Infineon Technologies Dresden Advanced Data Processing Combining full IEP spectrum with an interferometric signal for depth etch endpoint detection Frank Hoffmann, Infineon Technologies Dresden GmbH & Co. OHG Knut Voigtländer, Advanced Data Processing GmbH Motivation In absence of a stop layer, etch process and equipment control is typically done by depth monitoring using an interferometric endpoint system. The state-of-the-art method of a single UV/VIS wavelength approach has to balance between appropriate signal-to-noise ratio and interference frequency. Method Description • State-of-the-Art Approach Fig. 1: Process Scheme, shallow recess etch with no stop layer. spectral Pattern This approach uses full spectra time signals to form the interferometric reference trace by combining the individual wavelengths. • Model quality depending on target signal period and phase: - blue – very good modeling possible with large signal period. - green – sufficient modeling with fast oscillating target - red –too fast oscillating target – no good modeling possible associated time components 250 300 5 10 15 20 25 250 300 5 10 15 20 25 250 300 5 10 15 20 25 250 300 5 10 15 20 25 250 300 wavelength / nm 5 10 15 20 25 time / s Approximation Loss 0 Signal phase • Comp.5 Comp.4 Comp.3 Comp.2 Comp.1 • Fig. 2: Set of reference measurements containing the full spectra; the time behavior even of the shortest available wavelength has long signal period and is not suited for exact endpoint control. Results A PCA (principle component analysis) based method is used to decompose the full spectra into its linear independent components. A nonlinear optimization is used for a suited superposition of these components providing the final combined interferometric time signal. 2 1 1.5 2 1 Fig. 3: With PCA decomposition the independent signals can be discovered. A Modeling procedure is used to try to superimpose these signals to fit a given fast oscillating target signal. • 2.5 3 0 10 5s 1 20 30 Signal Periode /s 1 10s 1 -1 -1 5 10 15 time /s 20 25 modeling not possible for 5s target period 20s 0 0 0 0.5 40 -1 5 10 15 time /s 20 25 for 10s target modeling is just possible 5 10 15 time /s 20 25 very good modeling for 20s target period Fig. 4 • The full OES and IEP spectrum is collected by a standard EyeD endpoint system from Applied Materials, Inc. (spectral range 200 … 800 nm, time resolution 0.1 sec). • The incoming IEP spectra • The resulting interis multiplied by the ferometric refeweighting vector during rence signal has etch. shorter periods • The final interferometric (more frequent time-based signal is Min/Max features), generated by summing up less noise and all weighted spectral more clear interFig. 6: Interferometric reference signal obtained by single intensities within a ference Fig. 5: Weighting vector for online wavelengths and by the PCA method. Final IEP trace calculation of the relevant spectral range. with pattern (t1 … t4) detection. information. red/green: Interferometric reference signal obtained by a typical single wavelength (280/229 nm, smoothing over 5 data points) blue: Interferometric reference signal provided by the pca method (smoothing over 5 data points) interferometric reference signal. • • The final interferometric time signal was used for in situ depth calculation using standard methods for endpoint algorithms. Using this method for endpoint detection a more reliable depth control for these shallow recesses is achieved in high volume production. Fig. 7: Depth distribution (productive data) with single wavelength (left) and pca algorithm (right). 8th European Advanced Equipment Control / Advanced Process Control (AEC/APC) Conference Dresden - Germany, April 18 - 20, 2007
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