Abstract: Aspects of the present disclosure relate to systems and methods for detecting emerging events. In various examples, a method for detecting emerging events includes obtaining communication data associated with communication between multiple sources, segmenting communication data into multiple segments, determining whether a data segment belongs to a familiar topic or none, and generating a notification when a familiar topic is mentioned for more or less than a mention prediction. Additionally, or alternatively, a notification may be generated when an unfamiliar topic emerges from a set of unfamiliar data segments if an associated segment count exceeds a critical mass threshold. To determine whether a data segment belongs to a familiar topic, the data segment may be transformed into a feature vector and mapped onto a feature space, where a distance-based similarity score may be determined.

Abstract: A system is provided for measuring soil properties. The system includes at least one sensor coupled to a row unit of an agricultural implement and a camera coupled to the row unit of the agricultural implement. The at least one sensor is configured to measure at least one soil property of soil worked by the row unit and/or of soil in a trench opened by an opening assembly of the row unit. And, the camera is arranged, on the row unit, to capture images of the soil worked by the row unit and/or the trench opened by the opening assembly of the row unit.

Abstract: Systems, methods and apparatus are provided for monitoring soil properties. An example control and monitoring system for an agricultural implement having a plurality of row units includes a reflectivity sensor, a camera, a processor, and a monitoring device. The reflectivity sensor generates a reflectivity signal related to reflectivity of soil worked by the row units. The camera captures images of a seed trench opened by an opening assembly of the row units. The camera is disposed on a shank extension forward of seeds being deposited in the seed trench by the row units. The processor is configured to calculate a statistical variation in the reflectivity signal and the monitoring device is configured to display one or more of the images captured by the camera and a representation of the statistical variation.

Abstract: Systems, methods and apparatus are provided for monitoring soil properties including soil moisture, soil electrical conductivity and soil temperature. Embodiments include a soil reflectivity sensor and/or a soil temperature sensor for measuring moisture and temperature.

Abstract: Systems, methods and apparatus are provided for monitoring soil properties including soil moisture, soil electrical conductivity and soil temperature. Embodiments include a soil reflectivity sensor and/or a soil temperature sensor for measuring moisture and temperature.

Abstract: Systems, methods and apparatus are provided for monitoring soil properties including soil moisture, soil electrical conductivity and soil temperature. Embodiments include a soil reflectivity sensor and/or a soil temperature sensor for measuring moisture and temperature.