Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: Systems and methods for lossy data compression using key artifacts and dynamically generated cycles are described, including receiving a data stream of relational data; detecting an artifact in the data stream associated with a critical point in the relational data; analyzing, by a processing device, the artifact to determine a set of artifacts associated with a complex event where the critical point is an endpoint of the complex event; calculating one or more cycle metrics based on the set of artifacts; generating a data structure associated with the complex event and cycle metrics; providing the data structure for marking a display of the relational data with the complex event based on the cycle metrics.

Abstract: A system and apparatus including a wireless network architecture that provides broadband data network coverage over an expandable geographic area. A media access control layer is also provided that facilitates access to the broadband wireless network. A high-frequency wireless modem enables high data rate access to the wireless network in a spectrally-efficient manner using SSB modulation. A wideband millimeter-wave antenna includes a cosecant-squared reflector enabling signal propagation between network elements thereby enabling seamless wireless communications. A millimeter-wave polarizer, and a septum polarizer each convert between linear and circular polarization. A cross-shaped horn antenna adapted for circularly polarized signals can also be used in combination with the septum polarizer. A combined horn antenna is fed using a microstrip patch antenna.

Abstract: Hybrid fiber/coax networks employ the existing cable plant used for cable TV and transmit data signals in a frequency bandwidth above that which is used for cable TV. As this cable plant was deployed in a tree and branch topology, data transmissions may be susceptible to noise, variable transmission loss and frequency dispersion, particularly in the upstream direction. Further, due to the tree and branch topology, homes at the far end of the network experience much greater loss than do the homes that are near to the headend/ONU. The present system, which uses point-to-point data links between intelligent network elements located in the feeder/distribution network to provide reliable, secure, bidirectional broadband access. Digital signals are terminated at the intelligent network elements, switched and regenerated for transmission across additional upstream or downstream data links as needed to connect a home to a headend or router.