Modulated Wafer Inspection Sensitivity Tuning
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Solution Overview
Problem
Current methods for defect detection and process window characterization in modulated wafers are inefficient and resource-intensive, requiring numerous scan iterations and separate sensitivity estimations for each die, leading to time-consuming and costly processes.
Innovation Solution
A system and method that defines a care area region for modulated wafers, performs defect scans, determines nominal process windows based on attribute spaces, and predicts a final process window, while dynamically tuning sensitivities using a Taylor series expansion function to adjust offsets for noise levels, reducing the need for multiple tests and improving efficiency.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If traditional defect detection methods are used with separate scans for each die modulation, then measurement precision is improved, but productivity deteriorates due to numerous scan iterations
Solution Approach 1:
The patent combines multiple separate defect scans into a single unified scan by merging the care area regions of multiple dies. Instead of performing separate scans for each die modulation, the system identifies overlapping care areas and performs one consolidated scan that captures all relevant regions, thereby maintaining measurement precision while dramatically improving productivity by eliminating redundant scanning operations.
Solution Approach 2:
The patent creates a universal inspection approach that handles multiple die modulations simultaneously through a single scan configuration. The care area region definition and defect detection methodology is made multi-functional, allowing one scan to serve multiple dies with different modulations, thus resolving the contradiction between precise individual die inspection and overall inspection efficiency.
2Measurement precision
If separate sensitivity estimation is performed for each die using Initial Threshold Finder, then measurement precision is improved, but loss of time increases due to preliminary scanning of every modulated die
Solution Approach 1:
The patent performs sensitivity estimation and care area identification in advance during the first pass scan, before the actual defect inspection. By pre-determining the care area regions and sensitivity parameters from initial scan data, the system eliminates the need for time-consuming preliminary scans of every modulated die during subsequent inspections, thus reducing time loss while maintaining precision through pre-calculated sensitivity values.
Solution Approach 2:
The system uses the scan data itself to automatically determine care areas and sensitivity parameters without requiring external preliminary testing. The first pass scan results are self-sufficient for generating the care area definitions and sensitivity estimates needed for optimized inspection, eliminating redundant preliminary operations and reducing overall inspection time while maintaining measurement precision.
3Manufacturing precision
If numerous scan iterations are performed for process window characterization, then manufacturing precision is improved, but productivity deteriorates due to resource-intensive testing
Solution Approach 1:
The patent merges multiple process window characterization scans into a single comprehensive scan by combining care area regions across different process conditions. Instead of performing separate characterization iterations for each process parameter variation, the system consolidates the inspection into one scan that evaluates all process window conditions simultaneously, maintaining manufacturing precision while dramatically improving characterization throughput and reducing resource consumption.
Solution Approach 2:
The patent transitions from iterative sequential scanning to a parallel multi-dimensional approach by defining care area regions that span multiple process conditions in a single scan. This dimensional change allows the system to characterize the entire process window in one pass rather than through multiple sequential iterations, resolving the contradiction between accurate process window determination and characterization efficiency.
Data Source
AI summary
A system, method, and non-transitory computer readable medium are provided for tuning sensitivities of, and determining a process window for, a modulated wafer. The sensitivities for dies of the modulated wafer are tuned dynamically based on a single set of parameters. Further, the process window is determined for the modulated wafer from prior determined parameter-specific nominal process windows.


