Described herein are systems and methods for determining dryness of produce using image data. A method can include receiving, by a computing system and from an imaging device, image data of a batch of produce, performing, by the computing system, object detection to identify each produce in a frame of the image data, extracting, by the computing system, temperature values in pixels of the identified produce in the frame, and determining, by the computing system, distribution characteristics of the extracted temperature values. The method can also include predicting, by the computing system, a dryness metric for the batch of produce based on applying a trained model to the determined distribution characteristics. The model can be trained using temperature distributions of other produce, the temperature distributions being annotated based on previous mappings of skewness of the temperature distributions to dryness.

Potentially off-grid grain conditioners that can be operably connected to an aeration grain bin or silo to blow heated air through the crop to dry the crop or to blow ambient temperature air through the crop to cool it are disclosed. A fan is powered by a motor that may be mounted inside the air stream to allow the heat from the motor to be collected and forced into the airstream that is blown into the grain bin. The engine exhaust may be routed through an air exchanger to remove heat from the exhaust and direct heat into the grain bin, or the exhaust may be put into the atmosphere without capturing any of the heat, which allows the fan to operate in a cooling mode. The motor may be mounted inline or mounted to the side for a centrifugal aeration fan.

An apparatus and a method is provided for continuously drying bulk goods, in particular wood fibers and/or wood chips, in a dryer, wherein the drying vapors are led to a dryer circuit, in which the drying vapors are indirectly heated via a heat-exchanger and are conducted to the dryer again.

An apparatus and a method is provided for continuously drying bulk goods, in particular wood fibers and/or wood chips, in a dryer, wherein the drying vapors are led to a dryer circuit, in which the drying vapors are indirectly heated via a heat-exchanger and are conducted to the dryer again.

Lyophilization methods for preparing protein formulations for long-term storage at room temperature or improved stability at refrigeration storage are provided. Specifically, the present application provides lyophilization methods to obtain a target percentage of residual moisture of a lyophilized product, such as 3-5% residual moisture. The secondary drying of the lyophilization can be conducted under controlling rate of desorption under a temperature which is similar to the shelf temperature of the primary drying. Alternatively, the lyophilization can be conducted without a distinguished secondary drying step.

A system for reducing moisture content of a wet waste product includes a drying surface; a dispenser that deposits the wet waste product onto the drying surface; an air moving device (AMD) that induces a flow of ambient air over the wet waste product on the drying surface to produce a dried waste product from the wet waste product; a collection area that transports the dried waste product away from the drying surface; and an agitator that moves the dried waste product from the drying surface to the collection area after the dried waste product has been dried to have a predetermined moisture content. A corresponding method for reducing moisture content of the wet waste product comprises using the system to convectively dry the wet waste product to produce the dry waste product. The wet waste product can be from a swine lagoon.

A system for reducing moisture content of a wet waste product includes a drying surface; a dispenser that deposits the wet waste product onto the drying surface; an air moving device (AMD) that induces a flow of ambient air over the wet waste product on the drying surface to produce a dried waste product from the wet waste product; a collection area that transports the dried waste product away from the drying surface; and an agitator that moves the dried waste product from the drying surface to the collection area after the dried waste product has been dried to have a predetermined moisture content. A corresponding method for reducing moisture content of the wet waste product comprises using the system to convectively dry the wet waste product to produce the dry waste product. The wet waste product can be from a swine lagoon.

A machine for processing textile substrates includes a base configured to receive a substrate support carrying a textile substrate, and may further include a nozzle assembly supported above the base for applying pretreatment liquid to a pretreatment area of the substrate during relative movement between the nozzle assembly and the substrate support along a conveying direction. A forced air assembly is supported above the base for movement transverse to the conveying direction. A controller that controls the relative movement between the substrate support and the nozzle assembly along the conveying direction, or the movement of the forced air assembly along the second axis based on information related to a pretreatment area or a print area of the textile substrate in order to direct heated air from the forced air assembly onto an area of the textile substrate substantially corresponding to the pretreatment area or the print area.

A system for drying grain in a storage bin, having an air injector for injecting external air into the bin interior to displace moist warm air toward an air extractor and the air extractor for extracting moist warm air from the bin interior and directing it outside the bin.

An apparatus and a method is provided for continuously drying bulk goods, in particular wood fibers and/or wood chips, in a dryer, wherein the drying vapors are led to a dryer circuit, in which the drying vapors are indirectly heated via a heat-exchanger and are conducted to the dryer again.