An agricultural harvesting machine includes crop processing functionality configured to engage crop in a field, perform a crop processing operation on the crop, and move the processed crop to a harvested crop repository, and a control system configured to identify a weed seed area indicating presence of weed seeds, and generate a control signal associated with a pre-emergence weed seed treatment operation based on the identified weed seed area.

A computing system includes image receiving logic configured to receive image data indicative of an image of a field, ground identification logic configured to identify a first image portion of the image representing ground in the field, image segmentation logic configured to identify a remaining image portion that omits the first image portion from the image, and crop classification logic configured to apply a crop classifier to the remaining image portion and identify a second image portion of the image that represents locations of crop plants in the field. The computing system also includes weed identification logic configured to identify locations of weed plants in the field based on the identification of the first and second image portions and control signal generation logic configured to generate a machine control signal based on the identified locations of the weed plants.

A computing system includes image receiving logic configured to receive image data indicative of an image of a field, ground identification logic configured to identify a first image portion of the image representing ground in the field, image segmentation logic configured to identify a remaining image portion that omits the first image portion from the image, and crop classification logic configured to apply a crop classifier to the remaining image portion and identify a second image portion of the image that represents locations of crop plants in the field. The computing system also includes weed identification logic configured to identify locations of weed plants in the field based on the identification of the first and second image portions and control signal generation logic configured to generate a machine control signal based on the identified locations of the weed plants.

Implementations are described herein for localizing individual plants by aligning high-elevation images using invariant anchor points while disregarding variant feature points, such as deformable plants. High-elevation images that capture the plurality of plants at a resolution at which wind-triggered deformation of individual plants is perceptible between the high-elevation images may be obtained. First regions of the high-elevation images that depict the plurality of plants may be classified as variant features that are unusable as invariant anchor points. Second regions of the high-elevation images that are disjoint from the first set of regions may be classified as invariant anchor points. The high-elevation images may be aligned based on invariant anchor point(s) that are common among at least some of the high-elevation images. Based on the aligned high-elevation images, individual plant(s) may be localized within one of the high-elevation images for performance of one or more agricultural tasks.

The present teachings relate to a computerimplemented method comprising: receiving, at a processing means, a crop data indicative of the type of a crop; receiving, at the processing means, a region data indicative of at least one harmful organism that may be present at or around the location of the crop; selecting from a database, using the processing means, a sensor arrangement suitable for selectively genotyping at least one relevant harmful organism; wherein the at least one relevant harmful organism is among the at least one harmful organism, and wherein the selection is performed in response to the crop data and the region data. The present teachings also relate to: an electronic device comprising a processing means configured to execute the method steps disclosed; and, a computer software product.

Embodiments of the inventive concept provide a portable organic entity termination applicator unit. The applicator unit can include an organic herbicide reservoir or can otherwise be an herbicideless applicator unit. The applicator unit can include an outer housing, a cold water supply line, an organic herbicide reservoir to hold organic herbicide, an herbicide adjustment valve for controlling a liquid mixture, a heater core to pre-heat the herbicide water liquid mixture, and a delivery pipe to expel the heated liquid. The applicator unit can include a fuel canister receptacle to receive a fuel canister. The heater core may heat the liquid using fuel stored in the fuel canister.

Embodiments of the inventive concept provide a portable organic entity termination applicator unit. The applicator unit can include an organic herbicide reservoir or can otherwise be an herbicideless applicator unit. The applicator unit can include an outer housing, a cold water supply line, an organic herbicide reservoir to hold organic herbicide, an herbicide adjustment valve for controlling a liquid mixture, a heater core to pre-heat the herbicide water liquid mixture, and a delivery pipe to expel the heated liquid. The applicator unit can include a fuel canister receptacle to receive a fuel canister. The heater core may heat the liquid using fuel stored in the fuel canister.

An object of the present invention is to provide an agricultural work apparatus, an agricultural work management system, and a program capable of appropriately managing agricultural work information and smoothly implementing agricultural work and business in the future by making use of agricultural work information. An agricultural work apparatus may include: a first image-capturing device; an agricultural work determination unit that determines, on the basis of first image information obtained by capturing an image of a target of agricultural work through the first image-capturing device, whether or not to execute the agricultural work on the target; an agricultural work execution unit that executes the agricultural work; an agricultural work information generation unit that generates agricultural work information including a result of the agricultural work; a measurement unit that measures a position of the target; and an agricultural work information management unit that manages the agricultural work information and positional information.

Systems and methods of restoring a lake including dredging, island creation, water treatment, real estate development, computer modeling of environmental conditions, wave height reduction, sediment removal and encapsulation, bathymetry contouring, littoral zone restoration, plant restoration, and/or fish restoration.

Systems and methods of restoring a lake including dredging, island creation, water treatment, real estate development, computer modeling of environmental conditions, wave height reduction, sediment removal and encapsulation, bathymetry contouring, littoral zone restoration, plant restoration, and/or fish restoration.