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 identified weak patterns; 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:
a broadband plasma wafer inspection tool configured to inspect a wafer and detect defects present on the wafer; and
at least one processor in communication with the wafer inspection tool, the at least one processor configured to:
perform a multi-step 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;
direct a second wafer inspection tool to validate the identified weak patterns on the wafer, wherein the second wafer inspection tool comprises a scanning electron microscopy tool; 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 by:
defining at least one inspection care area around the identified weak patterns based on a pattern search; and
facilitating sampling and scanning electron microscope (SEM) reviewing of the at least one inspection care area to validate the weak patterns.
4. The system of claim 3 , wherein the at least one processor is further configured to take pattern fidelity measurements to validate the weak patterns.
5. The system of claim 4 , wherein the pattern fidelity measurements include measurements of local critical dimension variations.
6. 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.
7. The system of claim 1 , wherein identified weak patterns with local critical dimension variations greater than the threshold are confirmed as valid weak patterns.
8. A system, comprising:
a broadband plasma wafer inspection tool configured to inspect a wafer and detect defects present on the wafer; and
at least one processor in communication with the wafer inspection tool, the at least one processor configured to:
perform multi-step 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 deviated 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;
direct a second wafer inspection tool to validate the identified weak patterns on the wafer, the second wafer inspection tool is different from the broadband plasma wafer inspection tool, wherein the second wafer inspection tool comprises a scanning electron microscopy tool; and
report the validated weak patterns or facilitate revision of the design of the wafer based on the validated weak patterns.
9. The system of claim 8 , wherein the at least one processor is configured to validate the identified weak patterns by:
defining at least one inspection care area around the identified weak patterns based on a pattern search; and
facilitating sampling and scanning electron microscope (SEM) reviewing of the at least one inspection care area to validate the weak patterns.
10. The system of claim 9 , wherein the at least one processor is further configured to take pattern fidelity measurements to validate the weak patterns.
11. The system of claim 10 , wherein the pattern fidelity measurements include measurements of local critical dimension variations.
12. The system of claim 8 , 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.
13. The system of claim 8 , wherein weak patterns identified with local critical dimension variations greater than the threshold are confirmed as valid weak patterns.