Abstract: A lift device includes a lift apparatus, a base assembly, and a controller. The lift apparatus is configured to raise and lower a removable robotic implement assembly. The base assembly is configured to support the lift apparatus and a primary mover. The primary mover is configured to provide rotational motion to one or more wheels supported by the base to move the lift apparatus. The controller is in communication with the implement assembly and the lift apparatus. The controller is configured to adjust a position of the robotic implement assembly and the lift apparatus in response to receiving instructions to perform a task.

Abstract: A lift device includes a base assembly, a turntable assembly, and a controller. The base assembly includes multiple base assembly batteries. The turntable assembly is rotatably coupled with the base assembly through a slip ring transmission. The turntable assembly includes multiple turntable assembly batteries. The controller is configured to operate the base assembly batteries to discharge electrical energy to the turntable batteries through the slip ring transmission. The slip ring transmission is configured to both (1) drive the turntable assembly to rotate relative to the base assembly and (2) to electrically and communicably couple electrical components of the base assembly with electrical components of the turntable assembly.

Abstract: A lift device includes a lift apparatus, a base assembly, and a controller. The lift apparatus is configured to raise and lower a removable robotic implement assembly. The base assembly is configured to support the lift apparatus and a primary mover. The primary mover is configured to provide rotational motion to one or more wheels supported by the base to move the lift apparatus. The controller is in communication with the implement assembly and the lift apparatus. The controller is configured to adjust a position of the robotic implement assembly and the lift apparatus in response to receiving instructions to perform a task.

Abstract: A lift device includes a base assembly, a turntable assembly, and a controller. The base assembly includes multiple base assembly batteries. The turntable assembly is rotatably coupled with the base assembly through a slip ring transmission. The turntable assembly includes multiple turntable assembly batteries. The controller is configured to operate the base assembly batteries to discharge electrical energy to the turntable batteries through the slip ring transmission. The slip ring transmission is configured to both (1) drive the turntable assembly to rotate relative to the base assembly and (2) to electrically and communicably couple electrical components of the base assembly with electrical components of the turntable assembly.

Abstract: A neural network is trained using transfer learning to analyze medical image data, including 2D, 3D, and 4D images and models. Where the target medical image data is associated with a species or problem class for which there is not sufficient labeled data available for training, the system may create enhanced training datasets by selecting labeled data from other species, and/or labeled data from different problem classes. During training and analysis, image data is chunked into portions that are small enough to obfuscate the species source, while being large enough to preserve meaningful context related to the problem class (e.g., the image portion is small enough that it can't be determined whether it is from a human or canine, but abnormal liver tissues are still identifiable). A trained checkpoint may then be used to provide automated analysis and heat mapping of input images via a cloud platform or other application.

Abstract: A lift vehicle includes a chassis, an implement, a lift arm coupling the implement to the chassis, a load sensor, a tilt sensor, and a controller. The lift arm includes an actuator configured to selectively extend the lift arm and a length sensor configured to provide data relating to a length of the lift arm. The load sensor can provide data relating to a load at the implement. The tilt sensor can provide data relating to an angular orientation of the chassis relative to a reference plane. The controller can receive data from the length sensor, the load sensor, and the tilt sensor. The controller can determine, based on the data from the load sensor and the tilt sensor, an operating envelope for the lift arm. The operating envelope can include a maximum extension of the lift arm. The controller can selectively limit an operation of the lift arm such that the lift arm operates within the operating envelope.

Abstract: A neural network is trained using transfer learning to analyze medical image data, including 2D, 3D, and 4D images and models. Where the target medical image data is associated with a species or problem class for which there is not sufficient labeled data available for training, the system may create enhanced training datasets by selecting labeled data from other species, and/or labeled data from different problem classes. During training and analysis, image data is chunked into portions that are small enough to obfuscate the species source, while being large enough to preserve meaningful context related to the problem class (e.g., the image portion is small enough that it can't be determined whether it is from a human or canine, but abnormal liver tissues are still identifiable). A trained checkpoint may then be used to provide automated analysis and heat mapping of input images via a cloud platform or other application.

Abstract: A lift device includes a lift apparatus and a base assembly. The lift apparatus is configured to raise and lower an implement assembly. The base assembly is configured to support the lift apparatus. The base assembly includes a deployable operator station transitionable between a deployed position and a stowed position. In the deployed position, the deployable operator station is configured to provide a seating and control arrangement for an operator. In the stowed position, the deployable operator station is substantially sealed from an external environment to limit access to the deployable operator station.

Abstract: A frame, a boom assembly, and an actuator. The boom assembly includes a first boom section having a proximal end coupled to the frame and a distal end opposite the proximal end and a second boom section pivotably coupled to the distal end of the first boom section. The actuator is reconfigurable between a locked configuration and an unlocked configuration. The actuator permits the boom assembly to move freely when the actuator is in the unlocked configuration. In the locked configuration, the actuator is positioned to couple the second boom section to the frame such that the actuator limits movement of the first boom section relative to the frame.

Abstract: A lift device includes a base assembly, a turntable assembly, and a controller. The base assembly includes multiple base assembly batteries. The turntable assembly is rotatably coupled with the base assembly through a slip ring transmission. The turntable assembly includes multiple turntable assembly batteries. The controller is configured to operate the base assembly batteries to discharge electrical energy to the turntable batteries through the slip ring transmission. The slip ring transmission is configured to both (1) drive the turntable assembly to rotate relative to the base assembly and (2) to electrically and communicably couple electrical components of the base assembly with electrical components of the turntable assembly.

Abstract: A lift device includes a lift apparatus and a base assembly. The lift apparatus is configured to raise and lower an implement assembly. The base assembly is configured to support the lift apparatus. The base assembly includes a deployable operator station transitionable between a deployed position and a stowed position. In the deployed position, the deployable operator station is configured to provide a seating and control arrangement for an operator. In the stowed position, the deployable operator station is substantially sealed from an external environment to limit access to the deployable operator station.

Abstract: A lift device includes a base assembly, a turntable assembly, and a controller. The base assembly includes multiple base assembly batteries. The turntable assembly is rotatably coupled with the base assembly through a slip ring transmission. The turntable assembly includes multiple turntable assembly batteries. The controller is configured to operate the base assembly batteries to discharge electrical energy to the turntable batteries through the slip ring transmission. The slip ring transmission is configured to both (1) drive the turntable assembly to rotate relative to the base assembly and (2) to electrically and communicably couple electrical components of the base assembly with electrical components of the turntable assembly.

Abstract: A neural network is trained using transfer learning to analyze medical image data, including 2D, 3D, and 4D images and models. Where the target medical image data is associated with a species or problem class for which there is not sufficient labeled data available for training, the system may create enhanced training datasets by selecting labeled data from other species, and/or labeled data from different problem classes. During training and analysis, image data is chunked into portions that are small enough to obfuscate the species source, while being large enough to preserve meaningful context related to the problem class (e.g., the image portion is small enough that it can't be determined whether it is from a human or canine, but abnormal liver tissues are still identifiable). A trained checkpoint may then be used to provide automated analysis and heat mapping of input images via a cloud platform or other application.

Abstract: A lift device includes a lift apparatus, a base assembly, and a controller. The lift apparatus is configured to raise and lower a removable robotic implement assembly. The base assembly is configured to support the lift apparatus and a primary mover. The primary mover is configured to provide rotational motion to one or more wheels supported by the base to move the lift apparatus. The controller is in communication with the implement assembly and the lift apparatus. The controller is configured to adjust a position of the robotic implement assembly and the lift apparatus in response to receiving instructions to perform a task.

Abstract: A lift device includes a base assembly, a turntable assembly, and a controller. The base assembly includes multiple base assembly batteries. The turntable assembly is rotatably coupled with the base assembly through a slip ring transmission. The turntable assembly includes multiple turntable assembly batteries. The controller is configured to operate the base assembly batteries to discharge electrical energy to the turntable batteries through the slip ring transmission. The slip ring transmission is configured to both (1) drive the turntable assembly to rotate relative to the base assembly and (2) to electrically and communicably couple electrical components of the base assembly with electrical components of the turntable assembly.

Abstract: A method for providing access to an operator for a heavy equipment is shown. The method includes receiving equipment data and a first set of operator identification data from the operator, the operator identification data including an identify of the operator. The method includes verifying that the operator identification data can be registered with the equipment data. The method includes registering the identity of the operator with the equipment data such that the operator is registered to operate the heavy equipment. The method includes receiving a second set of operator identification data from the operator at a future time period. The method includes determining that the operator is permitted to operate the heavy equipment based on the second set of operator identification data comprising biometric data that is indicative of the identity of the operator.

Abstract: A lift device includes a lift apparatus and a base assembly. The lift apparatus is configured to raise and lower an implement assembly. The base assembly is configured to support the lift apparatus. The base assembly includes a deployable operator station transitionable between a deployed position and a stowed position. In the deployed position, the deployable operator station is configured to provide a seating and control arrangement for an operator. In the stowed position, the deployable operator station is substantially sealed from an external environment to limit access to the deployable operator station.

Abstract: A frame, a boom assembly, and an actuator. The boom assembly includes a first boom section having a proximal end coupled to the frame and a distal end opposite the proximal end and a second boom section pivotably coupled to the distal end of the first boom section. The actuator is reconfigurable between a locked configuration and an unlocked configuration. The actuator permits the boom assembly to move freely when the actuator is in the unlocked configuration. In the locked configuration, the actuator is positioned to couple the second boom section to the frame such that the actuator limits movement of the first boom section relative to the frame.