Abstract:
The present invention relates generally to semiconductor processing, and more particularly to methods and systems for reducing costs of wafer production by analyzing key aspects of wafer status to determine whether to initiate corrective measures to salvage a wafer at an early stage and before substantial costs are incurred in fabricating a defective wafer. One aspect of the present invention provides for growing an oxide layer on a wafer upon a determination that an oxide layer on the wafer surface is absent or is present but inadequate. Another aspect of the present invention provides for a determination of whether to apply preemptory corrective treatment(s) to a wafer surface based on the presence and/or magnitude of nitrogen signatures in an extant oxide surface layer, which can indicate that an undesirable defect known as “footing” will occur during a post-exposure delay period. Thus, the invention advantageously reduces production costs by facilitating a most correct decision to mitigate the source(s) of potential defects at an early stage and, thus, before substantial costs are incurred in production of the wafer.

Description:
TECHNICAL FIELD 
   The present invention relates generally to semiconductor manufacture, and more particularly to systems and methodologies that facilitate mitigation of resist footing and cost savings in wafer manufacture. 
   BACKGROUND OF THE INVENTION 
   As semiconductor trends continue toward decreased size and increased packaging density, every aspect of semiconductor fabrication processes is scrutinized in an attempt to maximize efficiency in semiconductor fabrication and throughput. Many factors contribute to fabrication of a semiconductor. For example, at least one photolithographic process can be used during fabrication of a semiconductor. This particular factor in the fabrication process is highly scrutinized by the semiconductor industry in order to improve packaging density and precision in semiconductor structure. 
   Lithography is a process in semiconductor fabrication that generally relates to transfer of patterns between media. More specifically, lithography refers to transfer of patterns onto a thin film that has been deposited onto a substrate. The transferred patterns then act as a blueprint for desired circuit components. Typically, various patterns are transferred to a photoresist (e.g., radiation-sensitive film), which overlies the thin film on the substrate during an imaging process described as “exposure” of the photoresist layer. During exposure, the photoresist is subjected to an illumination source (e.g. UV-light, electron beam, X-ray), which passes through a pattern template, or reticle, to print the desired pattern in the photoresist. Upon exposure to the illumination source, radiation-sensitive qualities of the photoresist permit a chemical transformation in exposed areas of the photoresist, which in turn alters the solubility of the photoresist in exposed areas relative to that of unexposed areas. When a particular solvent developer is applied, exposed areas of the photoresist are dissolved and removed, resulting in a three-dimensional pattern in the photoresist layer. This pattern is at least a portion of the semiconductor device that contributes to final function and structure of the device, or wafer. 
   Techniques, equipment and monitoring systems have concentrated on preventing and/or decreasing defect occurrence within lithography processes. For example, aspects of resist processes that are typically monitored can comprise: whether the correct mask has been used; whether resist film qualities are acceptable (e.g., whether resist is free from contamination, scratches, bubbles, striations, . . . ); whether image quality is adequate (e.g., good edge definition, line-width uniformity, and/or indications of bridging); whether critical dimensions are within specified tolerances; whether defect types and densities are recorded; and/or whether registration is within specified limits; etc. Such defect inspection task(s) have progressed into automated system(s) based on both automatic image processing and electrical signal processing. 
   Current methods of wafer fabrication can produce “footing,” or “T-topping,” as an undesirable side effect. Footing typically occurs during post-exposure delay (PED), which is the time between exposure and post-exposure bake (PEB). For example, ambient vapors having base compounds (e.g., amines, ammonia, etc.) can react with the photo-acids created during exposure. Once such ambient bases are absorbed into the surface of a resist, the acids are neutralized, resulting in a reduced solubility in the surface of the resist as compared to the rest of the resist. The less-soluble “skin” on the surface develops at a slower rate than the resist material between the surface and the substrate, resulting in the “T-top”, or “foot” formation. 
   As lithographic techniques are pushed to their limits, smaller and smaller critical dimensions (CDs) are desired to maximize chip performance. Thus, chip manufacture is governed largely by wafer CD, which is defined as the smallest allowable width of, or space between, lines of circuitry in a semiconductor device. As methods of wafer manufacture are improved, wafer CD is decreased, which in turn requires finer and finer line edges to be produced. Specifically, footing represents a significant problem in the sub-0.25 μm range. As critical dimensions proceed below the sub-0.25 μm threshold, footing becomes increasingly detrimental to the performance of a finished chip. There is an unmet need in the art for systems and methods that facilitate early detection of conditions that can lead to footing, and compensatory measures that can mitigate the potential for footing, thereby reducing production costs and increasing quality and throughput. 
   SUMMARY OF THE INVENTION 
   The following presents a simplified summary of the invention in order to provide a basic understanding of some aspects of the invention. This summary is not an extensive overview of the invention. It is not intended to identify key/critical elements of the invention or to delineate the scope of the invention. Its sole purpose is to present some concepts of the invention in a simplified form as a prelude to the more detailed description that is presented later. 
   The present invention provides for systems and methods that facilitate making a correct decision regarding continuing or augmenting processing of a wafer based on various monitored aspects of the wafer. Such aspects of the invention reduce costs associated with production of wafers via enhancing a decision model that can facilitate determining a point at which normal production of a wafer should not continue based on a defective aspect of the wafer, such that a determination can be made to augment production of the wafer and, thus, reduce overall production costs. 
   According to one aspect of the invention, various conditions of a wafer can be monitored during processing in a lithography track system. For example, an ellipsometry component can determine whether an oxide layer is present on the wafer. If the ellipsometry component determines that a sufficient oxide layer is present, then a decision can be made to continue processing the wafer. If an oxide layer is not sufficiently thick and/or absent at all or a portion of the wafer surface, then a decision can be made to augment production of the wafer by initiating corrective measures to repair the oxide layer. 
   According to another aspect of the invention, wafer conditions associated with a presence of nitrogen signatures can be monitored in situ. For example, the presence of surface nitrogen can indicate that the surface of the resist on the wafer will exhibit a lower solubility than the rest of the resist, which in turn can indicate an increased probability that footing will occur during post-exposure delay (PED). Such indications can assist in making a correct decision to augment production processes of the wafer by compensating for the nitrogen presence before further costs are incurred. 
   According to another aspect of the invention, if a nitrogen signature is detected on the resist surface, then a decision can be made to mitigate the nitrogen problem via, for example, an oxide plasma treatment. Such decision can be based on, for example, the amount of nitrogen present, the probability of successfully mitigating the effects of the detected nitrogen, the cost of repairing the resist surface, etc. 
   According to yet another aspect of the present invention, the determination of whether or not to take compensatory action during wafer production can be completely automated, such that a predefined set of parameters can delineate whether the automated system will approve or reject a wafer for further processing. This aspect of the invention can provide for various checks and/or human oversight in order to permit, for example, an override scenario, system parameter adjustment, etc., while production is in progress. 
   To the accomplishment of the foregoing and related ends, certain illustrative aspects of the invention are described herein in connection with the following description and the annexed drawings. These aspects are indicative, however, of but a few of the various ways in which the principles of the invention can be employed and the present invention is intended to include all such aspects and their equivalents. Other advantages and novel features of the invention will become apparent from the following detailed description of the invention when considered in conjunction with the drawings. 

   
     BRIEF DESCRIPTION OF THE DRAWINGS 
       FIG. 1  is an illustration of a system that monitors wafer parameters to determine whether to augment wafer production in accordance with an aspect of the present invention. 
       FIG. 2  is an illustration of a system that monitors wafer parameters to determine whether to augment wafer production in accordance with an aspect of the present invention. 
       FIG. 3  is an illustration of a system that monitors wafer parameters to determine whether to augment wafer production in accordance with an aspect of the present invention. 
       FIG. 4  is a cross-sectional and top-down illustration of a typical wafer exhibiting a desired target critical dimension. 
       FIG. 5  is an illustration of a wafer prior to etching exhibiting nitride contamination on a resist surface. 
       FIG. 6  is a cross-sectional and top-down illustration of a wafer exhibiting footing as a result of a solubility change in the surface of a resist. 
       FIG. 7  is an illustration of a perspective view of a grid-mapped wafer according to one or more aspects of the present invention. 
       FIG. 8  is an illustration of plots of measurements taken at grid-mapped locations on a wafer in accordance with one or more aspects of the present invention. 
       FIG. 9  is an illustration of a table containing entries corresponding to measurements taken at respective grid-mapped locations on a wafer in accordance with one or more aspects of the present invention. 
       FIG. 10  is an illustration of a methodology that facilitates a correct determination regarding augmentation of production of a wafer. 
       FIG. 11  is an illustration of a methodology that facilitates a correct determination regarding taking compensatory measures during production of a wafer. 
       FIG. 12  is an illustration of a methodology that facilitates a correct determination regarding compensating for deficiencies in a wafer during production of a wafer. 
       FIGS. 13 and 14  illustrate exemplary computing systems and/or environments in connection with facilitating employment of the subject invention. 
   

   DETAILED DESCRIPTION OF THE INVENTION 
   The present invention will now be described with reference to the drawings, wherein like reference numerals are used to refer to like elements throughout. The present invention will be described with reference to systems and methods for monitoring wafers during production and reducing production costs by facilitating a correct decision regarding whether to proceed with normal production of a given wafer or to initiate corrective action(s) based on monitored conditions. It should be understood that the description of these exemplary aspects are merely illustrative and that they should not be taken in a limiting sense. 
   The term “component” refers to a computer-related entity, either hardware, a combination of hardware and software, software, or software in execution. For example, a component can be a process running on a processor, a processor, an object, an executable, a thread of execution, a program and a computer. By way of illustration, both an application running on a server and the server can be components. A component can reside in one physical location (e.g., in one computer) and/or can be distributed between two or more cooperating locations (e.g., parallel processing computer, computer network). 
   It is to be appreciated that various aspects of the present invention can employ technologies associated with facilitating unconstrained optimization and/or minimization of error costs. Thus, non-linear training systems/methodologies (e.g., back propagation, Bayesian, fuzzy sets, non-linear regression, or other neural networking paradigms including mixture of experts, cerebella model arithmetic computer (CMACS), radial basis functions, directed search networks, and function link networks) can be employed. 
     FIG. 1  is an illustration of a system  100  according to an aspect of the present invention, in which a monitoring component  102  is operably coupled to a processor  104 . The monitoring component  102  can be, for example, an ellipsometry component. The present invention contemplates any suitable ellipsometry component and/or system, and such systems are intended to fall within the scope of the hereto-appended claims. Ellipsometry permits the thickness and/or optical constant(s) of organic thin films to be determined. Optical constants associated with organic thin films can include, for example, refractive index, extinction coefficient, etc. Ellipsometry can also monitor other characteristics of an organic thin layer, such as chemical composition, optical anisotropy, surface roughness, etc. Typically, ellipsometry measures intensity and phase of light projected onto a wafer. For example, an input beam can be directed to the surface of a wafer, where, upon hitting the wafer, part of the input beam is reflected and part is refracted through the surface layer of the wafer. Intensity ratios can then be calculated to indicate various characteristics of the monitored layer. Additionally, changes in polarization of the reflected light can be compared to the polarization of the input beam to determine a ratio related to phase information. Such phase information can be highly accurate and more sensitive than other systems, especially in the sub-10 nm range. 
   It is further to be appreciated that information gathered by the monitoring component  102  can be utilized for generating feedback and/or feed-forward data that can facilitate a determination of whether to perform corrective procedure(s) on a wafer. The system  100  can additionally employ such data to control components and/or operating parameters associated therewith. For instance, feedback/feed-forward information can be generated from sequence analysis to maintain, increase and/or decrease a rate at which fabrication processes (e.g., surface oxide treatment, . . . ) progresses. For example, one or more threshold parameters can be altered to affect a production rate based on sequence analysis data. 
   It is to be understood that a that the processor  104  can be a processor dedicated to determining whether and to what extent oxides and/or nitrides are present on a wafer, a processor used to control one or more of the components of the production augmentation system, or, alternatively, a processor that is both used to determine whether and to what extent oxides and/or nitrides are present on a wafer and to control one or more of the components of the production augmentation system. 
   The monitoring component  102  can scan a wafer in order to gather information regarding an oxide layer on the wafer. Such information can be utilized by the processor  104  to determine, for example, whether an oxide layer is present, and if so, whether the oxide layer is sufficiently uniform and/or thick. Typically, a thickness of at least 30 angstroms is desirable. Additionally, the monitoring component  102  can employ Fourier Transform Infrared Spectroscopy (FTIR) to scan an extant oxide layer to gather information germane to a determination of the presence of nitride signatures in the surface of the oxide layer. FTIR measures molecular bond vibration frequency in a sample. There are several frequencies at which a given molecular bond can vibrate: the lowest frequency is the ground state (G), and the higher frequencies are known as excited states (E). By exposing a molecular bond to infrared light, FTIR causes the bond to absorb light energy and become excited. The difference of the two energy states involved is always equal to the energy of the light absorbed. That is, 
             E   -   G     =     hc   λ           
where h is Planck&#39;s constant, the energy stored in a single photon (6.626×10 −34  Joule-seconds), c is the speed of light (299,792, 458 meters/second), and λ is the wavelength of the light absorbed. In this manner, FTIR can indicate which molecular bonds are present in the surface oxide layer and the identity of elements bonded thereby. The present invention can employ any spectroscopy system suitable to provide the desired functionality.
 
   The processor  104  can then determine whether nitrogen signatures are present, the magnitude of such signatures, etc., which facilitates a correct decision as to whether or not corrective measures should be initiated to reduce overall production costs via early-stage avoidance of conditions indicative of a high footing potential. In this manner, the present invention can advantageously reduce production costs by gathering and analyzing information pertaining to wafer status in order to permit an educated decision to be made based on weighted factors for and/or against initiating corrective procedures on a given wafer. By avoiding a scenario wherein a wafer must be completely reworked, the present invention provides for increased cost savings. 
     FIG. 2  is an illustration of a system in accordance with an aspect of the present invention wherein a processor  204  is operably coupled to a monitoring component  202 , and further is operably coupled to a memory component  206 . The memory component  206  can be employed to retain information associated with, for example, the presence of an oxide layer, the thickness thereof, the presence of nitrides, tolerances associated with oxide and/or nitride presence, etc. Furthermore, the memory  206  can be either volatile memory or nonvolatile memory, or can include both volatile and nonvolatile memory. By way of illustration, and not limitation, nonvolatile memory can include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM), or flash memory. Volatile memory can include random access memory (RAM), which acts as external cache memory. By way of illustration and not limitation, RAM is available in many forms such as synchronous RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDR SDRAM), enhanced SDRAM (ESDRAM), Synchlink DRAM (SLDRAM), and direct Rambus RAM (DRRAM). The memory  206  of the present systems and methods is intended to comprise, without being limited to, these and any other suitable types of memory. 
     FIG. 3  is an illustration of a system  300  in accordance with an aspect of the present invention. The system  300  can employ various inference schemes and/or techniques in connection with facilitating a determination of whether to augment production of a wafer by initiating corrective measures in order to reduce overall production costs. As used herein, the term “inference” refers generally to the process of reasoning about or inferring states of the system, environment, and/or user from a set of observations as captured via events and/or data. Inference can be employed to identify a specific context or action, or can generate a probability distribution over states, for example. The inference can be probabilistic—that is, the computation of a probability distribution over states of interest based on a consideration of data and events. Inference can also refer to techniques employed for composing higher-level events from a set of events and/or data. Such inference results in the construction of new events or actions from a set of observed events and/or stored event data, whether or not the events are correlated in close temporal proximity, and whether the events and data come from one or several event and data sources. Various classification schemes and/or systems (e.g., support vector machines, neural networks, expert systems, Bayesian belief networks, fuzzy logic, data fusion engines . . . ) can be employed in connection with performing automatic and/or inferred action in connection with the subject invention. 
   Still referring to  FIG. 3 , a monitoring component  302  is operably coupled to a processor  304 , which in turn is operably coupled to a memory component  306 . The processor  304  is further associated with an AI component  308  that can make inferences regarding whether a wafer requires corrective action to mitigate footing potential. For example, the AI component  308  can facilitate a determination of whether a surface oxide plasma treatment is required to mitigate the deleterious effects of any extant nitride presence in the resist surface, to what extent the surface treatment is required, whether the magnitude of the nitrogen presence is sufficient to warrant augmentation of the production process with respect to the wafer, etc. Such inferences can be based on, for instance, previous wafer measurements, success rates associated with surface treatment, predetermined threshold values delineating an acceptable amount of nitrogen presence in the resist surface, etc. Furthermore, the AI component  308  is operable to infer acceptable adjustments to such threshold values upon analysis of success and/or failure rates of various process parameters. 
     FIG. 4  illustrates a cross-sectional view of a wafer  400  with extant gate lines exhibiting a desired, or target, critical dimension (CD), d 1 , between gate lines. The wafer  400  comprises a silicon or polysilicon substrate  402 , at least one layer of dielectric material  404  overlying the substrate  402 , and a photoresist layer  406  overlying the at least one dielectric layer  404 . The at least one dielectric layer can be, for example, a silicon carbonitride layer (SiCN), a silicon oxycarbide layer (SiOC:H), a silicon dioxide layer (SiO 2 ), and a silicon oxynitride layer (SiON). However, it is to be understood that the structure can comprise at least one dielectric layer and one or more dielectric layers, which may or may not be arranged in the order described above. The photoresist layer  406  can be, for example, a short wavelength photoresist layer that has been patterned with an image corresponding to a gate formation utilizing 193 nm or less radiation. An image can be patterned on the photoresist layer  406  utilizing short wavelength radiation, thereby exposing portions of the dielectric layer  404 . Short wavelength radiation specifically comprises about 193 nm light and about 157 nm light or less. The image can, for example, correspond to one or more trenches and/or gates. The photoresist layer  406  has ideal gate lines  408  wherein no footing is present. 
     FIG. 4  also illustrates a top-down view of a wafer  400 . Resist lines  408  are shown as having been formed utilizing a standard process wherein modern lithographic limits are approached. For example, the gate lines  408  can be formed via utilizing an ArF (153 nm) resist. The gates delineated by each pair of gate lines  408  have an associated CD described by the distance d 1 , where d 1  is the target or desired width of the gates. The gate lines  408  further illustrate an ideal condition wherein no footing is observed. Such ideal condition is associated with an absence of nitrogen in the surface of the resist  406 . 
     FIG. 5  is an illustration of a wafer  500  similar to that of  FIG. 4 , wherein gate lines have not yet been formed. The wafer  500  comprises a silicon or polysilicon substrate  502 , at least one layer of dielectric material  504  overlying the substrate  502 , and a photoresist layer  506  overlying the at least one dielectric layer  504 . The area  508  of the resist layer  506  represents the surface of the resist after exposure to some form of nitrogen, whether ambient vapors containing ammonia, nitride remnants of a processing solvent, etc. While the resist  506  is shown in  FIG. 5  as leftward-hashed, the surface  508  of the resist is unhashed in order to illustrate that it is an integral but characteristically different portion of the resist  506 . The surface  508  of the resist  506  typically comprises an oxide layer in which photo-acids are formed during exposure of the resist to UV radiation. The photo-acids formed in the resist effectively reduce the pH of the resist, and in doing so, increase the solubility of the resist. Upon exposure of the surface  508  of the resist  506  to nitrides, which are basic in nature, a chemical reaction occurs in which the acidic compounds in the resist surface react with the basic nitrides. Such reaction results in neutralization of the photo-acids, which causes a pH increase in the affected surface area  508  of the resist  506 . The increase in surface pH creates a solubility gradient between the surface  508  and the underlying resist  506 , wherein the surface  508  of the resist  506  is less soluble than the rest of the resist  506 . 
     FIG. 6  is an illustration of a wafer  600  similar to those illustrated in  FIGS. 4 and 5 , wherein gate lines exhibit footing as a result of nitride contamination. The wafer  600  comprises a silicon or polysilicon substrate  602 , at least one layer of dielectric material  604  overlying the substrate  602 , and a photoresist layer  606  overlying the at least one dielectric layer  604 . The area  608  of the resist layer  606  represents the surface of the resist after nitrogen contamination. The wafer  600  has existing gate lines formed therein and exhibiting footing  610  as a result of the nitride contamination of the surface  608  of the resist  606 . During processing, a target CD, d 1 , can be achieved in the contaminated surface of the resist  608 , but the solubility gradient between the surface  608  and the rest of the resist  606  can result in footing  610 . As a result of the footing, the gates have a bottom critical dimension, d 2 , which substantially deviates from the target critical dimension d 1 . 
     FIG. 6  further illustrates a top-down view of the wafer  600 , wherein the undesirable critical dimension d 2  is again exhibited. In the top-down view, the at least one dielectric layer is exposed after gate lines have been created in a resist, the contaminated surface of which is labeled  608 . The top-down view shows the occurrence of footing  610  at the edges of the gate lines, which effectively reduces the CD associated with gate width, resulting in the undesirable critical dimension d 2 . 
     FIG. 7  illustrates a perspective view of the steppable stage  704  supporting a wafer  702 . The wafer  702  can be divided into a grid pattern as shown in  FIG. 8 . Each grid block (XY) of the grid pattern corresponds to a particular portion of the wafer  702  (e.g., a die or a portion of a die). The grid blocks are individually monitored for fabrication progress by concurrently measuring critical dimensions and overlay with either scatterometry or scanning electron microscope (SEM) techniques. 
   This can also be applicable in order to assess wafer-to-wafer and lot-to-lot variations. For example, a portion P (not shown) of a first wafer (not shown) can be compared to the corresponding portion P (not shown) of a second wafer. Thus, deviations between wafers and lots can be determined in order to calculate adjustments to the fabrication components that are necessary to accommodate for the wafer-to-wafer and/or lot-to-lot variations. 
   In  FIG. 8 , one or more respective portions of the wafer  702  (X 1 Y 1  . . . X 12 , Y 12 ) are concurrently monitored for critical dimensions and overlay utilizing either scatterometry or scanning electron microscope techniques. Exemplary measurements produced during fabrication for each grid block are illustrated as respective plots. The plots can, for example, be composite valuations of signatures of critical dimensions and overlay. Alternatively, critical dimensions and overlay values can be compared separately to their respective tolerance limits. 
   As can be seen, the measurement at coordinate X 7 Y 6  yields a plot that is substantially higher than the measurement of the other portions XY. This can be indicative of overlay, overlay error, and/or one or more critical dimension(s) outside of acceptable tolerances. As such, fabrication components and/or operating parameters associated therewith can be adjusted accordingly to mitigate repetition of this aberrational measurement. It is to be appreciated that the wafer  702  and or one or more die located thereon can be mapped into any suitable number and/or arrangement of grid blocks to effect desired monitoring and control. 
     FIG. 9  is a representative table of concurrently measured critical dimensions and overlay taken at various portions of the wafer  702  mapped to respective grid blocks. The measurements in the table can, for example, be amalgams of respective critical dimension and overlay signatures. As can be seen, all the grid blocks, except grid block X 7 Y 6 , have measurement values corresponding to an acceptable value (V A ) (e.g., no overlay error is indicated and/or overlay measurements and critical dimensions are within acceptable tolerances), while grid block X 7 Y 6  has an undesired value (V U ) (e.g., overlay and critical dimensions are not within acceptable tolerances, thus at least an overlay or CD error exists). Thus, it has been determined that an undesirable fabrication condition exists at the portion of the wafer  702  mapped by grid block X 7 Y 6 . Accordingly, fabrication process components and parameters can be adjusted as described herein to adapt the fabrication process accordingly to mitigate the re-occurrence or exaggeration of this unacceptable condition. 
   Alternatively, a sufficient number of grid blocks can have desirable thickness measurements so that the single offensive grid block does not warrant scrapping the entire wafer. It is to be appreciated that fabrication process parameters can be adapted so as to maintain, increase, decrease and/or qualitatively change the fabrication of the respective portions of the wafer  702  as desired. For example, when the fabrication process has reached a pre-determined threshold level (e.g., X % of grid blocks have acceptable CDs and no overlay error exists), a fabrication step can be terminated. 
   Turning briefly to  FIGS. 10 ,  11 , and  12 , methodologies that can be implemented in accordance with the present invention are illustrated. While, for purposes of simplicity of explanation, the methodologies are shown and described as a series of blocks, it is to be understood and appreciated that the present invention is not limited by the order of the blocks, as some blocks can, in accordance with the present invention, occur in different orders and/or concurrently with other blocks from that shown and described herein. Moreover, not all illustrated blocks may be required to implement the methodologies in accordance with the present invention. 
     FIG. 10  is an illustration of a methodology  1000  in accordance with an aspect of the present invention wherein a feedback and/or feedforward loops are employed to facilitate correcting wafer deficiencies upon detection. The methodology  1000  can take into account, for example, the presence and/or adequacy of an oxide layer on the wafer, the presence and/or magnitude of nitride signatures on the surface of the wafer, etc. At  1002 , the wafer is scanned to determine whether an oxide layer is present on the wafer. 
   Scanning can be performed via employing, for example, an ellipsometry component. The present invention contemplates any suitable ellipsometry component and/or system, and such systems are intended to fall within the scope of the hereto-appended claims. 
   At  1004 , a determination is made as to the presence of an oxide layer based, at least in part, on information gleaned during scanning of the wafer at  1002 . Additionally, the adequacy of the oxide layer, if present, can be determined. For example, because typical oxide layers are very thin, it is possible that an oxide layer can be deposited in a non-uniform manner. A lack of uniformity in the oxide layer can result in an inadequate oxide layer thickness and/or an absence of oxide in one or more regions of a wafer. It is desirable to have an oxide layer thickness of at least approximately 30 angstroms, and preferably a thickness of between 30 and 50 angstroms. If it is determined that no oxide layer is present at  1004 , then an oxide layer can be grown at  1006 . Similarly, if it is determined at  1004  that an oxide layer is present, then the thickness of the oxide layer is assessed at  1008 . If it is determined that the oxide layer is inadequate (e.g., less than 30 angstroms thick), or detrimentally non-uniform, then the methodology can proceed to  1006 . Once an oxide layer has been grown on the wafer, the methodology  1000  can revert to  1002 . If an oxide layer is present and sufficiently thick at  1008 , then the wafer is scanned for nitride signatures at  1010 . If, at  1012 , it is determined that nitride signature(s) exist, then the wafer can be subjected to an oxide plasma treatment at  1014 , in order to reduce the potentially deleterious effects of the nitride signature(s). Upon completion of the plasma treatment, the method returns to  1002 . If no nitride signature is detected at  1012 , then a deposition of a photoresist can occur at  1016 . Finally, lithography process(es) continue at  1018 . 
     FIG. 11  is an illustration of a methodology  1100  in accordance with an aspect of the present invention similar to the methodology  1000  described immediately supra. At  1102 , a wafer is scanned to determine the presence and/or adequacy of an oxide layer. The scan can be performed via employing a phase and intensity technique, such as ellipsometry, for example. At  11104 , a determination is made with regard to whether an oxide layer is present and/or adequate based on information gathered during the scan of the wafer. According to the present methodology, if no oxide layer is present, or if an oxide layer is present but insufficiently thick in one or more areas of the wafer, then an oxide can be grown on the wafer at  1106 , after which the method can return to  1102 . If an adequate oxide layer is determined to be present at  1104 , then the wafer is scanned at  1108  for nitride signatures. For example, an optical technique such as FTIR can be employed to detect the presence of nitrogen signatures. At  1110 , a determination is made as to the existence of nitride signatures based on information gathered during the scan at  1108 . If no nitride signatures are detected at  1110 , then the fabrication of the wafer can continue at  1118 . If nitride signatures are present at  1110 , then the method proceeds to  1112 , where AI can be employed to determine the severity of the nitride presence. For example, a nitrogen signature having a magnitude below a predetermined tolerance can potentially be disregarded, such that no appreciable amount of footing would be caused thereby. In such a case, fabrication can continue without corrective action. If the magnitude of the nitrogen presence is greater than an acceptable tolerance, then a determination can be made that footing is imminent at  1114 . Upon this determination, a surface oxide treatment can be applied to the wafer at  1116  to compensate for the potentially deleterious effects of the nitrogen signature by depositing an oxide layer that has a thickness of at least 30 angstroms. The method can then return to  1102 . If it is determined at  1114  that the potential for a footing occurrence is small or absent, then the system can proceed to  1118 , where the fabrication process continues as normal. 
     FIG. 12  is an illustration of a methodology  1200  in accordance with an aspect of the present invention. At  1202 , a wafer is scanned to gather information pertaining to the presence of an oxide layer on the wafer. The scan can be performed via employing, for example, an optical technique such as ellipsometry. At  1204 , a determination is made as to the presence and/or adequacy of an oxide layer based, at least in part, on information gathered during scanning of the wafer at  1202 . If an oxide layer is not present on the wafer, or is present but not sufficiently uniform, then an oxide layer can be grown at  1206 . An inadequate oxide layer is an oxide layer having a thickness less than approximately 30 angstroms in one or more regions of the wafer. If a sufficiently thick and uniform oxide layer is present on the wafer, then the wafer can be scanned for nitride signatures at  1208 . The scan for nitride presence can be performed via, for example, FTIR spectroscopy. 
   At  1210 , a determination is made regarding the presence of nitride signatures based, at least in part, on information gathered during the scan at  1208 . If nitride signatures are present, then at  1212 , AI is employed to determine the severity of nitride contamination of the oxide layer surface. Inferences can be made regarding the potentiality of footing occurrences based on, for example, data associated with previous footing occurrences, nitride concentration ratios, information stored in a database pertaining to previous and/or predicted nitride signature tolerances, etc. At  1214 , a determination is made as to whether footing is imminent on the surface of the oxide layer. If footing is not imminent, then the method proceeds to  1222 , where the fabrication process can continue without further corrective action. 
   Additionally, if footing is imminent, AI can be employed to predict whether the nitride signatures can be mitigated and/or whether an attempt to mitigate a potential footing episode is cost-effective at  1216 . If, for example, the nitride presence is so severe that it cannot be corrected, then the wafer can be rejected at  1220 , and further production costs associated therewith can be saved. However, if the magnitude of the nitride presence suggests that footing can be mitigated, then corrective action can be taken (e.g., surface oxide plasma treatment, etc.) at  1218 . The method can then return to  1202 . Such determinations can be made, for example, via an algorithm that dictates a maximum acceptable cost for repairing a wafer to an acceptable condition, such that if the predicted cost of repairing the wafer exceeds the maximum acceptable cost, the wafer will be rejected. Furthermore, the maximum acceptable cost can be predetermined or can be based on mitigating factors, such as, for instance, costs already invested in the production of the given wafer, time constraints, etc. If, at  1214 , it is determined that footing is not imminent (e.g., the nitride signature is negligible), then fabrication processes can resume at  1222 . 
   It is to be appreciated that discussion herein pertaining to the employment of AI in connection with facilitating a most correct decision to proceed with, or abort, production of a wafer is intended to encompass any and/or all determinations made in connection therewith. By way of example, and not limitation, AI can be employed in methodologies  1000 ,  1100 , and/or  1200 , to facilitate a determination of whether an extant oxide layer is sufficiently uniform, sufficiently thick, etc., and if not, whether the wafer should be subjected to corrective measures or rejected, etc. 
   In order to provide a context for the various aspects of the invention,  FIGS. 13 and 14  as well as the following discussion are intended to provide a brief, general description of a suitable computing environment in which the various aspects of the present invention can be implemented. While the invention has been described above in the general context of computer-executable instructions of a computer program that runs on a computer and/or computers, those skilled in the art will recognize that the invention also can be implemented in combination with other program modules. Generally, program modules include routines, programs, components, data structures, etc. that perform particular tasks and/or implement particular abstract data types. Moreover, those skilled in the art will appreciate that the inventive methods can be practiced with other computer system configurations, including single-processor or multiprocessor computer systems, mini-computing devices, mainframe computers, as well as personal computers, hand-held computing devices, microprocessor-based or programmable consumer electronics, and the like. The illustrated aspects of the invention can also be practiced in distributed computing environments where tasks are performed by remote processing devices that are linked through a communications network. However, some, if not all, aspects of the invention can be practiced on stand-alone computers. In a distributed computing environment, program modules can be located in both local and remote memory storage devices. 
   With reference to  FIG. 13 , an exemplary environment  1310  for implementing various aspects of the invention includes a computer  1312 . The computer  1312  includes a processing unit  1314 , a system memory  1316 , and a system bus  1318 . The system bus  1318  couples system components including, but not limited to, the system memory  1316  to the processing unit  1314 . The processing unit  1314  can be any of various available processors. Dual microprocessors and other multiprocessor architectures also can be employed as the processing unit  1314 . 
   The system bus  1318  can be any of several types of bus structure(s) including the memory bus or memory controller, a peripheral bus or external bus, and/or a local bus utilizing any variety of available bus architectures including, but not limited to, 8-bit bus, Industrial Standard Architecture (ISA), Micro-Channel Architecture (MSA), Extended ISA (EISA), Intelligent Drive Electronics (IDE), VESA Local Bus (VLB), Peripheral Component Interconnect (PCI), Universal Serial Bus (USB), Advanced Graphics Port (AGP), Personal Computer Memory Card International Association bus (PCMCIA), and Small Computer Systems Interface (SCSI). 
   The system memory  1316  includes volatile memory  1320  and nonvolatile memory  1322 . The basic input/output system (BIOS), comprising the basic routines to transfer information between elements within the computer  1312 , such as during start-up, is stored in nonvolatile memory  1322 . By way of illustration, and not limitation, nonvolatile memory  1322  can include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM), or flash memory. Volatile memory  1320  includes random access memory (RAM), which acts as external cache memory. By way of illustration and not limitation, RAM is available in many forms such as synchronous RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate SDRAM (DDR SDRAM), enhanced SDRAM (ESDRAM), Synchlink DRAM (SLDRAM), and direct Rambus RAM (DRRAM). 
   Computer  1312  also includes removable/non-removable, volatile/non-volatile computer storage media.  FIG. 13  illustrates, for example a disk storage  1324 . Disk storage  1324  includes, but is not limited to, devices like a magnetic disk drive, floppy disk drive, tape drive, Jaz drive, Zip drive, LS-100 drive, flash memory card, or memory stick. In addition, disk storage  1324  can include storage media separately or in combination with other storage media including, but not limited to, an optical disk drive such as a compact disk ROM device (CD-ROM), CD recordable drive (CD-R Drive), CD rewritable drive (CD-RW Drive) or a digital versatile disk ROM drive (DVD-ROM). To facilitate connection of the disk storage devices  1324  to the system bus  1318 , a removable or non-removable interface is typically used such as interface  1326 . 
   It is to be appreciated that  FIG. 13  describes software that acts as an intermediary between users and the basic computer resources described in suitable operating environment  1310 . Such software includes an operating system  1328 . Operating system  1328 , which can be stored on disk storage  1324 , acts to control and allocate resources of the computer system  1312 . System applications  1330  take advantage of the management of resources by operating system  1328  through program modules  1332  and program data  1334  stored either in system memory  1316  or on disk storage  1324 . It is to be appreciated that the present invention can be implemented with various operating systems or combinations of operating systems. 
   A user enters commands or information into the computer  1312  through input device(s)  1336 . Input devices  1336  include, but are not limited to, a pointing device such as a mouse, trackball, stylus, touch pad, keyboard, microphone, joystick, game pad, satellite dish, scanner, TV tuner card, digital camera, digital video camera, web camera, and the like. These and other input devices connect to the processing unit  1314  through the system bus  1318  via interface port(s)  1338 . Interface port(s)  1338  include, for example, a serial port, a parallel port, a game port, and a universal serial bus (USB). Output device(s)  1340  use some of the same type of ports as input device(s)  1336 . Thus, for example, a USB port can be used to provide input to computer  1312 , and to output information from computer  1312  to an output device  1340 . Output adapter  1342  is provided to illustrate that there are some output devices  1340  like monitors, speakers, and printers, among other output devices  1340 , which require special adapters. The output adapters  1342  include, by way of illustration and not limitation, video and sound cards that provide a means of connection between the output device  1340  and the system bus  1318 . It should be noted that other devices and/or systems of devices provide both input and output capabilities such as remote computer(s)  1344 . 
   Computer  1312  can operate in a networked environment utilizing logical connections to one or more remote computers, such as remote computer(s)  1344 . The remote computer(s)  1344  can be a personal computer, a server, a router, a network PC, a workstation, a microprocessor based appliance, a peer device or other common network node and the like, and typically includes many or all of the elements described relative to computer  1312 . For purposes of brevity, only a memory storage device  1346  is illustrated with remote computer(s)  1344 . Remote computer(s)  1344  is logically connected to computer  1312  through a network interface  1348  and then physically connected via communication connection  1350 . Network interface  1348  encompasses communication networks such as local-area networks (LAN) and wide-area networks (WAN). LAN technologies include Fiber Distributed Data Interface (FDDI), Copper Distributed Data Interface (CDDI), Ethernet/IEEE 802.3, Token Ring/IEEE 802.5 and the like. WAN technologies include, but are not limited to, point-to-point links, circuit switching networks like Integrated Services Digital Networks (ISDN) and variations thereon, packet switching networks, and Digital Subscriber Lines (DSL). 
   Communication connection(s)  1350  refers to the hardware/software employed to connect the network interface  1348  to the bus  1318 . While communication connection  1350  is shown for illustrative clarity inside computer  1312 , it can also be external to computer  1312 . The hardware/software necessary for connection to the network interface  1348  includes, for exemplary purposes only, internal and external technologies such as, modems including regular telephone grade modems, cable modems and DSL modems, ISDN adapters, and Ethernet cards. 
     FIG. 14  is a schematic block diagram of a sample-computing environment  1400  with which the present invention can interact. The system  1400  includes one or more client(s)  1410 . The client(s)  1410  can be hardware and/or software (e.g., threads, processes, computing devices). The system  1400  also includes one or more server(s)  1430 . The server(s)  1430  can also be hardware and/or software (e.g., threads, processes, computing devices). The servers  1430  can house threads to perform transformations by employing the present invention, for example. One possible communication between a client  1410  and a server  1430  can be in the form of a data packet adapted to be transmitted between two or more computer processes. The system  1400  includes a communication framework  1450  that can be employed to facilitate communications between the client(s)  1410  and the server(s)  1430 . The client(s)  1410  are operably connected to one or more client data store(s)  1460  that can be employed to store information local to the client(s)  1410 . Similarly, the server(s)  1430  are operably connected to one or more server data store(s)  1440  that can be employed to store information local to the servers  1430 . 
   What has been described above includes examples of the present invention. It is, of course, not possible to describe every conceivable combination of components or methodologies for purposes of describing the present invention, but one of ordinary skill in the art can recognize that many further combinations and permutations of the present invention are possible. Accordingly, the present invention is intended to embrace all such alterations, modifications and variations that fall within the spirit and scope of the appended claims. Furthermore, to the extent that the term “includes” is used in either the detailed description or the claims, such term is intended to be inclusive in a manner similar to the term “comprising” as “comprising” is interpreted when employed as a transitional word in a claim.