Abstract: Methods, systems, and apparatus for generating and modifying architectural design plans using user commands, sketches, or drawings. The system incorporates an AI engine and a GAN engine to optimize design layouts based on user inputs, design considerations, and client-specific requirements. The system can automatically analyze design elements such as rooms, airflow paths, structural components, and spatial configurations to suggest improvements or flag inconsistencies. The system incorporates context-aware capabilities to evaluate how user-intended changes influence the overall design and its surrounding environment. Users can interact through various devices, providing input through gestures, text, or voice, while the system offers real-time feedback on conflicts, improvements, and compliance issues.

Abstract: Apparatus for quantifying construction requirements using artificial intelligence to analyze two-dimensional representations of buildings. The apparatus includes a controller that receives and processes raster images to identify architectural components and walls. It features a scaling module to associate a scale with the representation and a user interface generator to create interactive interfaces with dynamic components. The controller forms boundaries and creates adjacent regions. The controller additionally calculates net areas or volumes, and a materials list designating material quantities for construction. The apparatus can compare material quantities from multiple representations, estimate labor requirements, and associate costs. An interactive user interface enables a user to modify parameters of polygons and line segments, setting boundaries, and training the AI engine.

Abstract: Methods and systems employing artificial intelligence for efficient data extraction and analysis for a user-defined design plan segmentation. The method enables users to select specific segments within two-dimensional design plans, thereby triggering an AI engine to execute pixel-pattern analysis on the chosen segments. This process facilitates the extraction of comprehensive data related to these segments, encompassing detailed segment-specific information, aggregated counts of similar segments in the design plans, material lists, material costs, and labor expenses. Additionally, the invention includes methods for component searching within the design plans using symbols or polygon shapes selected by users, involving pixel-level analysis to identify matching dynamic components within the design plans.

Abstract: Methods and systems employing artificial intelligence for efficient data extraction and analysis for a user-defined design plan segmentation. The method enables users to select specific segments within two-dimensional design plans, thereby triggering an AI engine to execute pixel-pattern analysis on the chosen segments. This process facilitates the extraction of comprehensive data related to code set forth by an authority having jurisdiction. Additionally, the invention includes methods for component searching within the design plans using symbols or polygon shapes selected by users, involving pixel-level analysis to identify matching dynamic components within the design plans.

Abstract: Methods and apparatus for processing two-dimensional references using an automated controller to refine a user interface version of a two-dimensional design plan. A two-dimensional reference, such as an architectural design plan is provided as input to a controller operative to be an artificial intelligence engine (AI engine). The AI engine generates a user interactive interface with refined attributes.

Abstract: Methods and apparatus for processing two-dimensional references using artificial intelligence to generate items in a construction takeoff. A two-dimensional reference, such as an architectural floor plan is provided as input to a controller operative to be an artificial intelligence engine (AI engine). The AI engine generates a user interactive interface and quantities of items, such as net floor space of a room or a region, and dominance rankings, which may be used to generate the construction takeoff.

Abstract: Apparatus operative via executable software to quantify building metrics using artificial intelligence analysis of a design plan. A design plan is represented using multiple dynamic components. Each dynamic component may include a parameter changeable via the user interactive interface. The dynamic components may be arranged in a user interactive interface to form a first set of boundaries, including a respective length and area, and defining at least a portion of a first unit. AI is used to determine a longest path of egress and a supportable occupancy load that may be used to determine compliance with parameters of a given code. The AI may assess whether a building described in the design plans complies with a relevant code set forth by an authority having jurisdiction. Codes may include, for example, codes enforcing fire safety and the Americans with Disabilities Act.

Abstract: Methods and apparatus for processing two-dimensional references using artificial intelligence to generate items in a construction takeoff. A two-dimensional reference, such as an architectural floor plan is provided as input to a controller operative to be an artificial intelligence engine (AI engine). The AI engine generates a user interactive interface and quantities of items, such as net floor space of a room or a region, and dominance rankings, which may be used to generate the construction takeoff.

Abstract: Artificial Intelligence systems quantify requirements for construction of a building by receiving two-dimensional representations (e.g., physical or electronic documents) and mimicking the perception, learning, problem-solving, and decision-making formerly performed by human workers. AI analysis may be repeated for multiple two-dimensional representations, each two-dimensional reference including a change to a design of a building to be constructed. The AI processes denote and track changes made in the sequence of two-dimensional references, and extrapolate changes to materials and labor that relate to the changes in design of the building to be constructed.

Abstract: Methods and apparatus for processing two dimensional references using artificial intelligence to generate requirements of a construction project. A two-dimensional reference, such as an architectural floor plan is provided as input to a controller operative to be an artificial intelligence engine (AI engine). The AI engine generates a user interactive interface and quantities of items, such as net floor space of a room or a region, which may be used to manage construction projects.

Abstract: Artificial Intelligence systems receive two dimensional design plans (e.g., physical, or electronic documents) that are processed to mimic the perception, learning, problem-solving, and decision-making formerly performed by human workers assessing the design plans for compliance with an applicable code. AI analysis converts vector images into patterns that are conducive to machine learning and generates a dynamic interface that allows a user to interact with the AI findings. The AI assesses whether a building described in the design plans complies with a relevant code set forth by an authority having jurisdiction. Codes may include, for example, codes enforcing fire safety and the Americans with Disabilities Act.

Abstract: Raised pavement marker useful in geographic areas where snow plows are used and comprising hollow base with an open bottom and dome top, characterized by:A. base cross section being closed curved shape like cylinder;B. dome having:1) outer surface which approximates surface of rotation of a sine wave with highest point in middle of dome;2) dome cross section is thickest near center and thinnest at p eriphery;3) at least 2 ribs projecting from surface, to protect reflector which may be cube corner reflectror affixed to dome;C. material of construction which is an elastomer having T.sub.g no greater than -50.degree. C., preferably polyurethane compound containing a lubricating polymer, such as a silicone.

Abstract: This invention pertains to an anode current collector for alkaline electrochemical cells having zinc anodes. An anode current collector made from silicon bronze alloy has improved welding characteristics and has a minimal effect on gassing.