Computer assisted weak pattern detection and quantification system
Methods and systems for providing weak pattern (or hotspot) detection and quantification are disclosed. A weak pattern detection and quantification system may include a wafer inspection tool configured to inspect a wafer and detect defects present on the wafer. The system may also include at least one processor in communication with the wafer inspection tool. The at least one processor may be configured to: perform pattern grouping on the detected defects based on design of the wafer; identify regions of interest based on the pattern grouping; identify weak patterns contained in the identified regions of interest, the weak patterns being patterns deviating from the design by an amount greater than a threshold; validate the weak patterns identified; and report the validated weak patterns or facilitate revision of the design of the wafer based on the validated weak patterns.
1. A system comprising:
at least one processor in communication with a wafer inspection tool, the at least one processor configured to receive detected defects from the wafer inspection tool:
perform pattern grouping on the detected defects based on design of the wafer;
automatically identify regions of interest based on the pattern grouping;
identify weak patterns contained in the identified regions of interest, the weak patterns being patterns deviating from the design by an amount greater than a threshold;
validate the identified weak patterns by:
performing a pattern search process to define one or more hotspot inspection care areas around one or more of the identified weak patterns;
reviewing defects within the one or more hotspot inspection care areas with at least one the wafer inspection tool or a second wafer inspection tool; and
performing pattern fidelity measurements on the defects to determine local CD variation of the one or more identified weak patterns; and
report the validated weak patterns or facilitate revision of the design of the wafer based on the validated weak patterns.
2. The system of claim 1 , wherein the at least one processor is configured to identify the weak patterns by:
simulating effects of a wafer process tool on the wafer;
identifying regions of interest where patterns deviated from the design of the wafer; and
identifying the weak patterns contained in the identified regions of interest.
3. The system of claim 2 , wherein the at least one processor is configured to:
validate the identified weak patterns based on pattern fidelity measurements;
pattern search only the validated weak patterns to define at least one inspection care area around the validated weak patterns; and
facilitate sampling and SEM reviewing of the at least one inspection care area.
4. The system of claim 1 , wherein the at least one processor is configured to identify the weak patterns by:
obtain SEM images of the wafer;
align the SEM images of the wafer against the design of the wafer;
identify regions of interest based on alignment of the SEM images of the wafer and the design of the wafer;
obtain metrology of the wafer in the regions of interest identified;
measure pattern variations in the regions of interest identified based on the metrology obtained; and
identify the weak patterns based on the pattern variations.
5. The system of claim 4 , wherein the at least one processor is configured to validate the weak patterns identified by:
define at least one inspection care area around the weak patterns identified based on pattern search; and
facilitate sampling and scanning electron microscope (SEM) reviewing of the at least one inspection care area to validate the weak patterns.
6. The system of claim 5 , wherein the at least one processor is further configured to take pattern fidelity measurements to validate the weak patterns.
7. The system of claim 6 , wherein the pattern fidelity measurements include measurements of local critical dimension variations.
8. The system of claim 1 , wherein weak patterns identified with local critical dimension variations greater than the threshold are confirmed as valid weak patterns.
9. A system, comprising:
at least one processor in communication with a wafer inspection tool and configured to receive detected defects from the wafer inspection tool, the at least one processor configured to:
perform pattern grouping on the detected defects based on design of the wafer;
perform a simulation to simulate effects of a wafer process tool on the wafer;
analyze an output of the simulation to automatically identify regions of interest where patterns deviate from the design of the wafer;
identify weak patterns contained in the identified regions of interest, the weak patterns being patterns deviating from the design by an amount greater than a threshold;
validate the identified weak patterns by:
performing a pattern search process to define one or more hotspot inspection care areas around one or more of the identified weak patterns;
reviewing defects within the one or more hotspot inspection care areas with at least one the wafer inspection tool or a second wafer inspection tool; and
performing pattern fidelity measurements on the defects to determine local CD variation of the one or more identified weak patterns;
report the validated weak patterns or facilitate revision of the design of the wafer based on the validated weak patterns.
10. The system of claim 9 , wherein weak patterns identified with local critical dimension variations greater than the threshold are confirmed as valid weak patterns.