Abstract: A computing system may include a hotspot processing engine and a hotspot prediction engine. The hotspot processing engine may be configured to access an input data set of hotspot locations on manufactured circuits of a circuit design, correlate the hotspot locations to layout data for the circuit design, and extract fragment feature vectors for the hotspot locations. The hotspot processing engine may further be configured to process the fragment feature vectors such that hotspot fragment feature vectors are a threshold percentage of the total number of feature vectors in the fragment feature vectors and provide the processed fragment feature vectors as a training set for training a machine-learning model. The hotspot prediction engine may be configured to apply the machine-learning model to characterize locations of the circuit design as a hotspot location or a non-hotspot location.

Abstract: A computing system may include a hyperspace generation engine and a hyperspace processing engine. The hyperspace generation engine may be configured to access a feature vector set, and feature vectors in the feature vector set may represent values for multiple parameters of data points in a dataset. The hyperspace generation engine may further be configured to perform a principal component analysis on the feature vector set and quantize the principal component space into a hyperspace comprised of hyperboxes. The hyperspace processing engine may be configured to process the dataset according to a mapping of the feature vector set into the hyperboxes of the hyperspace.

Abstract: The present disclosure discloses a waterborne epoxy resin for an anti-corrosion coating, and a preparation method and use thereof. In the preparation method, a strongly-hydrophilic polyethylene glycol (PEG) branch is introduced into a molecular chain of epoxy resin to realize the self-emulsification function of epoxy resin. Moreover, due to the short molecular chain, a solid content can reach up to 66.7% under the action of PEG. In addition, the waterborne emulsion can be prepared without adding any additional alcohol-soluble solvents and other high-boiling-point organic solvents, and a production process and a product use process both are very environmentally friendly. The waterborne epoxy resin can be mixed with a waterborne ammonia curing agent to form a film for corrosion protection.

Abstract: Various aspects of the present disclosed technology relate to techniques for inverse-lithography-technology-based optical proximity correction. A layout design is received. A machine learning-based clustering process is then performed to separate layout features in the layout design into groups of layout features. For layout features in each of the groups of layout features, preliminary corrections are determined. The determination may be based on inverse lithography technology. The preliminary corrections are applied to the layout design to generate a pre-processed layout design. An inverse lithography technology process is performed on the pre-processed layout design to generate a processed layout design. Masks can be manufactured based on the processed layout design.

Abstract: Aspects of the disclosed technology relate to techniques of generating guiding patterns for via-type features. An initial guiding pattern characterized by a plurality of guiding pattern parameters is constructed for two or more via-type features in a layout design based on target values of location and size parameters for the two or more via-type features. Predicted values of the location and size parameters are then extracted from the initial guiding pattern based on simulations or correlation information between the plurality of guiding pattern parameters and the location and size parameters. Based on the predicted values of the location and size parameters, the target values of location and size parameters and the correlation information, a modified guiding pattern is determined by adjusting one or more parameters of the plurality of guiding pattern parameters. The extraction and determination operations may be iterated.

Abstract: Aspects of the disclosed technology relate to techniques of optical proximity correction for directed self-assembly guiding patterns. An initial mask pattern for photomask fabrication is first generated by performing a plurality of conventional optical proximity correction iterations. Predicted print errors for two or more via-type features are then determined based on a predicted guiding pattern for the two or more via-type features, a target guiding pattern for the two or more via-type features, and correlation information between a plurality of guiding pattern parameters and location and size parameters for the two or more via-type features. Here the predicted guiding pattern is derived based on the initial mask pattern. Based on the predicted print errors and the correlation information, the initial mask pattern is adjusted to generate a new mask pattern.

Abstract: Aspects of the disclosed technology relate to techniques of optical proximity correction for directed self-assembly guiding patterns. An initial mask pattern for photomask fabrication is first generated by performing a plurality of conventional optical proximity correction iterations. Predicted print errors for two or more via-type features are then determined based on a predicted guiding pattern for the two or more via-type features, a target guiding pattern for the two or more via-type features, and correlation information between a plurality of guiding pattern parameters and location and size parameters for the two or more via-type features. Here the predicted guiding pattern is derived based on the initial mask pattern. Based on the predicted print errors and the correlation information, the initial mask pattern is adjusted to generate a new mask pattern.

Abstract: Aspects of the disclosed technology relate to techniques of generating guiding patterns for via-type features. An initial guiding pattern characterized by a plurality of guiding pattern parameters is constructed for two or more via-type features in a layout design based on target values of location and size parameters for the two or more via-type features. Predicted values of the location and size parameters are then extracted from the initial guiding pattern based on simulations or correlation information between the plurality of guiding pattern parameters and the location and size parameters. Based on the predicted values of the location and size parameters, the target values of location and size parameters and the correlation information, a modified guiding pattern is determined by adjusting one or more parameters of the plurality of guiding pattern parameters. The extraction and determination operations may be iterated.

Abstract: Aspects of the disclosed technology relate to techniques of generating guiding patterns for via-type feature groups. A guiding pattern is constructed based on seeding positions for a via-type feature group. The initial seeding positions are derived from targeted locations of via-type features in the via-type feature group. A potential energy function is then determined for the guiding pattern. Based on the potential energy function, simulated locations of the via-type features are computed. The seeding positions are compared with the targeted locations and may be adjusted based on differences between the simulated locations and the targeted locations. The above operations may be repeated until one of one or more termination conditions are met.

Abstract: An approach for providing cross-coupling-based designs using diffusion contact structures is disclosed. Embodiments include providing first and second gate structures over a substrate; providing a gate cut region across the first gate structure, the second gate structure, or a combination thereof; providing a first gate contact over the first gate structure; providing a second gate contact over the second gate structure; and providing a diffusion contact structure coupling the first gate contact to the second gate contact, the diffusion contact structure having vertices within the gate cut region.

Abstract: An approach for providing MOL constructs using diffusion contact structures is disclosed. Embodiments include: providing a first diffusion region in a substrate; providing, via a first lithography process, a first diffusion contact structure; providing, via a second lithography process, a second diffusion contact structure; and coupling the first diffusion contact structure to the first diffusion region and the second diffusion contact structure. Embodiments include: providing a second diffusion region in the substrate; providing a diffusion gap region between the first and second diffusion regions; providing the diffusion contact structure over the diffusion gap region; and coupling, via the diffusion contact structure, the first and second diffusion regions.

Abstract: Aspects of the disclosed technology relate to techniques of generating guiding patterns for via-type feature groups. A guiding pattern is constructed based on seeding positions for a via-type feature group. The initial seeding positions are derived from targeted locations of via-type features in the via-type feature group. A potential energy function is then determined for the guiding pattern. Based on the potential energy function, simulated locations of the via-type features are computed. The seeding positions are compared with the targeted locations and may be adjusted based on differences between the simulated locations and the targeted locations. The above operations may be repeated until one of one or more termination conditions are met.

Abstract: An approach for providing MOL constructs using diffusion contact structures is disclosed. Embodiments include: providing a first diffusion region in a substrate; providing, via a first lithography process, a first diffusion contact structure; providing, via a second lithography process, a second diffusion contact structure; and coupling the first diffusion contact structure to the first diffusion region and the second diffusion contact structure. Embodiments include: providing a second diffusion region in the substrate; providing a diffusion gap region between the first and second diffusion regions; providing the diffusion contact structure over the diffusion gap region; and coupling, via the diffusion contact structure, the first and second diffusion regions.

Abstract: An approach for providing MOL constructs using diffusion contact structures is disclosed. Embodiments include: providing a first diffusion region in a substrate; providing, via a first lithography process, a first diffusion contact structure; providing, via a second lithography process, a second diffusion contact structure; and coupling the first diffusion contact structure to the first diffusion region and the second diffusion contact structure. Embodiments include: providing a second diffusion region in the substrate; providing a diffusion gap region between the first and second diffusion regions; providing the diffusion contact structure over the diffusion gap region; and coupling, via the diffusion contact structure, the first and second diffusion regions.

Abstract: An approach for providing layout designs with via routing structures is disclosed. Embodiments include: providing a gate structure and a diffusion contact on a substrate; providing a gate contact on the gate structure; providing a metal routing structure that does not overlie a portion of the gate contact, the diffusion contact, or a combination thereof; and providing a via routing structure over the portion and under a part of the metal routing structure to couple the gate contact, the diffusion contact, or a combination thereof to the metal routing structure.

Abstract: An approach for providing cross-coupling-based designs using diffusion contact structures is disclosed. Embodiments include providing first and second gate structures over a substrate; providing a gate cut region across the first gate structure, the second gate structure, or a combination thereof; providing a first gate contact over the first gate structure; providing a second gate contact over the second gate structure; and providing a diffusion contact structure coupling the first gate contact to the second gate contact, the diffusion contact structure having vertices within the gate cut region.

Abstract: An approach for providing cross-coupling-based designs using diffusion contact structures is disclosed. Embodiments include providing first and second gate structures over a substrate; providing a gate cut region across the first gate structure, the second gate structure, or a combination thereof; providing a first gate contact over the first gate structure; providing a second gate contact over the second gate structure; and providing a diffusion contact structure coupling the first gate contact to the second gate contact, the diffusion contact structure having vertices within the gate cut region.

Abstract: An approach for providing MOL constructs using diffusion contact structures is disclosed. Embodiments include: providing a first diffusion region in a substrate; providing, via a first lithography process, a first diffusion contact structure; providing, via a second lithography process, a second diffusion contact structure; and coupling the first diffusion contact structure to the first diffusion region and the second diffusion contact structure. Embodiments include: providing a second diffusion region in the substrate; providing a diffusion gap region between the first and second diffusion regions; providing the diffusion contact structure over the diffusion gap region; and coupling, via the diffusion contact structure, the first and second diffusion regions.

Abstract: A semiconductor device includes a semiconductor substrate having a diffusion region. A transistor is formed within the diffusion region. A power rail is disposed outside the diffusion region. A contact layer is disposed above the substrate and below the power rail. A via is disposed between the contact layer and the power rail to electrically connect the contact layer to the power rail. The contact layer includes a first length disposed outside the diffusion region and a second length extending from the first length into the diffusion region and electrically connected to the transistor.

Abstract: A semiconductor device is provided for implementing at least one logic element. The semiconductor device includes a semiconductor substrate with a first transistor and a second transistor formed on the semiconductor substrate. Each of the transistors includes a source, a drain, and a gate. A CA layer is electrically connected to at least one of the source or the drain of the first transistor. A CB layer is electrically connected to at least one of the gates of the transistors and the CA layer.