Abstract: Mobile management method, system and client. Method includes receiving a DNS query for a host name from an application on client; retrieving reputation data associated with host name from a local cache on client; and determining a policy based on host name and the reputation data. Based on determined policy for the host name, blocking attempted network flows to a host corresponding to host name to produce blocked attempted network flows. Method also includes sending attempted network flow metadata related to the blocked attempted network flows to a collector on client; transmitting the attempted network flow metadata from the collector to a VPN server pool via a VPN tunnel; and producing an anomaly report from the transmitted attempted network flow metadata. The anomaly report includes at least one of anomalies, cohorts, trends, location boundaries, detected network security issues, detected compromised clients and/or optimized network usage.

Abstract: An illustrative smart sprayer for a precision agricultural implement includes a mount for coupling the sprayer to a modular tool arm of the implement, and a spray head, an airflow generator, a solenoid valve, and an inspirator mixer located within a containment shroud. The smart sprayer is one of alternative agricultural tools that can be selectively coupled to and be operated by a control system of the common platform precision agricultural implement, including a machine vision module for identifying and locating commodity plants, non-commodity plants, and positioning the agricultural tools laterally and vertically relative to commodity plant lines.

Abstract: An illustrative control system for a precision agricultural implement includes a controller having a convolutional neural network, an imaging device, a plurality of sensors, and a plurality of actuators in communication with the controller, the controller configured for detecting and tracking objects of interest in a commodity field, such a commodity plants, and the plurality of actuators including a plurality of agricultural tool actuators the controller operates based on the detection and tracking of object of interest in the commodity field.

Abstract: An illustrative modular smart implement for precision agriculture includes a chassis having a hydraulic system, a control system, and articulating tool arms that are adapted to releasably receive one of a tool attachment for working a crop and/or field, including precision planting, cultivating, thinning, spraying, harvesting, and/or data collection. A toolbar fixed to the chassis receives and supports the articulating tools arms. An alignment member and side shift actuator provide movement of a portion of the tool arms along an axis parallel to a longitudinal axis of the toolbar, and a lift actuator provide movement along a vertical axis.

Abstract: An illustrative control system for a precision agricultural implement includes a controller having a convolutional neural network, an imaging device, a plurality of sensors, and a plurality of actuators in communication with the controller, the controller configured for detecting and tracking objects of interest in a commodity field, such a commodity plants, and the plurality of actuators including a plurality of agricultural tool actuators the controller operates based on the detection and tracking of object of interest in the commodity field.

Abstract: An illustrative modular smart implement for precision agriculture includes a chassis having a hydraulic system, a control system, and articulating tool arms that are adapted to releasably receive one of a tool attachment for working a crop and/or field, including precision planting, cultivating, thinning, spraying, harvesting, and/or data collection. A toolbar fixed to the chassis receives and supports the articulating tools arms. An alignment member and side shift actuator provide movement of a portion of the tool arms along an axis parallel to a longitudinal axis of the toolbar, and a lift actuator provide movement along a vertical axis.

Abstract: An illustrative control system for an precision agricultural implement includes a controller having a convolutional neural network, a machine vision module, a plurality of sensors, and a plurality of actuators in communication with the controller, the plurality of actuators including a plurality of agricultural tool actuators.

Abstract: An illustrative control system for an precision agricultural implement includes a controller having a convolutional neural network, a machine vision module, a plurality of sensors, and a plurality of actuators in communication with the controller, the plurality of actuators including a plurality of agricultural tool actuators.

Abstract: An illustrative modular smart implement for precision agriculture includes a chassis having a hydraulic system, a control system, and articulating tool arms that are adapted to releasably receive one of a tool attachment for working a crop and/or field, including precision planting, cultivating, thinning, spraying, harvesting, and/or data collection. A toolbar fixed to the chassis receives and supports the articulating tools arms. An alignment member and side shift actuator provide movement of a portion of the tool arms along an axis parallel to a longitudinal axis of the toolbar, and a lift actuator provide movement along a vertical axis.

Abstract: An illustrative modular smart tool arm operable by a precision agricultural implement includes a mount for coupling the tool arm to the implement, an articulating base including a pair of linkages, a lift actuator, and linear motion bearings coupling the base to the mount. A unitary backbone member is coupled to the linkages and defines a mount for an agricultural tool and defines a mount for a machine vision module.