary embodiments can be practiced utilizing either less than or more than the certain number of elements.