12results about How to "Implement preprocessing" patented technology

The invention discloses a lithology identification method based on a neural network, and the method comprises the steps: obtaining a logging curve, recognizing a missing value in the logging curve, taking the parameter data in the logging curve as sequence data, inputting the sequence data into an established neural network model, carrying out the prediction through the neural network model, obtaining the complementation data corresponding to the missing value, and obtaining the lithology of the logging curve. Filling missing values in the logging curve by using the completion data to obtain a complete logging data set, namely a first data set; based on the first data set, performing equalization processing on lithology classification samples in the first data set to obtain an equalization logging data set, namely a second data set; a whale optimization algorithm is adopted to optimize hyper-parameters of the classification model, target hyper-parameter configuration is obtained, and the classification model is configured; and inputting the second data set into the classification model, and identifying and outputting the lithology category. The method is high in missing value filling precision, excellent in sample equalization effect, remarkable in model performance optimization and high in system practicability.

This application belongs to the field of fetal brain age prediction technology, and relates to a method and system for predicting fetal brain age of the cerebellar vermis based on multimodal feature fusion. It employs the MST-Mamba segmentation network, and achieves synergy between local detail capture and global semantic modeling by embedding local-global aggregators at each level of the encoder. Simultaneously, a dynamic channel fusion unit is deployed at the jump connection between the encoder and decoder to avoid problems such as boundary ambiguity, missed classification, and misclassification. Through three parallel branches of a multi-granularity morphology-texture collaborative perception architecture, it simultaneously extracts two types of explicit features (macro-geometric and topological morphology) and two types of implicit features (micro-texture), achieving a comprehensive representation of the developmental features of the cerebellar vermis. After standardizing and calibrating the explicit features, they are spliced ​​and fused with the implicit features along the channel dimension to solve the problems of insufficient multimodal feature fusion and lack of calibration. Finally, prediction is performed using a multilayer perceptron regression head, ensuring the accuracy and stability of the brain age prediction results from the source.

This invention provides an AI real-time prediction method and apparatus. The method includes: obtaining a physical plan based on an AI-related SQL statement; obtaining a configured AI engine based on the physical plan and real-time AI metadata; using the configured AI engine to predict data to be predicted and obtaining prediction results; the amount of data to be predicted is dynamically adjusted according to data backlog. This invention seamlessly integrates an AI framework based on SQL statements, supports AI models trained in different modeling environments, avoids AI models failing to execute due to environmental differences, and eliminates the need for code development using programming languages ​​such as Java and Python. It achieves data stream preprocessing and real-time AI model prediction, improving the usability of real-time AI prediction solutions.

The utility model provides cotton yarn carding equipment with auxiliary structure belongs to textile machinery equipment technical field to solve the problem that the existing lumped cotton yarn is easy to block feed inlet, causes equipment overload shutdown, influences production efficiency, including carding machine main part, carding feed hopper, pre arranging roller, pre screening board, carding drive sliding block, carding drive mechanism and screening anti - jam mechanism, carding feed hopper fixed connection is in the front upper side of carding machine main part, and carding feed hopper is funnel -shaped structure, pre arranging roller sets up in the inboard of carding feed hopper, pre screening board fixed connection is in the lower end of carding feed hopper, carding drive sliding block sliding connection is in the outboard of carding feed hopper, carding drive mechanism sets up in the outboard of carding feed hopper, screening anti - jam mechanism sets up in the below of carding feed hopper, realized the pretreatment to raw material, significantly reduced material stagnation probability.

The utility model relates to the technical field of wastewater recycling, in particular to an incineration wet-process high-salinity wastewater recycling system. The incineration wet-process high-salinity wastewater recycling system comprises a wet-process deacidification tower and a high-salinity wastewater treatment tank, a siphon piece which enables the wet-process deacidification tower and the high-salinity wastewater treatment tank to be communicated with each other is installed between the wet-process deacidification tower and the high-salinity wastewater treatment tank, and a filtering piece is connected to the siphon piece, so that pretreatment of most suspended solids and part of precipitated salt particles in high-salinity wastewater is achieved; the problems of pipeline resistance and scaling at the rear end are reduced, the use of the pump body can be effectively reduced by utilizing the siphon piece, and the production cost is reduced; the gas outlet end of the high-salinity wastewater treatment tank is communicated with a buffer tank, the water outlet end of the buffer tank is connected with a flow adjusting part, the water outlet end of the flow adjusting part is connected with a quenching spray tower, and the gas inlet end of the quenching spray tower is communicated with the wet deacidification tower and the gas outlet end of the buffer tank through pipelines, so that the pipeline pressure and the pipeline flow can be adjusted, and the system load is reduced; and cooling emission of high-temperature flue gas is realized.

The application discloses an electrophoretic wastewater pretreatment method, which comprises the following steps: performing electrochemical treatment on electrophoretic wastewater in an electrochemical reactor to obtain treated electrophoretic wastewater. The material of an anode plate in the electrochemical reactor comprises at least one of ruthenium iridium titanium, platinum gold titanium, iridium tantalum titanium, diamond, 316L stainless steel and a titanium plate; and the material of a cathode plate in the electrochemical reactor comprises at least one of 316L stainless steel, foamed nickel, a titanium mesh and a titanium plate. The electrophoretic wastewater pretreatment method reduces the sludge production amount, has no secondary pollution, and has high and stable wastewater treatment effect, thereby effectively reducing the treatment cost of the electrophoretic wastewater.

The utility model discloses a combustion-supporting air inlet structure of a rotary kiln, and relates to the technical field of rotary kilns. The device comprises a fixing plate and a centrifugal fan, an air inlet assembly is arranged on the fixing plate, the air inlet assembly comprises a flow dividing disc fixedly connected to the side, away from the centrifugal fan, of the fixing plate and a sleeve penetrating through the fixing plate, and the flow dividing disc is fixedly communicated with a plurality of telescopic joints through branch pipes. And the interior of the sleeve is in threaded connection with a threaded rod, and a pretreatment assembly is arranged on the side, away from the fixing plate, of the centrifugal fan. The movable plate and the air inlet spray head are driven to move through the sleeve and the threaded rod, so that the air inlet position of the rotary kiln is adjusted, the problem that the air inlet position is inconvenient to adjust in the prior art is solved, combustion-supporting air is dehumidified through the filling frame, the combustion-supporting air is oxygenated and preheated through the oxygenation pipe and the serpentine pipe, and the air inlet position is adjusted. The problem that combustion-supporting air is inconvenient to pretreat in the prior art is solved.

The utility model discloses an odor treatment device which comprises a deodorization tower, biological stuffing, an air inlet pipe, an exhaust pipe, a drain pipe and a spray pipe, the bottom of the deodorization tower is open, the bottom of the deodorization tower is connected with a treatment box, the air inlet pipe and the drain pipe are respectively connected with the treatment box, and the spray pipe is connected with the biological stuffing. The upper end of the treatment box is connected with a filling pipe; a pretreatment pipe is arranged in the treatment box, the height of the pretreatment pipe is lower than the liquid level of water in the treatment box, one end of the pretreatment pipe is connected with the air inlet pipe, the other end of the pretreatment pipe is sealed, and a plurality of exhaust holes are uniformly formed in the treatment pipe. According to the device, dust and impurity particles in odor can be pretreated, and the risk that the dust and the impurity particles enter the biological filler is reduced, so that the risk that pores of the biological filler are blocked is reduced, the growth and reproduction of microorganisms are ensured, and the odor treatment effect is further ensured.

The invention discloses polishing equipment for fitness equipment production, relates to the technical field of intelligent manufacturing equipment industry, and can realize automatic, continuous and high-precision polishing of the inner wall of a port of a circular tube frame of fitness equipment through cooperation of a stepping conveying mechanism, a clamping mechanism and a polishing mechanism. A to-be-machined circular pipe can be stably conveyed to a polishing station through the stepping type conveying mechanism, the circular pipe in the polishing station is positioned through the distance measuring sensor, and precise centering of the port axes of the circular pipes with different lengths and different calibers and the rotation axis of the polishing head can be ensured in cooperation with adjustment of the sliding table and the lifting table; the problem of uneven polishing contact caused by non-coaxiality can be effectively solved, the polishing uniformity, precision and surface smoothness of the inner wall of the end opening of the circular pipe are remarkably improved, and the smoothness of follow-up production and assembly of fitness equipment is improved.

The utility model discloses screening equipment for corn processing, and relates to the technical field of corn processing, the screening equipment comprises a base and a screening mechanism, a plurality of supporting columns are fixedly installed on the upper surface of the base, a transition section is fixedly installed above the supporting columns, a processing bin section is fixedly installed above the transition section, and a feeding bin is fixedly installed above the processing bin section; a plurality of rubber springs are fixedly installed on the upper surface of the base, a connecting piece is fixedly installed on the lower surface of the screening mechanism, and a vibration motor is fixedly installed on one side of the connecting piece. According to the utility model, the filter cabin section, the screw rod, the moving block and the fan are arranged in a matched manner, and the partition block shunts fed materials, so that necessary conditions are provided for the fan to blow away dust and light impurities in the materials to be processed, the pretreatment of corns is realized, and the pollution in the screening process is reduced; and through cooperation of the inserting columns, the screen frames and the screening mechanism, the screen frames with different screening meshes can be conveniently replaced to meet the machining requirement when different screening requirements and specifications are met.

The utility model relates to the technical field of axle box bearings, and discloses an axle box bearing grease filling tool which comprises an installation box, a pretreatment mechanism is installed on the top of the rear side of the installation box and used for pretreatment of the device, and a mixing mechanism is installed on the top of the installation box and used for scraping dirt. The pretreatment mechanism comprises a treatment tank, the treatment tank is mounted on the rear side of the top end of the mounting box, and a second motor is mounted at the top of the left side of the treatment tank. According to the device, a second motor is started to drive a rotating rod to rotate, a driving bevel gear and a driven bevel gear are in meshing transmission, and the driven bevel gear enables a plurality of scraping plates to synchronously rotate through a telescopic rod at the bottom; meanwhile, a second connecting rope drives a filter plate to move, a scraper slides at the top of the filter plate in the rotating process to scrape dirt, the filter plate filters impurities generated in the treatment process, pretreatment of the device is achieved, and therefore the working efficiency is improved.

The utility model discloses an engineering machinery silencer, and relates to the technical field of silencers, and the technical scheme is that the engineering machinery silencer comprises a heat insulation module which is used for insulating heat generated in the working process of a device and comprises an inner barrel, the side wall of the inner barrel is fixedly connected with second heat insulation cotton, the side wall of the second heat insulation cotton is fixedly connected with an outer barrel, and the outer barrel is fixedly connected with a heat insulation cover. The pretreatment module is used for eliminating part of low and medium frequency noise and comprises an air inlet pipe penetrating through the side walls of the outer cylinder body and the inner cylinder body, the other side of the inner side wall of the air inlet pipe is fixedly connected with a blanking cap, and the pretreatment module is used for eliminating part of the low and medium frequency noise and comprises an air inlet pipe penetrating through the side walls of the outer cylinder body and the inner cylinder body; the engineering machinery silencer has the advantages that the service life of equipment is effectively prolonged by arranging the heat insulation module, low and medium frequency noise generated by airflow can be preliminarily eliminated by arranging the pretreatment module, pretreatment of the airflow is effectively achieved, and the noise elimination efficiency is effectively improved by arranging the treatment module.