Abstract: Systems and methods are disclosed relating to distributed machine learning model resource allocation for building management systems. For example, a system can include at least one of an orchestrator or an optimizer to receive data regarding a workload to be performed using one or more machine learning models. The system can process the data to select one or more computing resources to deploy in order to perform the workload. The system can evaluate, using one or more trigger conditions, one or more characteristics of at least one of the data or the workload to determine to perform the workload.

Abstract: A system includes vibration sensors coupled to equipment and an edge device arranged between the vibration sensors and a communications network. The edge device detects an abnormality in vibration data from the vibration sensors, performs signal processing on the vibration data to obtain inputs for a machine learning model, determines whether the abnormality is occurring by applying the inputs to the machine learning model, and determines a trend associated with the abnormality based on outputs of the machine learning model. The trend characterizes a change in a degree of the abnormality or a duration of the abnormality. The edge device causes the vibration data to be communicated to a computing system via the communications network in response to the trend satisfying a criterion and compares the trend to the criterion to distinguish new abnormalities or substantial changes in abnormalities from substantially constant abnormalities.

Abstract: A system includes a plurality of vibration sensors configured to be coupled to a unit of building equipment, an edge device arranged between the plurality of vibration sensors and a communications network. The edge device is programmed to detect an abnormality in vibration data from the plurality of vibration sensors by ingesting streams of vibration data from the plurality of vibration sensors, performing signal processing on the streams of vibration data to obtain inputs for a machine learning model, determining whether the abnormality is occurring by applying the inputs to the machine learning model, determining a trend associated with the abnormality based on outputs of the machine learning model, and causing a portion of the vibration data to be communicated to a first computing system via the communications network in response to the trend satisfying a criterion.

Abstract: A system includes a plurality of vibration sensors configured to be coupled to a unit of building equipment, an edge device arranged between the plurality of vibration sensors and a communications network. The edge device is programmed to detect an abnormality in vibration data from the plurality of vibration sensors by ingesting streams of vibration data from the plurality of vibration sensors, performing signal processing on the streams of vibration data to obtain inputs for a machine learning model, determining whether the abnormality is occurring by applying the inputs to the machine learning model, determining a trend associated with the abnormality based on outputs of the machine learning model, and causing a portion of the vibration data to be communicated to a first computing system via the communications network in response to the trend satisfying a criterion.

Abstract: A system and method for cultivating plants is described. The system may include a tower structure having a vertical series of vessels for holding a netted pot or other container. The system may have a pressurized irrigation system that is in fluid communication with each vessel. The system may further include lamps to provide an adequate light source. The system may also include sensors, monitors and controls to establish and maintain environmental conditions suitable for proper plant growth. The system may further be implemented as a scalable system in which multiple tower structures may be installed into a scaffold system. Sets of towers may be slidably affixed to a scaffold such that the towers may be slid along a track thereby creating easy access to the plants, vessels, lights and the irrigation system. The system may be expanded to include multiple scaffolds affixed to a skeletal frame or compartment interior.

Abstract: A system and method for cultivating plants is described. The system may include a tower structure having a vertical series of vessels for holding a netted pot or other container. The system may have a pressurized irrigation system that is in fluid communication with each vessel. The system may further include lamps to provide an adequate light source. The system may also include sensors, monitors and controls to establish and maintain environmental conditions suitable for proper plant growth. The system may further be implemented as a scalable system in which multiple tower structures may be installed into a scaffold system. Sets of towers may be slidably affixed to a scaffold such that the towers may be slid along a track thereby creating easy access to the plants, vessels, lights and the irrigation system. The system may be expanded to include multiple scaffolds affixed to a skeletal frame or compartment interior.

Abstract: A system and method for cultivating plants is described. The system may include a tower structure having a vertical series of vessels for holding a netted pot or other container. The system may have a pressurized irrigation system that is in fluid communication with each vessel. The system may further include lamps to provide an adequate light source. The system may also include sensors, monitors and controls to establish and maintain environmental conditions suitable for proper plant growth. The system may further be implemented as a scalable system in which multiple tower structures may be installed into a scaffold system. Sets of towers may be slidably affixed to a scaffold such that the towers may be slid along a track thereby creating easy access to the plants, vessels, lights and the irrigation system. The system may be expanded to include multiple scaffolds affixed to a skeletal frame or compartment interior.

Abstract: A system and method for cultivating plants is described. The system may include a tower structure having a vertical series of vessels for holding a netted pot or other container. The system may have a pressurized irrigation system in fluid communication with each vessel. The system may further include lamps to provide an adequate energy source. The system may also include sensors, monitors and controls to establish and maintain environmental conditions suitable for proper plant growth. The system may further be implemented as a scalable system in which multiple tower structures may be installed into a scaffold system. Sets of towers may be slidably affixed to a scaffold such that the towers may be slid along a track thereby creating easy access to the plants, vessels, lights and the irrigation system. The system may be expanded to include multiple scaffolds affixed to a skeletal frame or compartment interior.

Abstract: A system and method for cultivating plants is described. The system may include a tower structure having a vertical series of vessels for holding a netted pot or other container. The system may have a pressurized irrigation system that is in fluid communication with each vessel. The system may further include lamps to provide an adequate light source. The system may also include sensors, monitors and controls to establish and maintain environmental conditions suitable for proper plant growth. The system may further be implemented as a scalable system in which multiple tower structures may be installed into a scaffold system. Sets of towers may be slidably affixed to a scaffold such that the towers may be slid along a track thereby creating easy access to the plants, vessels, lights and the irrigation system. The system may be expanded to include multiple scaffolds affixed to a skeletal frame or compartment interior.

Abstract: A satellite communication system may include a communication satellite orbiting Earth, a user terminal in radio communication with the communication satellite through a user link, a communication relay apparatus operating at an altitude of approximately 65,000 feet and in optical communication with the communication satellite through a feeder link, and a gateway station in radio communication with the communication relay apparatus through a gateway link.

Abstract: A communication network may include a satellite configured to provide a plurality of satellite cells within a satellite coverage area, and one or more unmanned aerial vehicles (UAVs) configured to fly within the satellite coverage area. Each UAV is configured to fly over one of the satellite cells. A resource allocation system may be configured to dynamically allocate at least a portion of a frequency spectrum between the satellite and the UAV(s). Each UAV provides a plurality of UAV cells within a satellite cell in response to the resource allocation system allocating the frequency spectrum (or portion thereof) to the UAV(s).

Abstract: A satellite communication system may include a communication satellite orbiting Earth, a user terminal in radio communication with the communication satellite through a user link, a communication relay apparatus operating at an altitude of approximately 65,000 feet and in optical communication with the communication satellite through a feeder link, and a gateway station in radio communication with the communication relay apparatus through a gateway link.

Abstract: A communication network may include a satellite configured to provide a plurality of satellite cells within a satellite coverage area, and one or more unmanned aerial vehicles (UAVs) configured to fly within the satellite coverage area. Each UAV is configured to fly over one of the satellite cells. A resource allocation system may be configured to dynamically allocate at least a portion of a frequency spectrum between the satellite and the UAV(s). Each UAV provides a plurality of UAV cells within a satellite cell in response to the resource allocation system allocating the frequency spectrum (or portion thereof) to the UAV(s).

Abstract: A method and apparatus for processing a signal is present. Information is carried in a frequency hopping signal. The frequency hopping signal is sent to a gateway in a communications network through a satellite. The frequency hopping signal is unprocessed by the satellite to identify the information in the frequency hopping signal.

Abstract: A system is provided for overlapping cells for wireless coverage in a cellular communication system. The system includes a beam-weight generator and beamformer coupled to the beam-weight generator. The beam-weight generator is configured to generate a plurality of beam weights including at least first and second sets of beam weights. And the beamformer is configured to apply the first and second sets of beam weights to signals in a cellular communication system. The cellular communication system provides coverage over a geographic region divided into cells arranged in overlapping first and second layers of cells having criteria optimized for respective, distinct first and second types of services, or communication by respective, distinct first and second types of user terminals. In this regard, the criteria are reflected in the first and second sets of beam weights.

Abstract: A method and apparatus for processing a signal. The signal is received in a receiver system in a satellite. The signal has a range of frequencies in which information is carried in a number of channels having a number of frequencies within the range of frequencies. The number of frequencies for a channel in the number of channels changes within the range of frequencies over time. The signal is transmitted using a transmitter system in the satellite. The signal is unprocessed to identify the number of frequencies for the channel used to carry the information by the satellite.

Abstract: A system is provided for overlapping cells for wireless coverage in a cellular communication system. The system includes a beam-weight generator and beamformer coupled to the beam-weight generator. The beam-weight generator is configured to generate a plurality of beam weights including at least first and second sets of beam weights. And the beamformer is configured to apply the first and second sets of beam weights to signals in a cellular communication system. The cellular communication system provides coverage over a geographic region divided into cells arranged in overlapping first and second layers of cells having criteria optimized for respective, distinct first and second types of services, or communication by respective, distinct first and second types of user terminals. In this regard, the criteria are reflected in the first and second sets of beam weights.

Abstract: A relay and distribution apparatus is provided for a cellular communication system. The relay and distribution apparatus includes an antenna system configured to lay down beams in overlapping first and M second N-cell frequency reuse patterns. The first frequency reuse pattern may be for communication of control channels of a cellular communication system, and the second frequency reuse patterns may be for communication of traffic channels exclusive of control channels of the cellular communication system. The second frequency reuse patterns may be staggered with one another. And cells of the second frequency reuse patterns may have a size only a fraction of which is for transmission of traffic channels any of which may be assignable through a control channel of the first reuse frequency pattern.

Abstract: A system is provided for overlapping cells for wireless coverage in a cellular communication system. The system includes a beam-weight generator and beamformer coupled to the beam-weight generator. The beam-weight generator is configured to generate a plurality of beam weights including at least first and second sets of beam weights. And the beamformer is configured to apply the first and second sets of beam weights to signals in a cellular communication system. The cellular communication system provides coverage over a geographic region divided into cells arranged in overlapping first and second layers of cells having criteria optimized for communication by respective, distinct first and second types of user terminals. In this regard, the criteria are reflected in the first and second sets of beam weights.

Abstract: Provided are methods for identifying a polynucleotide that can reduce the level of a target mRNA. The method can be performed by providing cells that express an RNA polynucleotide that contains a target mRNA sequence, an internal ribosome entry sequence (IRES) and a sequence encoding a secreted reporter protein; introducing to the cells a test polynucleotide, and measuring activity of the secreted reporter protein. A reduction in secreted reporter protein activity relative to a control cell into which the test polynucleotide has not been introduced is indicative that the test polynucleotide is capable of reducing the level of the target mRNA in the cells. The method is adaptable for high throughput screening methods and is suited for identifying polynucleotides that can catalyze cleavage of target mRNA and/or act on target mRNA through and antisense or RNAi mechanism.