Abstract: Disclosed is a variable-size and variable-amount topdressing device. The device includes a main frame; an image recognition unit; a variable-amount fertilizer applying portion; two electric push rods which are vertically and fixedly connected to inner opposite surfaces of the main frame respectively; and a variable-size fertilizer applying portion arranged at an output end of the variable-amount fertilizer applying portion, where a height of the variable-size fertilizer applying portion is adjusted by the two electric push rods, an output end of the variable-size fertilizer applying portion is arranged corresponding to the output end of the variable-amount fertilizer applying portion, and the variable-size fertilizer applying portion is used for adjusting a fertilizer applying range. The variable-amount fertilizer applying portion, the variable-size fertilizer applying portion and the two electric push rods are electrically connected to the image recognition unit.

Abstract: A self-calibration detection device and a temperature demodulation method oriented to a fiber Raman temperature sensing system. The self-calibration detection device comprises a fiber Raman thermodetector, thermostatic baths, a multi-mode sensing fiber, and a multi-mode reflector. The fiber Raman thermodetector comprises a pulsed laser whose output end is connected to the input end of a WDM. Two output ends of the WDM are respectively connected to input ends of a first and second APDs. Output ends of the first and second APDs are respectively connected to input ends of a first and second LNAs. Output ends of the first and second LNAs are connected to the input end of a data acquisition card whose output end is connected with the input end of a computer. The temperature demodulation method can solve the problems of low temperature measuring accuracy, lower temperature measurement stability and low temperature measurement efficiency.

Abstract: The present disclosure provides a comprehensive utilization method and test equipment for surface water, a goaf and geothermal energy in a coal mining subsidence area. The method comprises the following steps: determining a geothermal water collection area, arranging heat energy exchange equipment in a main roadway, and arranging a geothermal water extraction system, wherein the geothermal water extraction system comprises geothermal wells, extraction pipelines and tail water reinjection pipelines, the extraction pipelines are connected with the heat energy exchange equipment, and the tail water reinjection pipelines are connected with a water outlet of the heat energy exchange equipment; arranging a water channel on the surface, and arranging a drainage system on a subsidence trough to guide surface water to flow underground; and controlling directional and ordered flow of surface water through the coal mining subsidence area formed by ground mining to achieve sustainable mining of underground water.

Abstract: An object processing method includes acquiring a historical interaction feature of a user with a historical resource object corresponding to a target resource object, and acquiring a historical status feature of the historical resource object, the historical status feature indicating a change of a resource attribute of the historical resource object. The method further includes determining a conversion prediction feature of the user for the target resource object at a current time based on the historical interaction feature and the historical status feature, and predicting a conversion possibility degree of the user for the target resource object at the current time based on the conversion prediction feature, to determine whether to communicate with the user regarding the target resource object based on the conversion possibility degree.

Abstract: The present disclosure relates to a computer-implemented method for automated determination of a model compression technique for compression of an artificial intelligence-based model, a corresponding computer program product, and a corresponding apparatus of an industrial automation environment. The method includes automated provisioning of a set of model compression techniques using an expert rule, determining metrics for the model compression techniques of the set of model compression techniques based on weighted constraints, and selecting an optimized model compression technique based on the determined metrics.

Abstract: System, Device and Method of detecting at least one abnormal datapoint in operation data (U) associated with an industrial environment (610) is disclosed. The method comprising iteratively applying one or more anomaly detection models (fi) to at least one subset (S) of the operation data (U), wherein the anomaly detection models (fi) are trained based on a training dataset (L) consisting of datapoints labeled as normal; classifying subset-datapoints in the subset (S) as one of normal datapoints (N) and abnormal datapoints (A) using the anomaly detection models (fi); updating the training dataset at least with the normal datapoints; retraining the anomaly detection models (fi) with the updated training dataset after expiration of a threshold time, wherein the threshold time is based on the number of updates to the training dataset; and detecting the at least one abnormal datapoint in the operation data (U) using the anomaly detection models (f?i).

Abstract: A recommendation system and method for determining a compression rate for an AI model of an industrial task, wherein the parameters are reduced to a reduced number of parameters for the AI model, where each AI model is compressed with different compression rates in a first stage, where each compressed AI model is executed and the runtime properties are recorded as first results during the executions and an optimal compression rate is calculated by analyzing the first results and stored in a database, wherein data from the database is used to train an additional machine learning model in a second stage and, in a third stage, for a new AI model of a new task, a new set of desired runtime properties is defined and the additional model is employed for determining the optimal compression rate for that new AI model with respect to the desired runtime properties.

Abstract: An electroporation probe that includes an injection means, allowing a single electroporation probe to be used for both the electroporation of cells and the injection of a fluid. The electroporation probe having (a) a probe body having an interior channel, a first end, and a second end; (b) a plurality of perforations in the probe body proximal the second end; (c) a sleeve positioned within the interior channel, wherein the sleeve is moveable between a first position sealing the perforations and a second position opening the perforations; (d) a connection between the probe body and an electroporation machine, wherein the probe body is in electrical communication with the electroporation machine; and (e) a tubing in fluid communication with the interior channel, wherein fluid injected into a proximal end of the tubing is exitable through the perforations when the sleeve is in the second position.

Abstract: The present disclosure provides a comprehensive utilization method and test equipment for surface water, a goaf and geothermal energy in a coal mining subsidence area. The method comprises the following steps: determining a geothermal water collection area, arranging heat energy exchange equipment in a main roadway, and arranging a geothermal water extraction system, wherein the geothermal water extraction system comprises geothermal wells, extraction pipelines and tail water reinjection pipelines, the extraction pipelines are connected with the heat energy exchange equipment, and the tail water reinjection pipelines are connected with a water outlet of the heat energy exchange equipment; arranging a water channel on the surface, and arranging a drainage system on a subsidence trough to guide surface water to flow underground; and controlling directional and ordered flow of surface water through the coal mining subsidence area formed by ground mining to achieve sustainable mining of underground water.

Abstract: An electroporation probe that includes an injection means, allowing a single electroporation probe to be used for both the electroporation of cells and the injection of a fluid. The electroporation probe having (a) a probe body having an interior channel, a first end, and a second end; (b) a plurality of perforations in the probe body proximal the second end; (c) a sleeve positioned within the interior channel, wherein the sleeve is moveable between a first position sealing the perforations and a second position opening the perforations; (d) a connection between the probe body and an electroporation machine, wherein the probe body is in electrical communication with the electroporation machine; and (e) a tubing in fluid communication with the interior channel, wherein fluid injected into a proximal end of the tubing is exitable through the perforations when the sleeve is in the second position.