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599results about How to "Improve sufficiency" patented technology

Method of fully detecting null pointer reference defects

InactiveCN103218296ASolve the problem of false positivesAchieve zero false negativesSoftware testing/debuggingInterval arithmeticTheoretical computer science
The invention discloses a method of fully detecting null pointer reference defects. The method comprises recognizing all addressable expressions of an application to be detected based on an abstract syntax tree; carrying out conservative interval arithmetic and pointer analysis on the application to be detected according to a control flow diagram, and generating a procedural summary according to results of the interval arithmetic and the pointer analysis; recognizing all pointer reference and referred pointers according to the procedural summary and the abstract syntax tree, and creating a null pointer reference defect state machine example on each referred pointer; and running the null pointer reference defect state machine examples based on the control flow diagram, carrying out state transition on each defect state machine example on each node of the control flow diagram according to the results of the interval arithmetic and the pointer analysis, and carrying out null pointer reference detection. By adopting the method of fully detecting the null pointer reference defects, the problem of failing to report the null pointer reference defects can be effectively solved, and zero omission and low misinformation of the null pointer reference defect detection are achieved.
Owner:BEIJING UNIV OF POSTS & TELECOMM

Energy-saving stove preheating premixed combustible gas by using after heat

The invention relates to an energy-saving stove preheating premixed combustible gas by using after heat. The stove comprise a stove plate, a burner and a mixing chamber, wherein the burner is arrange in the middle of the bottom of the stove plate, and the burner is communicated with the mixing chamber; the stove also comprises a fume guide hood for guiding fume after heat in the stove plate to the outer wall of the mixing chamber to preheat the premixed combustible gas in the mixing chamber; a flanged edge contacting with a cooker is arranged at the border of the stove plate; the fume guide hood is communicated with the bottom of the stove plate, and is sleeved outside the mixing chamber; the fume guide hood is in sealed connection with the outer wall of the mixing chamber at the bottom; the fume guide hood is provided with an after heat discharge outlet; and the stove plate is internally provided with cellular porous ceramic which is obliquely erected through an energy gathering plate bracket. According to the energy-saving stove provided by the invention, the traditional fume emission notch at the upper part of the stove plate is omitted, direct discharge of fume whose after heat is not utilized is reduced; and through arranging the mixing chamber in the fume guide hood, a preheating device and the stove form a whole body, and the purpose of preheating the premixed combustible gas delivered into the stove can be achieved without need of splitting for independent use.
Owner:珠海歌林能源科技有限公司

Silicon carbide crystal growth device and growth method thereof

The invention provides a silicon carbide crystal growth device and a silicon carbide crystal growth method. The growth device comprises a crucible assembly, a seed crystal fixator, a gas system and atemperature control system, the crucible assembly comprises a crucible body, a graphite partition plate and a crucible cover, the graphite partition plate is arranged on the upper portion of the crucible body and provided with a vent hole structure, and the crucible cover covers the crucible body to form a crucible internal containing cavity; the seed crystal fixer is arranged on the inner side ofthe crucible cover and is positioned above the graphite partition plate; the gas system comprises a gas inlet pipeline and a gas outlet pipeline; the air inlet pipeline is connected with an air inletformed in the crucible body, and the air inlet is located below the graphite partition plate; the exhaust pipeline is connected with an exhaust port formed in the crucible cover; and the temperaturecontrol system is used for controlling the crucible assembly to be heated. The graphite partition plate is used for rectifying gas-phase substances sublimated upwards, the production cost is reduced,and meanwhile the percent of pass and the quality of crystals are improved.
Owner:金华博蓝特新材料有限公司

TIG (tungsten inert gas) welding method for auxiliary mechanical vibration droplet transfer and TIG welding device for same

The invention provides a TIG (tungsten inert gas) welding method for auxiliary mechanical vibration droplet transfer and a TIG welding device for the same. The TIG welding device comprises a TIG power supply, a wire feeder, a guide tube, an auxiliary mechanical vibration device, a wire feeding nozzle and a welding wire, wherein the wire feeder is connected with the guide tube, the guide tube is connected with the wire feeding nozzle, and the auxiliary mechanical vibration device is fixed to a frame. A vibration rod is driven to vertically vibrate in a reciprocating manner by an internal body driving motor and a transmission device, and a buffer spring is sleeved between the vibration rod and a contact. The TIG welding method includes the steps: igniting an arc heating workpiece, forming a molten bath after arc is stable, and then starting the wire feeder to automatically feed in the welding wire; and starting the auxiliary mechanical vibration device, leading the vibration rod, the contact and the welding wire to mechanically vibrate, and performing welding under the action of auxiliary mechanical vibration. The TIG welding device is simple, convenient in operation and high in applicability, and compared with digital control equipment, the TIG welding device greatly reduces cost and is convenient for industrial popularization.
Owner:SHENYANG JINCHANG LANYU NEW MATERIAL CO LTD

Automatic checking method for change influence degree of model

The invention discloses an automatic checking method for change influence degree of a model. The automatic checking method comprises the following steps: a), collecting and analyzing SQL (structured query language) sentences performed by a database, and recording correlation between tables in the database; b) generating a correlation base line of a system data model to obtain a constrained graph of a system physical model, generating a physical model digraph according to the system service flow, and constructing a data model-service functional diagraph; c) when the software system has model changes, inputting the corresponding change information, and distinguishing the change influence range and the service functions according to the digraph and the functional digraph. According to the automatic checking method for change influence degree of the model disclosed by the invention, the SQL information of the database is collected, the model digraph is generated, the software change influence degree is analyzed from the software system physical model, the change influence range and the service function pots of the model are intelligently judged, and the risk and design defects are distinguished in advance, so that the intuition, the sufficiency and the efficiency of the change influence degree analysis are improved.
Owner:SHANGHAI SNC NET INFORMATION TECH CO LTD

Integration method of high-reliability power hybrid integrated circuit

The invention discloses an integration method of a high-reliability power hybrid integrated circuit. The method comprises the following steps of: (1) firstly, washing an original thick film substrate with ultra sound and drying; (2) forming a multilayer Cu-Ni-Cr-Au composite film at the back of a ceramic substrate in a high-vacuum magnetically-controlled sputtering platform in one step by using a high-vacuum sputtering method; (3) selectively sputtering another Cu-Ni-Cr-Au composite film again on the basis so that a multilayer metal film grooved mesh is formed in a selected region; (4) then, annealing at a high temperature to obtain a thick film substrate; and (5) assembling the thick film substrate on a shell base, assembling a semiconductor chip and other separate devices, bonding with silicon-aluminum wires to connect the circuit and seal a lid to obtain a made high-reliability power hybrid integrated circuit. The integrated circuit made by the method has favorable welding system compactness, adhesion, heat conductivity, rapid radiation and circuit reliability and is widely applied to the fields of aerospace, aviation, ships, precise instruments, geological exploration, oil exploration, communication, and the like.
Owner:GUIZHOU ZHENHUA FENGGUANG SEMICON

Activated carbon, preparation method thereof, and application of activated carbon in supercapacitor electrode

The invention relates to activated carbon, a preparation method thereof, and application of the activated carbon in a supercapacitor electrode. The method comprises the following steps of firstly drying, smashing and sieving an activated carbon raw material; then uniformly mixing the treated activated carbon raw material and an activating agent according to a certain mass ratio, under the protection of an inert atmosphere, heating in a sealed furnace body for carrying out activating agentmelt-impregnation, and then continuously warming for activating; purifying, ball-milling and sieving an obtained activated product, and finally carrying out high-heat treatment under the protection of an inert atmosphere to obtain the activated carbon. The specific surface area of the activated carbon provided by the invention is larger than 2000m<2> / g, and the specific surface area and the pore size distribution are controllable. The mass ratio capacitance of a supercapacitor prepared by adopting the activated carbon provided by the invention and a TEABF4 / PC organic system is larger than 130F / g. In addition, the activated carbon provided by the invention is simple in production process, low in preparation cost, short in period, good in comprehensive economic benefit, and easy to realize industrial production.
Owner:BTR NEW MATERIAL GRP CO LTD

SQL coverage-based automatic testing method for application software in database based on

ActiveCN104636257AAccurate understanding of test adequacyZero expansionSoftware testing/debuggingSpecial data processing applicationsLexical analysisApplication software
The invention discloses a SQL coverage-based automatic testing method for an application software in a database. The automatic testing method comprises the following steps: establishing a grammatical rule table for database access; statically analyzing a source code depending on a self-defined grammatical rule with the adoption of a lexical analysis and grammatical analysis technology, and acquiring code information related to the database access; dynamically analyzing the source code by adopting an ASM technology, respectively traversing multiple categories in the source code, and acquiring information, related to the database access, in each category; integrating a static analysis result and a dynamic analysis result to generate a database access behavior characteristic model, and constructing a database access behavior characteristic database according to the database access behavior characteristic model; and capturing database access dynamic execution characteristics when the source code is executed, carrying out matching calculation on the database access dynamic execution characteristics and the database access behavior characteristic database, and acquiring test coverage data based on SQL. The automatic testing method is capable of improving the adequacy and the effectiveness of an SQL coverage test and does not influence the execution characteristic of tested software while the SQL coverage test is realized.
Owner:胡兢玉 +1

Root strengthening ecological fertilizer of nitrogen fixation for medical stone plants

The invention discloses a nitrogen fixation and root strengthening ecological fertilizer of medical stone plants, and the weight percentages of components are: medical stones powders: 25 to 26 percent, volcanic rock powders: 10 to15 percent, bentonite: 20 to 25 percent; nidusvespae: 0.050 to 0.200 percent; iarovized seed: 0.050 to 0.200 percent; glycyrrhiza: 0.059 to 0.600 percent; alum: 0.005 to 0.02 percent; chinaberry seed: 0.05 to 0.200 percent; smoke spittle: 14.95 to 20 percent; radix stemonae: 0.059 to 0.60 percent and duckweed: 13 to 18 percent. The manufacturing method is that the medical stone ores and the volcanic rocks are used as raw materials to be rude grinded by a jaw grinder, medium silts are made by screening the grinded raw materials, the medium silts are fine grinded by a hammer type grinder, and the medical stone powders and the volcanic rock powders are made by screening with a 180 meshes sieve; the alum is grinded by the hammer type grinder and is screened to be 180 meshes alum powders; the bentonite is grinded by the hammer type grinder, and 180 meshes bentonite powders are made by screening; the smoke spittle, chinaberry seed, iarovized seed, radix stemonae grass, nidusvespae, glycyrrhiza and duckweed are taken respectively to be grinded by the hammer type grinder after being cut and sliced, and 180 meshes powders are made by screening respectively; the powder doses of various components are taken according to the weight percentages, mixed and stirred evenly.
Owner:黑龙江田雨绿色农业工程有限公司

Electric heat drying grinding cylinder for traditional Chinese medicine grinding

The invention discloses an electric heating drying and pulverizing cylinder for pulverizing traditional Chinese medicine, comprising a traditional Chinese medicine pulverizing cylinder body, a dust removal cylinder, a first-stage pulverizing roller group, a second-stage pulverizing cylinder and a quantitative discharge cylinder. The bottom of the traditional Chinese medicine pulverizing cylinder body is welded on a frame. The top of the traditional Chinese medicine pulverizing cylinder is welded with a traditional Chinese medicine adding bucket, and the inside of the traditional Chinese medicine pulverizing cylinder is installed with a uniform air plate, and a number of air inlet holes are evenly opened on the surface of the uniform air plate. There is an electric heating net, and a pulverizing chamber is arranged in the traditional Chinese medicine pulverizing cylinder on the other side of the uniform air plate; a dust suction pipe is installed on the top of the traditional Chinese medicine pulverizing cylinder, and the other end of the suction pipe is connected to a dust removal cylinder, and a dust removal cylinder is installed inside the dust removal cylinder. Realize the circulating flow of hot air, effectively dry the traditional Chinese medicine in the crushing chamber, have a good crushing effect on the traditional Chinese medicine, realize the quantitative discharge of the crushed particles of the traditional Chinese medicine, and effectively prevent the hot air in the crushing chamber from escaping from the quantitative discharge barrel. Improve the efficiency and effectiveness of traditional Chinese medicine crushing and drying.
Owner:张红叶

Automobile high beam identification system and method based on video deep learning

The invention discloses an automobile high beam identification system and method based on video deep learning. The system comprises a foreground part and a background part. The foreground part is used for realizing the identification and treatment of high beam violation behaviors and comprises a road monitoring equipment module, a video processing and identification module, an identification result processing module and a database of violation results to be detected which are orderly connected. The background part is used for processing a video and realizing the deep learning of the video and comprises a key frame extraction algorithm, a database with labels and a deep learning module. The database with the labels is obtained through calling the key frame extraction algorithm to carry out key frame extraction on original video data. The data in the database with the labels is used for training the deep learning module. The trained deep learning module and the key frame extraction algorithm are called by the video processing and identification module. According to the system and the method, a monitoring video is automatically analyzed and identified, the completeness of a law enforcement evidence is ensured, and the system and the method are similar to manual judgment and are intelligent.
Owner:SHANDONG JIANZHU UNIV

Multi-thread significance method based on light field camera

The present invention discloses a multi-thread significance method based on a light field camera. The method comprises: 1, employing a Lytro light field camera to collect five-dimensional light field data in a scene and obtains light field full-focusing images, depth images, a focus stack image sequence and a multi-view image sequence; 2, performing super-pixel segmentation of the full-focusing images, and extracting the color, the position and the depth difference characteristics between the pixel pairs on different light field images; 3, respectively extracting the average optical flow characteristics of an adjacent focal plane image and an adjacent visual angle image, and calculating the focus flow difference characteristics and the visual angle flow difference characteristics; 4, performing weighting and summation of the color, the depth, the focus flow and the visual angle flow difference characteristics, and taking the position difference characteristic as a weight, and obtaining the original substantial results of multiple clues; and 5, optimizing the original substantial results, and obtaining the multiple-clue significance of the light field camera. The multi-thread significance method based on a light field camera is able to solve the defect that the current two-dimensional and three-dimensional significance extraction method cannot obtain and use the vision multiple clues so as to effectively improve the extraction precision of the image significance in the complex changeable scene.
Owner:HEFEI UNIV OF TECH

Livestock breeding livestock watering trough inner wall cleaning device

ActiveCN110404905AImprove the cleaning effect of the inner wallIncrease cleaning rateAnimal watering devicesHollow article cleaningEngineeringMoving frame
The invention discloses a livestock breeding livestock watering trough inner wall cleaning device, and relates to the technical field of livestock breeding. The livestock breeding livestock watering trough inner wall cleaning device comprises a moving frame. A lifting plate which is parallel to the moving frame is connected to the moving frame in a driving mode through an extending mechanism. A cleaning assembly which is used for a watering trough is coaxially fixed to the bottom of each rotating shaft. An adjusting mechanism which is used for conducting separation distance adjustment on the cleaning assemblies is arranged on a surrounding plate. According to the livestock breeding livestock watering trough inner wall cleaning device, by means of the arranged adjusting mechanism, the cleaning assemblies which are used for cleaning the watering trough can be adjusted, and therefore the situation that brushes on rotating rollers can be well pressed and attached to the inner wall of the watering trough can be guaranteed, and the watering trough inner wall cleaning effect is greatly improved. An arranged gear disc and four driven gears are connected in a meshing mode to achieve the synchronous rotation of the four rotating rollers, and therefore the cleaning speed of the watering trough is remarkably increased, and the cleaning adequacy of the watering trough is remarkably improved. An arranged extending assembly can drive the cleaning assemblies to be subjected to the adjustment of the vertical height, and therefore the inner wall, with the different depths, of the watering trough can be fully cleaned, and the cleaning process is efficient and comprehensive.
Owner:山东千禧农牧发展有限公司

Reburning type circulating fluidized bed boiler

The invention discloses a reburning type circulating fluidized bed boiler, and belongs to the technical field of coal combustion technology and equipment. In the reburning type circulating fluidized bed boiler, a reburning bed is arranged on the pipeline of a material returning pipe to a hearth; the reburning bed is arranged on the pipeline between a material returning device and the hearth; and the reburning bed is a burning area enclosed by fireproof materials at the periphery. When the reburning type circulating fluidized bed boiler runs, air is blasted into the reburning bed, so that fly ash is burnt in the reburning bed and the fly ash after being burnt enters a dense-phase area of the hearth to bring the heat back to the hearth with the fly ash. In the process, the temperature of the reburning bed can be controlled according to the size of the ventilating capacity. The reburning type circulating fluidized bed boiler has the advantages that: the structure is simpler, the effective residence time of the fly ash is prolonged, the carbon content of the fly ash is reduced, and the sufficiency of combustion is improved. In addition, the excess air coefficient of the hearth can be indirectly controlled by adjusting the ventilating capacity of the reburning type circulating fluidized bed boiler.
Owner:TAIYUAN BOILER GROUP

Green plant high-yielding regulator

A green plant foliage fertilizer contains 39-41by weight of zeolite, 25-26. 5by weight of medical stone powder, 16-18by weight of altamud, 3-3. 3by weight of chinese herbal medicine, 0. 5-0. 5by weight ofalaum, 0. 5-0. 1by weight of nitrogen fertiliser slow-release agent, 0. 5-1by weight of phosphate regulating agent, 7-7. 5by weight of ferrous sulphate, and 4-4. 2by weight of zinc sulphate. The preparing method comprises: taking zeolite and medical stone ore as raw materials, crushing it with a jaw crusher, riddling with a medium screen to produce a medium powder, crushing it with a beater grinder, and riddling with a fine screen of 160 meshes to obtain zeolite powder and medical stone powder; taking alaum powder of 160 meshes to stand by service, crushing the raw materials that is quisqualis fruit, liquorice, stemona root radix stemonae, nidus vespae, fructus azedarach, flavescent sophora root, ducksmeat, plantago asiatica linne, soldiers wind, radix bupleuri, etc. with the beater grinder after cutting sheet, making it to be a medicine powder with a fine screen of 160 meshes; crushing the altamud powder with 160 meshes by the beater grinder; and by weight percentage, taking zeolite powder, medical stone powder, altamud powder, chinese herbal medicine powder, ofalaum, nitrogen fertiliser slow-release agent, phosphate regulating agent, ferrous sulphate and zinc sulphate in to a stirring mill, mixing for 15-20 minutes to be uniform to obtain the product.
Owner:黑龙江田雨绿色农业工程有限公司

Grain tedding device and use method thereof

The invention discloses a grain tedding device and a use method thereof. The grain tedding device comprises a base; four groups of jack bodies are symmetrically mounted on corners of the bottom of the base; a protecting plate is welded on the outer side of the top of the base; four groups of telescopic rods are symmetrically inlaid on corners of the top of the protecting plate; the tops of the telescopic rods are fixedly connected with a transparent glass plate through suction cups; sliding grooves are formed in two sides of the top of the protecting plate; sliding blocks are glidingly connected in the sliding grooves; a pushing plate is fixedly mounted between the sliding blocks through a connecting rod; a forward-and-reverse-rotation motor is fixedly mounted in the middle of the back end of the bottom of the base; screw rods are fixedly mounted in the sliding grooves through rolling bearings; and one end of each screw rod penetrates through the corresponding sliding block and the protecting plate to be in transmission connection with the forward-and-reverse-rotation motor through a belt pulley. The grain tedding device is simple and reasonable in structural design, convenient to operate, capable of saving time and effort, convenient to move, diversified in function, good in tedding effect, safe, stable, wide in application range and beneficial to promotion and popularization.
Owner:合肥朝霞机械科技有限公司

Fatigue driving detection method based on multi-modal information fusion

PendingCN112528815AOvercoming the problem of being easily disturbed by the external environmentImprove detection accuracyCharacter and pattern recognitionSensorsSignal classificationEngineering
The invention discloses a fatigue driving detection method based on multi-modal information fusion. The method comprises the steps: collecting electroencephalogram signals, facial images and vehicle driving lane images at the same time, constructing and training convolutional neural networks respectively, collecting and inputting to-be-detected data into the trained convolutional neural networks for preliminary prediction, and judging whether a driver is in a fatigue state or not by integrating preliminary prediction results. The method comprises the following specific steps: generating a training set, respectively constructing and training electroencephalogram signal classification, positioning eye and mouth areas, judging opening and closing states of eyes and mouth, positioning a convolutional neural network of lane line positions, collecting to-be-detected data, preliminarily predicting a fatigue driving state, and fusing and judging a fatigue state of a driver. According to the method, the problems of single driver fatigue state judgment basis mode and incomplete representation of the driver fatigue state are solved, the method has good robustness and stability, and the fatigue driving detection precision is improved.
Owner:XIDIAN UNIV

Multifunctional biomass hot water boiler

The invention discloses a multifunctional biomass hot water boiler. The multifunctional biomass hot water boiler comprises a boiler body. A support is arranged at the bottom end of the boiler body. A boiler ash chamber is arranged at the upper end of the support. A combustion chamber is arranged on the left side of the top end of the boiler ash chamber. A hot water chamber is arranged in the middle of the top end of the combustion chamber. The upper end of the left side of the combustion chamber is connected with a purification chamber through a smoke exhaust pipe. An air inlet chamber is arranged on the right side of the top end of the boiler ash chamber. A crushing chamber is arranged at the top end of the air inlet chamber. According to the multifunctional biomass hot water boiler, a crushing wheel is arranged in the crushing chamber and can completely crush fuel, and the combustion efficiency and the combustion sufficiency are improved; boiler ash can be filtered, the full utilization rate of boiler slag is increased, and the boiler slag which is not combusted fully is prevented from being wasted; waste gas generated by combustion can be effectively purified, and the situation that the waste gas is exhausted directly and consequently pollutes the environment is avoided; and the multifunctional biomass hot water boiler has the advantages of being efficient, capable of saving energy and environmentally friendly, biomass fuel is adopted for combustion, the using cost is low, and the practicability is high.
Owner:HARBIN XINGYU RIVETING

An efficient energy-saving pyrolysis tank device for soil restoration

InactiveCN107552556AIncreased efficiency of pyrolytic remediationReduce repair costsContaminated soil reclamationSpiral bladeSoil remediation
An efficient energy-saving pyrolysis tank device for soil restoration is disclosed. The device includes a superconducting magnetic annular water jacket, a soil pyrolysis restoration tank body, a preheating water jacket, a high-frequency coil, a ceramic inner cylinder and a spiral blade. The ceramic inner cylinder is mounted inside the soil pyrolysis restoration tank body. The inside of the ceramicinner cylinder is a pyrolysis restoration cavity. A rotating shaft is mounted in the middle of the pyrolysis restoration cavity. The rotating shaft in the pyrolysis restoration cavity is welded to the spiral blade. The surface of the spiral blade is provided with a plurality of liquid spraying holes. The liquid spraying holes are communicated with a flow guide passage in the rotating shaft. The external wall of the ceramic inner cylinder is wound with the high-frequency coil. The superconducting magnetic annular water jacket is disposed outside the high-frequency coil. The inside of the superconducting magnetic annular water jacket is a hot-water cavity. Energy-saving effects of the device are good. The soil restoration cost is reduced. Agent spraying uniformity and sufficiency during soil restoration are improved. Heating and restoration effects on soil in the pyrolysis restoration cavity are improved, and the heating efficiency is high. The superconducting magnetic annular water jacket completely shields electromagnetic drifts.
Owner:郑州晨昱硕电子科技有限公司

Multi-element gas co-infiltration strengthening system and process thereof

The invention discloses a multi-element gas co-infiltration strengthening system and a process thereof, and belongs to the technical field of workpiece heat treatment. According to the multi-element gas co-infiltration strengthening system and the process thereof, the problems of poor environmental protection, poor infiltration effect and single infiltration layer of traditional heat treatment aresolved. The multi-element gas co-infiltration strengthening system comprises a feeding unit, an air exchange unit, a heating pre-infiltration unit, a multi-element gas co-infiltration strengthening unit, a cooling protection unit and a discharge unit connected in sequence. By means of the multi-element gas co-infiltration strengthening system and a process thereof the, through the cooperation ofeach unit, a traditional acid anticorrosion process is replaced, so that the environmental protection is improved; through the air exchange unit, the air participation is avoided, so that the sufficiency of polyatomic infiltration is improved; through the combination of the heating pre-infiltration unit and microwave radiation, the structure of the surface of a lamp post is changed, so that the infiltration speed and depth of subsequent nitrogen, sulfur and chromium elements are improved; and in the strengthening treatment of multi-element gas co-infiltration, firstly, ammonia atmosphere nitriding treatment is adopted, and then gaseous carbon sulfur chromium complex is released by an accelerating infiltration ball B, so that the carburizing, sulphurizing and chromizing co-infiltration treatment is achieved, the structure of the infiltration layer is complex and diversified, and the hardness of the lamp post is improved.
Owner:江苏良川科技发展有限公司

A triple-optimal semi-supervised regression algorithm based on a self-training framework

The invention relates to a triple optimization semi-supervised regression algorithm under a self-training framework, which relates to the technical field of semi-supervised regression algorithm. The invention screens the unlabeled samples and the labeled samples, establishes a Gaussian process regression model, predicts the label value of the unlabeled sample set by using the model, and obtains afalse label sample set. Selecting the sample set of pseudo-label satisfying the condition by using the criterion of confidence degree; Further selecting a sample set of false tags with high credibility by judging confidence level, At that same time, the tag sample set and the untag sample set are updated, the untag sample set and the tag sample set are re-screened and the threshold is updated by utilizing the Gaussian process regression model, the false tag sample set of the untag sample set is predicted, the confidence degree of the false tag sample set is judged, and the self-training cycleis entered until the set cycle times are reached. The invention realizes the confidence judgment of the false label sample, and introduces a self-training frame to improve the utilization rate of thelabel-free sample, so as to improve the prediction effect of the model after using the label-free sample.
Owner:JIANGNAN UNIV
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