Abstract: Bias metrics may be captured at different stages for training a machine learning model. A training job may specify bias metrics to capture at multiple different stages of a machine learning pipeline for a feature of a training data set used to train a machine learning model. The training job may be executed and the bias metrics determined at the stages as specified in the training job. The bias metrics for the different stages may be stored.

Abstract: Bias metrics and feature attribution may be monitored for a machine learning model. A request to enable monitoring for bias metrics or feature attribution may be received. Monitoring may be enabled to evaluate respective performance of inferences of a machine learning model according to the enabled bias metrics or feature attribution. If a divergence from reference data is detected, then a notification indicating the divergence may be sent.

Abstract: Modular carriage for varying spacing between ends of polymer pipe during fusion. The modular carriage includes a fixed jaw; an inner movable jaw; an outer moveable jaw and a plurality of guide rods. The fixed jaw being adapted for tool free engagement with the terminal ends of the plurality of guide rods. A carriage cylinder is associated with at least two of the guide rods and mounted for reciprocal travel along the length of its associated guide rod. The movable jaws being adapted for tool free engagement with at least two carriage cylinders for reciprocal travel therewith. A combined hydraulic cylinder/guide rod includes a guide rod with an integral guide rod piston, a cylindrical tube, and a guide rod gland on each end of the cylinder tube.

Abstract: A fusion machine which can be top-loaded on very large polyolefin pipes and pipelines has jaws which consist of an upper half jaw and lower left and right complemental jaws which pivot on the half jaw. Left and right actuators connected between the complemental jaws and the half jaw operate in one direction to cause the complemental jaws to rotate to an opened condition in which the upper half jaw can be lowered onto and lifted from the pipes to be fused and in the other direction to cause the complemental jaws to rotate to a closed condition in which the pipes to be fused are gripped so substantially around their circumferences as to resist their deformation from round during manipulation by the machine. The top-loading machine minimizes the need for heavy equipment to load and unload pipe to and from the fusion machine.

Abstract: A wireless controller for detecting events and controlling illumination of one or more light fixture is disclosed. The device includes a wireless transceiver, a processor, an input sensor, and an output control module. The wireless controller can be used with a the wireless lighting control system, including one using a wireless mesh network. The controller is configurable for the input sensor and output control module operating in either an interdependent mode or an independent mode. In the interdependent mode the input sensor and output control module are logically/functionally related, and in the independent mode the input sensor and output control module are logically/functionally unrelated.

Abstract: Circadian stimulus illumination control systems and methods are disclosed. Embodiments include a control system providing selection of a preset circadian stimulus profile, including a desired circadian stimulus level for setpoint times, for example, including a color temperature and brightness level for each setpoint time to simulate local natural sunlight conditions or a different selected lighting and/or stimulus condition. The control system wirelessly transmits information for the setpoints of the profile to lighting devices, which incrementally transition the color temperature and dimming of the lighting device between the profile setpoints.

Abstract: An illustrative wireless controller for a lighting fixture includes an actuator module, a control module, and optionally a sensor module. The control module includes a radio, an antenna, a user interface, and a controller. A control housing defines an enclosure for the control module and defines a male fitting for mounting the control housing to an opening defined through the light fixture housing. The actuator module includes an AC-to-DC converter, a power monitoring circuit, a load switching circuit, and a dimming control circuit. An actuator housing defines an enclosure for the actuator module and for mounting the actuator housing inside the fixture housing. The control module receives wireless lighting control signals, decodes the wireless lighting control signals, and controls the actuator module based on at least the decoded wireless lighting control signals, to control the electrical power supplied by a power converter to a lighting fixture lamp.

Abstract: Fastenerless and adhesiveless furniture pieces, which in various embodiments may include chairs, steps, adirondack chairs, footrests, and other furniture pieces, may each include a first panel, a second panel, and a plurality of support panels. The first and second panels may each one or more outwardly extending engagement members. The engagement members may each include a tapered void that mates with one of the support panels. The first and second panels may include curved edges that complement one another. The first panel, the second panel, and the plurality of support panels may be securely coupled to form the furniture piece, without relying on any fasteners or adhesives, when the complementary curved edges of the first and second panels are forced into abutting engagement with one another.

Abstract: An example telepresence terminal includes a display, an image sensor, an infrared emitter, and an infrared depth sensor. The terminal may determine image data using visible light emitted by the infrared emitter and captured by the image sensor and determine depth data using infrared light captured by the infrared depth sensor. The terminal may also communicate the depth data and the image data to a remote telepresence terminal and receive remote image data and remote depth data. The terminal may also generate a first display image using the lenticular display based on the remote image data that is viewable from a first viewing location and generate a second display image using the lenticular display based on the remote image data and the remote depth data that is viewable from a second viewing location.

Abstract: A wireless lighting control system includes a remote server system connected to a wide area network and having software for configuring, monitoring, and controlling lighting fixtures at an installation site. The site includes wireless devices in communication with a gateway via a local wireless network and at least some of the wireless devices are configured for scheduled automation associations, for example, to control one or more lighting fixtures depending on the state of one or more wireless devices having sensors or user interface elements. The associations can activate specific lighting effects, such as power, dimming, and scene control and also are dependent on selected scheduling events such as one or more of a time of day, day of week, and time delay.

Abstract: An example telepresence terminal includes a display, an image sensor, an infrared emitter, and an infrared depth sensor. The terminal may determine image data using visible light emitted by the infrared emitter and captured by the image sensor and determine depth data using infrared light captured by the infrared depth sensor. The terminal may also communicate the depth data and the image data to a remote telepresence terminal and receive remote image data and remote depth data. The terminal may also generate a first display image using the lenticular display based on the remote image data that is viewable from a first viewing location and generate a second display image using the lenticular display based on the remote image data and the remote depth data that is viewable from a second viewing location.

Abstract: Illumination control systems and methods, including those for influencing circadian rhythm, are disclosed. Embodiments include a control device capable of obtaining desired color temperature (e.g., local daylight) information, generating a color temperature value, and outputting a signal including the color temperature value. Embodiments further include a server having means for obtaining at least one of geographical location information and time of day information relative to the server, a processor to determine local daylight information, and a wireless transmitter to broadcast the signal within a site system. Embodiments further include one or more lighting control devices to control lighting devices, each lighting control having a wireless receiver to continuously listen for and receive the signal broadcasted by the server, and a lighting driver to change the lighting output of the coupled lighting device according to the detected signal.

Abstract: An example telepresence terminal includes a lenticular display, an image sensor, an infrared emitter, and an infrared depth sensor. The terminal may determine image data using visible light emitted by the infrared emitter and captured by the image sensor and determine depth data using infrared light captured by the infrared depth sensor. The terminal may also communicate the depth data and the image data to a remote telepresence terminal and receive remote image data and remote depth data. The terminal may also generate a first display image using the lenticular display based on the remote image data that is viewable from a first viewing location and generate a second display image using the lenticular display based on the remote image data and the remote depth data that is viewable from a second viewing location.

Abstract: Two-layer lighting control network systems and methods are disclosed. Embodiments include client lighting devices having a first type of radio for receiving wireless control signals, a lighting controller including a second type of radio, and a hub lighting device having a second type of radio for wireless communication with the lighting controller and a first type of radio for communicating with the client lighting devices. The first wireless network includes the first type of radio of hub lighting devices and the first type of radio of client lighting devices, and the second wireless network includes the second type of radio of the lighting controller and the second type of radio of the hub lighting devices. In at least one embodiment, client lighting devices are lamps having the first type of radio. In other embodiments, hub lighting devices are light fixtures having the first and second types of radios.

Abstract: A facer facing the ends of polyolefin pipes for butt fusion is modular in the sense that it employs three types of modules, a drive unit, two blade holders and a motor assembly, that are separable from one another and each independently light enough to be hand-lifted along walls and up to ceilings. The drive unit module is adjustable to accommodate different guide rail spacings. The blade holder modules are interchangeable to accommodate different diameters of pipe. The motor assembly module has multispeed capability to accommodate the total area of material to be faced. Each module can be exchanged or modified without use of tools to change the geometry of the assembled facer to accommodate different fusion machines and/or diameters of pipe within working spaces dictated by the diameter of the pipe and not by a fixed geometry of a facer.

Abstract: A wireless lighting control system includes a remote server system connected to a wide area network and having software for configuring, monitoring, and controlling lighting fixtures at an installation site. The site includes wireless devices in communication with a gateway via a local wireless network and at least some of the wireless devices are configured for scheduled automation associations, for example, to control one or more lighting fixtures depending on the state of one or more wireless devices having sensors or user interface elements. The associations can activate specific lighting effects, such as power, dimming, and scene control and also are dependent on selected scheduling events such as one or more of a time of day, day of week, and time delay.

Abstract: Two-layer lighting control network systems and methods are disclosed. Embodiments include client lighting devices having a first type of radio for receiving wireless control signals, a lighting controller including a second type of radio, and a hub lighting device having a second type of radio for wireless communication with the lighting controller and a first type of radio for communicating with the client lighting devices. The first wireless network includes the first type of radio of hub lighting devices and the first type of radio of client lighting devices, and the second wireless network includes the second type of radio of the lighting controller and the second type of radio of the hub lighting devices. In at least one embodiment, client lighting devices are lamps having the first type of radio. In other embodiments, hub lighting devices are light fixtures having the first and second types of radios.

Abstract: A wireless lighting control system includes a remote server system connected to a wide area network and having software for configuring, monitoring, and controlling lighting fixtures at an installation site. The site includes wireless devices in communication with a gateway via a local wireless network and at least some of the wireless devices are configured to control lighting fixtures, including a configurable user control device, such as a wall dimmer switch, having user interface elements configurable to activate specific lighting effects, such as power, dimming, and scene control. A user computer device is connected to the wide area network and has a graphical user interface enabling virtually mapping of user interface elements to lighting effects. Configuration can advantageously be done without physical access to either the user control device or to the lighting controllers, fixtures, or other devices at the installation site.

Abstract: A fusion machine which can be top-loaded on very large polyolefin pipes and pipelines has jaws which consist of an upper half jaw and lower left and right complemental jaws which pivot on the half jaw. Left and right actuators connected between the complemental jaws and the half jaw operate in one direction to cause the complemental jaws to rotate to an opened condition in which the upper half jaw can be lowered onto and lifted from the pipes to be fused and in the other direction to cause the complemental jaws to rotate to a closed condition in which the pipes to be fused are gripped so substantially around their circumferences as to resist their deformation from round during manipulation by the machine. The top-loading machine minimizes the need for heavy equipment to load and unload pipe to and from the fusion machine.

Abstract: Illumination control systems and methods, including those for influencing circadian rhythm, are disclosed. Embodiments include a control device capable of obtaining desired color temperature (e.g., local daylight) information, generating a color temperature value, and outputting a signal including the color temperature value. Embodiments further include a server having means for obtaining at least one of geographical location information and time of day information relative to the server, a processor to determine local daylight information, and a wireless transmitter to broadcast the signal within a site system. Embodiments further include one or more lighting control devices to control lighting devices, each lighting control having a wireless receiver to continuously listen for and receive the signal broadcasted by the server, and a lighting driver to change the lighting output of the coupled lighting device according to the detected signal.