Control of semiconductor processing

Etching a substrate: processes – Gas phase etching of substrate – With measuring – testing – or inspecting

Reexamination Certificate

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Details

C156S345240, C216S041000, C216S067000, C438S009000, C438S710000

Reexamination Certificate

active

06641746

ABSTRACT:

The present invention relates generally to the field of semiconductors, and more specifically to the feed-forward control of a semiconductor manufacturing process.
BACKGROUND OF THE INVENTION
Imaging processes for the production of micro-electronic devices on semiconductor substrates are well known in the art. Such processes generally involve the creation of a patterned layer of material for selectively exposing or protecting areas of a semiconductor substrate during a subsequent additive or subtractive process.
Photoresist compositions are widely used to form the patterned layer of material on a semiconductor substrate. A thin layer of photoresist material is first deposited on the substrate, then exposed to a controlled pattern of radiation to cause a chemical reaction in the exposed areas. Visible light, ultraviolet radiation, electron beam or X-ray energy may be used as the developing energy depending upon the photoresist material selected. The photoresist layer is then contacted with a developer solution to dissolve and to remove either the radiation exposed areas or the radiation shielded areas, depending upon the chemistry used for a particular application. If the exposed area becomes less soluble in the developer solution, the pattern remaining on the substrate is a negative image of the pattern of radiation, therefore being referred to as a negative working photoresist. If the exposed area becomes more soluble in the developer solution, the pattern remaining on the substrate is a positive image of the pattern of radiation, therefore being referred to as a positive working photoresist. In either case, a desired portion of the underlying substrate is uncovered and exposed to subsequent processing steps, while the covered portion of the underlying substrate is protected from such subsequent processing steps.
The size of semiconductor devices continues to decrease and the metrology used to measure such devices is responding accordingly. There are many types of both optical and electron based metrology tools available. As the size of devices has decreased, optical metrology for critical dimensions has been abandoned. The scanning electron microscope (SEM) currently plays a major role for metrology in the semiconductor manufacturing industry. Modem 157 nm lithography technology pushes the limits of top down critical dimension scanning electron microscopes (CDSEM). The technology critical dimension nodes of 120 nm and 100 nm lithography will require more precision and accuracy than the SEM appears to be able to provide.
Multiple parameter characterization (MPC) refers to the use of functions or groups of measurements where a singular discrete measurement can no longer effectively represent the data. MPC is being developed in many different forms for application to scanning electron microscope data in an attempt to address the shortcomings of single parameter characterization. It is known to process the output of a scanning electron microscope to generate an amplitude modulated waveform P(x) representing the intensity of reflected energy across the plane of a substrate surface. The shape and scale of the amplitude modulated waveform can be described through multiple parameters.
FIG. 1
illustrates an amplitude modulated waveform P(x) as may be derived by scanning a substrate having a trench feature. The waveform of
FIG. 1
is divided into two portions. The distance between the left and right regions of the waveform in solid lines defines a width measurement W and the distance between the left and right regions of the waveform in dashed lines defines a line space measurement S. At discrete intervals along the height of these regions a measurement may be taken for the width and line space, then plotted as a function of height, as shown in FIG.
2
. Curve W
N
-S
N
may represent the MPC of a normal morphology. Curve W
A
-S
A
may represent the MPC of an abnormal morphology. The use of multiple parameter characterization facilitates the use of SEM data to distinguish between such normal and an abnormal morphologies.
Current micro-electronics manufacturing methods incorporate metrology for the purpose of downstream quality control. For example, once a photoresist process has been completed, it is known to utilize a scanning electron microscope or other metrology technique to measure how closely the photoresist mask corresponds to its intended configuration. A go
o-go parameter may be established, and semiconductor wafers having photoresist patterns that are outside of the acceptance limits are removed from the production line for subsequent rework. Wafers having acceptable photoresist masks are then processed through a further manufacturing step, such as for example, an etching process. A second metrology step may then be used to confirm that the resulting hard mask product falls within predetermined acceptance limits.
In spite of the numerous advances in micro-electronics manufacturing techniques, there remain many aspects of various processes that are not fully understood by those skilled in the art. The control of many micro-electronics manufacturing techniques includes a significant amount of uncertainty. Plasma etch processes are generally difficult to control, with variations occurring from wafer to wafer and from lot to lot. Uncertainties may be induced by machine aging and cleaning lead times, run-to-run variations in wafer attributes, and chemistry of the plasma. Quality control is essentially a feed-back process, i.e. the output product is measured to determine if it is acceptable, and if it is unacceptable, a control parameter is changed. The output product is then again measured to see if the desired corrective effect has been achieved. This cycle is repeated until an acceptable output product is achieved. Each step in the manufacturing process is controlled in a similar manner. For example, to achieve a desired etch pattern, there must first be a photoresist development step then an etching step. Current quality control processes involve a first metrology step on the developed photoresist pattern, then a second metrology step on the etched wafer surface. Each of these steps are treated separately, and each has its own range of acceptable variation from the ideal design value. Because these processes are both complicated and not fully understood, there has been no effort in the industry to integrate the quality control aspects of the overall manufacturing process. Such a control scheme is naturally rigid, allows for the build-up of unfavorable tolerances, and provides no capacity for accommodating deficiencies in one process with counterbalancing variations in another process.
It is known to apply a neural network to the control of a semiconductor wafer etching process. Both U.S. Pat. No. 5,653,894 issued to Ibbotson, et al., and U.S. Pat. No. 5,737,496 issued to Frye, et al, describe the use of neural networks to control the endpoint in a plasma etch process. While such systems provide a degree of in-process control for an etch process, further improvements are desired.
BRIEF SUMMARY OF THE INVENTION
Thus there is a particular need for a system of process control that provides improved flexibility in the control of complex and sometimes poorly understood manufacturing processes such as are utilized for the micro-electronics industry.
Accordingly, a method of processing a semiconductor wafer is described herein as including: forming a layer on a surface of a semiconductor wafer; obtaining dimensional information describing a first feature on the layer; developing a multiple parameter characterization of the first feature from the first feature dimensional information; and providing the multiple parameter characterization of the first feature as an input to a process control neural network to identify a first process control parameter useful for controlling a process to develop a design feature having predetermined dimensions from the first feature. The method may further include: using the first process control parameter while applying the process to the semiconduc

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