The present disclosure provides a cover for an electronic device and a biometric data apparatus for communication with an electronic device, wherein the biometric data apparatus comprises: a body; and a biometric data input element formed on the body; wherein at least part of the body is configured such that the biometric data apparatus may be releasably coupled to the electronic device when the cover for the electronic device is fitted to the electronic device.

Systems, methods and apparatus are described for reducing the occurrence of false alarms by determining the identify of people, typically via their mobile devices, in or near a monitored premises. A security system employing the embodiments described herein monitors a home or business to determine the presence of mobile devices in or near the premises, and determines whether such mobile devices are authorized, or not, to enter the premises after the security system has been armed. When an intrusion is detected, the security system determines whether any unauthorized mobile devices are present in or near the premises. If so, one or more escalated alarm responses are initiated by the security system. If no unauthorized mobile devices are in or near the premises when intrusion is detected, the security system ignores the intrusion and refrains from performing the escalated alarm responses.

An intrusion sensor for monitoring an entrance to a building to be monitored, the intrusion sensor being situated at the entrance on the inside of the building, includes an acceleration sensor which is configured to detect motions of the intrusion sensor in at least one spatial axis, and in the case of a motion in the at least one axis, to output an acceleration signal, including a surroundings sensor which is configured to detect at least one value of at least one physical variable in the surroundings of the intrusion sensor, and including a plausibility check device, which is configured to carry out a plausibility check of the acceleration signal using the detected value of the physical variable, and to output an intrusion signal if the result of the plausibility check is negative. Also described is a corresponding method and an alarm system including an intrusion sensor.

Enhancements of and to cell phone operations are based in whole or in part on determining the location of the cell phone. Systems and methods select and determine locations or areas of importance or relevance, and based on that information and other programmed factors affect or alter the operations of the cell phone. While the systems and methods are illustrated by use of cell phone embodiments and applications, they are equally applicable to virtually any portable or mobile communication device, including for example, wireless laptop computers and PDAs.

Enhancements of and to cell phone operations are based in whole or in part on determining the location of the cell phone. Systems and methods select and determine locations or areas of importance or relevance, and based on that information and other programmed factors affect or alter the operations of the cell phone. While the systems and methods are illustrated by use of cell phone embodiments and applications, they are equally applicable to virtually any portable or mobile communication device, including for example, wireless laptop computers and PDAs.

Methods and systems for pruning a convolutional neural network (CNN) include calculating a sum of weights for each filter in a layer of the CNN. The filters in the layer are sorted by respective sums of weights. A set of m filters with the smallest sums of weights is filtered to decrease a computational cost of operating the CNN. The pruned CNN is retrained to repair accuracy loss that results from pruning the filters.

The various implementations described herein include methods, devices and systems for detecting trigger events and executing security protocols. In one aspect, a method is performed at a server system that is coupled to a smart device system and a client device, the smart device system located at a premises. The server system: (1) detects an unverified user within the premises based on data collected by the smart device system, wherein the data is communicated to the server system via the wide area networks; (2) provides a notification regarding the unverified user to authorized users via the wide area networks; (3) receives, from a first authorized user, a first user input in response to the notification; and (4) in response to receiving the first user input, executes a security operation at the premises based on the first user input.

Methods and systems for monitoring a driver of a vehicle using a driver state monitoring (DSM) system. The DSM system includes a sensing unit that senses biological information of a user of a vehicle. The DSM system also includes a controller that determines a drowsy state of the user based on the sensed biological information. The controller also determines a current condition of traffic and outputs information recommending rest for the user based on the determined drowsy state of the user and the determined current condition of traffic. The controller monitors the traffic and determines a rest state of the user, and outputs an alarm based on monitoring the traffic and the determined rest state of the user.

A medication delivery system is disclosed that includes a portable container and a controller. The portable container includes a body and a lid that forms a securable storage compartment, and a latch that is coupled to the body and configured to releasably secure the lid. The portable container also includes a processor and a power source coupled to the latch, the processor causing the latch to release when an access signal based on a unique identifier is received.

A medication delivery system is disclosed that includes a portable container and a controller. The portable container includes a body and a lid that forms a securable storage compartment, and a latch that is coupled to the body and configured to releasably secure the lid. The portable container also includes a processor and a power source coupled to the latch, the processor causing the latch to release when an access signal based on a unique identifier is received.