Disclosed are methods for designing semiconductor devices, conductive layer patterns, and interconnection layer patterns including the operations of analyzing an initial semiconductor design layout to identify excessive open spaces between adjacent conductive elements or lines within an interconnection layer pattern, selecting or generating a dummy pattern to fill a portion of the open space, and generating a modified semiconductor design layout that incorporates the dummy pattern into first interconnection layer pattern to reduce the open space.

Disclosed are methods for designing semiconductor devices, conductive layer patterns, and interconnection layer patterns including the operations of analyzing an initial semiconductor design layout to identify excessive open spaces between adjacent conductive elements or lines within an interconnection layer pattern, selecting or generating a dummy pattern to fill a portion of the open space, and generating a modified semiconductor design layout that incorporates the dummy pattern into first interconnection layer pattern to reduce the open space.

This application discloses a computing system to identify structures of an integrated circuit capable of being fabricated utilizing a lithographic mask described by mask layout data and to generate process windows for the identified structures based, at least in part, on the mask layout data and a failure definition for the identified structures. The computing system utilizes process windows for the identified structures to determine failure rates for the identified structures based on a distribution of the manufacturing parameters. The computing system determines frequency of occurrences for the identified structures from the mask layout data and generates a die yield metric for the integrated circuit by aggregating the failure rates for the identified structures based on the frequency of occurrences for the identified structures in the integrated circuit. These increases in yield of the integrated circuit allow manufacturers to produce more units per fixed processing cost of the wafer.

This application discloses a computing system to identify structures of an integrated circuit capable of being fabricated utilizing a lithographic mask described by mask layout data and to generate process windows for the identified structures based, at least in part, on the mask layout data and a failure definition for the identified structures. The computing system utilizes process windows for the identified structures to determine failure rates for the identified structures based on a distribution of the manufacturing parameters. The computing system determines frequency of occurrences for the identified structures from the mask layout data and generates a die yield metric for the integrated circuit by aggregating the failure rates for the identified structures based on the frequency of occurrences for the identified structures in the integrated circuit. These increases in yield of the integrated circuit allow manufacturers to produce more units per fixed processing cost of the wafer.

A non-transitory computer-readable medium storing codes that, when executed by a processor, cause the processor to perform operations of receiving full chip data including specific patterns of a first layout, extracting a representative pattern of the first layout from the full chip data, generating a vector of the extracted representative pattern, generating a first data set based on the generated vector, generating a machine learning model by performing machine learning with respect to the first data set, executing an optical proximity correction (OPC) with respect to the specific patterns of the first layout by using the machine learning model, and generating a second layout based on a result of executing the OPC may be provided.

A non-transitory computer-readable medium storing codes that, when executed by a processor, cause the processor to perform operations of receiving full chip data including specific patterns of a first layout, extracting a representative pattern of the first layout from the full chip data, generating a vector of the extracted representative pattern, generating a first data set based on the generated vector, generating a machine learning model by performing machine learning with respect to the first data set, executing an optical proximity correction (OPC) with respect to the specific patterns of the first layout by using the machine learning model, and generating a second layout based on a result of executing the OPC may be provided.

A method of fabricating a semiconductor device includes generating a mask based on second layout data obtained by applying an OPC model to first layout data and performing a semiconductor process using the mask on a substrate, obtaining a plurality of pattern images by selecting a plurality of sample patterns from the substrate, selecting sample images corresponding to the sample patterns from each of the first layout data, the second layout data, and simulation data obtained by performing a simulation based on the second layout data, generating a plurality of input images corresponding to the sample patterns by blending the sample images corresponding to the sample patterns, respectively, and generating an error prediction model for the OPC model by training a machine learning model using a data set including the input images and the pattern images.

Methods for reticle enhancement technology (RET) for use with variable shaped beam (VSB) lithography include inputting a desired pattern to be formed on a substrate; determining an initial mask pattern from the desired pattern for the substrate; optimizing the initial mask pattern for wafer quality using a VSB exposure system; and outputting the optimized mask pattern. Methods for fracturing a pattern to be exposed on a surface using VSB lithography include inputting an initial pattern; overlaying the initial pattern with a two-dimensional grid, wherein an initial set of VSB shots are formed by the union of the initial pattern with locations on the grid; merging two or more adjacent shots in the initial set of VSB shots to create a larger shot in a modified set of VSB shots; and outputting the modified set of VSB shots.

Methods for reticle enhancement technology (RET) for use with variable shaped beam (VSB) lithography include inputting a desired pattern to be formed on a substrate; determining an initial mask pattern from the desired pattern for the substrate; optimizing the initial mask pattern for wafer quality using a VSB exposure system; and outputting the optimized mask pattern. Methods for fracturing a pattern to be exposed on a surface using VSB lithography include inputting an initial pattern; overlaying the initial pattern with a two-dimensional grid, wherein an initial set of VSB shots are formed by the union of the initial pattern with locations on the grid; merging two or more adjacent shots in the initial set of VSB shots to create a larger shot in a modified set of VSB shots; and outputting the modified set of VSB shots.

In a pattern formation method for a semiconductor device fabrication, an original pattern for manufacturing a photomask is acquired, a modified original pattern is obtained by performing an optical proximity correction on the original pattern, a sub-resolution assist feature (SRAF) seed map with respect to the modified original pattern indicating locations where an image quality is improved by an SRAF pattern is obtained, SRAF patterns are placed around the original pattern, the SRAF patterns and the modified original pattern are output as mask data, and the photo mask is manufactured using the mask data.