Abstract: Exemplary embodiments of the present disclosure are directed to a machine learning-based receiver that operates on the basis of a wide-band RF front-end. The RF front-end outputs clean IQ data to a SPectrum-Analysis-Isolation-Synthesis (SPAIS) system in order to collect analytics of signals present within the monitored band of frequencies, including signal center frequencies, bandwidth and power. The SPAIS system pre-processes the captured wideband IQ data in order to locate frequency bands with signal energy, isolate and synthesize the located frequency bands in corresponding IQ data for individual processing by a neural network with high classification accuracy.

Abstract: Exemplary embodiments of the present disclosure are directed to a machine learning-based receiver that operates on the basis of a wide-band RF front-end. The RF front-end outputs clean IQ data to a SPectrum-Analysis-Isolation-Synthesis (SPAIS) system in order to collect analytics of signals present within the monitored band of frequencies, including signal center frequencies, bandwidth and power. The SPAIS system pre-processes the captured wideband IQ data in order to locate frequency bands with signal energy, isolate and synthesize the located frequency bands in corresponding IQ data for individual processing by a neural network with high classification accuracy.

Abstract: A method of processing a radio frequency signal includes: receiving the radio frequency signal at an antenna of a receiver device; processing, by a radio frequency front-end device, the radio frequency signal; converting, by an analog-to-digital converter, the analog signal to a digital signal; receiving, by a neural network, the digital signal; and processing, by the neural network, the digital signal to produce an output.

Abstract: A method of processing a radio frequency signal includes: receiving the radio frequency signal at an antenna of a receiver device; processing, by a radio frequency front-end device, the radio frequency signal; converting, by an analog-to-digital converter, the analog signal to a digital signal; receiving, by a neural network, the digital signal; and processing, by the neural network, the digital signal to produce an output.

Abstract: An exemplary detection apparatus includes a housing having one or more sensors of one or more sensor types, an optional port for detachably mounting one or more of the sensors, and an optional motive system associated with a mode of transport for movement in an area of interest. A sensor circuit receives a signal originating from the one or more sensors, identifies the signal, optionally processes the signal data, and packages the raw signal data or processed signal data, as applicable, for transmission over a network. A control circuit establishes communication with the network for sending or receiving sensor data to/from other devices connected to the network, and controls the motive system for moving the apparatus to locations in the area of interest.

Abstract: A method of processing a radio frequency signal includes: receiving the radio frequency signal at an antenna of a receiver device; processing, by a radio frequency front-end device, the radio frequency signal; converting, by an analog-to-digital converter, the analog signal to a digital signal; receiving, by a neural network, the digital signal; and processing, by the neural network, the digital signal to produce an output.

Abstract: A method of processing a radio frequency signal includes: receiving the radio frequency signal at an antenna of a receiver device; processing, by a radio frequency front-end device, the radio frequency signal; converting, by an analog-to-digital converter, the analog signal to a digital signal; receiving, by a neural network, the digital signal; and processing, by the neural network, the digital signal to produce an output.

Abstract: A retractable impact protection system for use with a vehicle body having two cylindrical housings with telescopic extensions concentrically located at the ends of each housing that are able to secure the housings in a vertical position within the trunk of an automobile. A retractable protector-band is wound onto and off of a spool located inside the housing, and is rewound via a spring rewinder. The protector band is a resilient material and when in an extended position is able to protect the vehicle body from impact damage by creating a barrier. The left side retractable impact protection belt assembly and the right side retractable impact protection belt assembly extend from the trunk, down the sides of the automobile, and attach either to points on the vehicle front or attach to each other via hooks attached to the ends of the protector-bands.