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74results about How to "Effective migration" patented technology

Training method and device for financial risk identification model, computer equipment and medium

The invention discloses a training method and device for a financial risk identification model, computer equipment and a medium, and the method comprises the steps: obtaining first user data, with a first credit risk label, of a target domain financial project, inputting the first user data into a meta-learning device for training, and obtaining a classifier corresponding to the target domain financial project for risk identification. According to the method, the classifier corresponding to the target domain financial project is trained in a meta-learning mode, priori knowledge in a source domain task can be effectively migrated, so that the data volume of labeled samples required by model training is small, the generalization performance of the recognition model is improved, and the training process of the model is faster and more efficient. Besides, in the training process of the meta-learner, the source domain correlation among the categories of the task sets is learned, so that prior knowledge can be effectively migrated from tasks closer to the current target domain task during migration learning, and the accuracy of model recognition can be improved. The method can be widelyapplied to the technical field of machine learning.
Owner:TENCENT TECH (SHENZHEN) CO LTD

Fluoride-free waterproof agent with stereo silane structure and preparation method of fluoride-free waterproof agent

The invention discloses a fluoride-free waterproof agent with a stereo silane structure and a preparation method of the fluoride-free waterproof agent. In a formula I of a polymer, R1 refers to a long-chain acrylate structural chain segment, R2 refers to a polyhedral oligomeric silsesquioxane structural chain segment, R3 refers to a functional monomer structural chain segment, X refers to a natural number in a range of 1-150, and Y and Z refer to natural numbers in a range of 1-100. The fluoride-free waterproof agent is aqueous emulsion of the polymer shown as the formula I. By adoption of a polyhedral oligomeric silsesquioxane monomer with a vinyl structure for preparation of the fluoride-free waterproof agent through microemulsion polymerization, introduction of polyhedral oligomeric silsesquioxane with a stereo structure to a lateral group of a polymer long chain is realized, a low-surface-energy siloxane cubic structure can migrate to the fabric fiber surface more effectively in an emulsion film forming spread process to form continuous projections on the fabric fiber surfaces, and consequently waterproof effects are greatly improved. The fluoride-free waterproof agent is an environment-friendly waterproof agent, free of biotoxicity and nondegradability and harmless to organisms and environment.
Owner:BEIJING CTA TEX CHEM

Liquid state energy storage system applicable to depth peak load regulation of heat power generating unit

PendingCN106885232AMeet the needs of low-load Internet accessRaise the inlet temperatureSteam engine plantsFeed-water heatersSteam pressureMolten salt
The invention discloses a liquid state energy storage system applicable to depth peak load regulation of a heat power generating unit. The liquid state energy storage system comprises a low-temperature molten salt storage tank, a high-temperature molten salt storage tank, molten salt heat absorbers, a molten salt radiator, steam pressure reducers and connecting pipelines; the low-temperature molten salt storage tank is connected with the molten salt heat absorbers through a low-temperature molten salt heat absorption pipeline; the molten salt heat absorbers are connected with the high-temperature molten salt storage tank through a high-temperature molten salt heat absorption pipeline; the high-temperature molten salt storage tank is connected with the molten salt radiator through a high-temperature molten salt heat release pipeline; the molten salt radiator is connected with the low-temperature molten salt storage tank through a low-temperature molten salt heat release pipeline; the molten salt thermal absorbers are connected with a boiler and a steam turbine set through a steam by-pass pipeline and a steam heat release circuit pipeline; the steam turbine set and a condenser are connected with a high pressure heater and a low pressure heater of the heat power generating unit; the molten salt radiator is arranged between the boiler and the high pressure heater and is connected with the high pressure heater in series; and one steam pressure reducer is arranged on the steam heat release circuit pipeline.
Owner:DONGFANG BOILER GROUP OF DONGFANG ELECTRIC CORP

A knowledge topic short text hierarchical classification method based on topological characteristic extension

The invention provides a knowledge topic short text hierarchical classification method based on topological characteristic extension. The method can effectively organize and manage knowledge topic short texts and solve the problem of information overload caused by mass knowledge short texts in the internet. The method comprises the steps of: 1) building of initial text characteristics; 2) topological characteristic-based short text characteristic extension; 3) transfer learning method among heterogeneous knowledge topics. By collecting the lengths of short texts corresponding to a plurality of knowledge topics and performing primary quantitative statistical analysis, the sparse degree of the characteristics of knowledge topic short texts becomes clear; a knowledge topic short text network is built and analyzed according to term co-occurrence conditions among short texts, and finally community characteristics are selected to effectively extend text characteristics. The difference of domains is measured by calculating the KL divergence among knowledge topics and further auxiliary data are selected; by converting hierarchical classification to multi-classification, the method can effectively organize and manage knowledge topic short texts.
Owner:XI AN JIAOTONG UNIV

Application method in military equipment text entity extraction based on transfer learning

The invention provides an application method for military equipment text entity extraction based on transfer learning, which comprises the following steps: step 1, establishing a network model for boundary extraction and text fragment classification as a skeleton model for text entity extraction, and effectively overcoming the difference of network structures caused by different types of extractedentities in different fields; 2, analyzing source domain data, constructing a source domain problem set, and realizing task adaptation; 3, realizing domain adaptation by using a mask-based language model; and step 4, applying the model completing the domain adaptation and the task adaptation to the target domain, and completing the extraction of the military equipment text information. Accordingto the method, the difference of network structures caused by different entity extraction types in different fields is effectively overcome; according to the method, the existing open source sequenceannotation data is fully utilized, the named entity recognition model is trained on the basis, learned knowledge is applied to the target field, and the data annotation work in the target field is effectively reduced.
Owner:THE 28TH RES INST OF CHINA ELECTRONICS TECH GROUP CORP

DCs vaccine based on phospholipid hybrid polymersome jointly encapsulating antigen and dual immunoagonists and preparation method and application thereof

ActiveCN108938568AMaximize Targeting EffectAchieving ImmunotherapyCancer antigen ingredientsPharmaceutical non-active ingredientsT lymphocyteBiological activation
The invention relates to a DCs vaccine based on phospholipid hybrid polymersome jointly encapsulating an antigen and dual immunoagonists, a preparation method and application thereof. The phospholipidhybrid polymersome which can jointly load a model antigen OVA and two types of TLR agonists (TLR7/8 and TLR4) is used for stimulation in vitro of the DCs so as to realize the effective phagocytosis of DCs cells. The rapid and long-term immunostimulatory effect on the DCs is achieved by the internal and external co-loading of the OVA antigen. The synergistic effect of the two types of TLR agonistssignificantly enhances the immune response after antigen stimulation; the phospholipid hybrid polymersome which jointly encapsulates the antigen and the dual immunoagonists can effectively promote the activation and maturation of the DCs, increases the level of cross-presentation, promotes the migration of the DC vaccine to secondary lymphoid organs, and produces a strong specific cytotoxic T lymphocytes (CTLs) killing effect, thereby effectively killing tumor cells and realizing the immunotherapy of the DCs vaccine on tumors.
Owner:INST OF BIOMEDICAL ENG CHINESE ACAD OF MEDICAL SCI

Seawater pump fault monitoring device and diagnosis method based on multi-source information fusion

The invention belongs to the technical field of fault diagnosis, and particularly relates to a fault monitoring device and diagnosis method based on multi-source signal fusion, and the device comprises a vibration signal collection unit A, a current signal collection unit B, and a signal processing unit C; the signal acquisition units A and B use sensors to acquire vibration and current data of the seawater cooling pump; the signal processing unit C carries out fast Fourier transform (FFT) processing on the signals to obtain frequency domain information, and the fault monitoring device can monitor the time-frequency domain states of vibration signals and current signals of the sea water pump in real time and is used as data preparation for fault diagnosis. According to the seawater pump fault diagnosis method based on multi-source information fusion, the migration kernel locality preserving projection algorithm is used as a model, multi-source signal information obtained by a fault monitoring device is used as input, Acc and F1-score are used as evaluation indexes, and a trained classifier is used for classifying and identifying unknown fault data, so that fault information can bequickly obtained, the generalization ability is enhanced, and the diagnosis accuracy is improved.
Owner:JIANGSU UNIV OF SCI & TECH

Method and apparatus for preparing high-purity gallium

ActiveCN104711438AEffective migrationStabilize the solid-liquid interface regionLiquid stateLiquid metal
The present invention discloses a method and an apparatus for preparing high-purity gallium. According to the method, liquid-state high-purity gallium is placed on the bottom portion of a container and is cooled as a seed crystal, the liquid-state metal gallium is poured into the cooling container to cool and crystallize, a thermal source coil is opened after complete crystallization, the temperature and the movement speed of the thermal source coil are controlled, the thermal source coil moves from bottom to top, the stable solid-liquid interface during the solidification process is ensured, the solidification interception ratio is 70-90%, and the metal gallium can be purified to achieve more than or equal to 6N. The apparatus comprises the cooling container, a constant temperature cold source, the thermal source coil and a control device, wherein the bottom portion of the cooling container is provided with the constant temperature cold source, the upper portion of the cooling container is provided with a dust preventing cover, the thermal source coil sleeves on the outer side of the cooling container, and the thermal source coil is connected with the control device through a conducting wire so as to make the temperature and the movement speed of the thermal source coil be controlled by the control device. According to the present invention, characteristics of simple apparatus mechanism, easy method operation, convenient specification quantifying, good product stability and the like are provided.
Owner:NORTHEASTERN UNIV

Method for controlling sintering densification and grain sizes of metal materials

The invention provides a method for controlling sintering densification and grain sizes of metal materials. The method includes the steps that firstly, raw material powder is deagglomerated, and deagglomerated powder with good dispersity is obtained. The deagglomerated powder is subjected to spray granulation, so that the flow performance of the powder and the density uniformity of a pressing blank are improved. The granulated powder is subjected to high-pressure pressing and cold isostatic forming. After the pressing blank is subjected to two steps of pressureless sintering, high-density fine-grain refractory metal is obtained. According to the first step of sintering, the pressing blank is rapidly heated to the temperature T1, heat preservation is carried out, the density is controlled at 75-85%, then the pressing blank is reduced to the temperature T2, then time heat preservation is carried out, and residual holes are further eliminated. By means of the two steps of sintering, the sintering temperature can be greatly reduced, almost full densification of the metal blank can be achieved at low temperature, rapid growth of grains in the densification later period in the conventional sintering process can be effectively restrained, the prepared refractory metal product is almost fully dense, the grains are fine, the grain sizes are evenly distributed, and the mechanical performance is excellent.
Owner:UNIV OF SCI & TECH BEIJING

Preparation method of polymer microsphere with liquid carbon dioxide as medium

The invention discloses a preparation method of a polymer microsphere with liquid carbon dioxide as a medium. The method includes the steps of: adding a polymerization monomer, a photoinitiator and a stable dispersant into a reaction kettle, introducing a carbon dioxide gas to conduct emptying, then injecting liquid carbon dioxide, when the temperature and pressure in the reaction kettle become constant, irradiating the inside of the reaction kettle by an initiating light source, letting a reaction to undergo under a temperature ranging from -20 to 30DEG C and a pressure of 20-70bar for 0.5-5h; at the end of the reaction, bringing the temperature back to room temperature, washing the polymer precipitated to the bottom of the reaction kettle by liquid carbon dioxide, and removing the residual polymerization monomer, thus obtaining the polymer microsphere. The method provided in the invention introduces a photo-initiation technology into dispersion polymerization with carbon dioxide as the medium, greatly reduces the carbon dioxide system pressure, and shortens the time of polymerization reaction, thereby significantly reducing the cost of high-pressure reaction equipment and improving the production efficiency. The prepared microsphere has good hydrophobic property and low surface energy, and can be effectively enriched on a coating surface in coating application.
Owner:SHANGHAI WEIKAI CHEM +1

Preparation method of high-capacity high-safety solid-state lithium battery

The invention relates to a preparation method of a high-capacity high-safety solid-state lithium battery. The high-capacity high-safety solid-state lithium battery is prepared by taking a liquid metalcomplex prepared from liquid metal nanoparticles, carbon nanotubes and graphene as a negative active substance and taking solid electrolyte as an electrolyte. The negative active substance of the solid-state lithium battery adopts liquid metals, the carbon nanotubes and the graphene, wherein liquid metals tin and gallium have high energy density, can provide high capacity for the solid-state lithium battery, and thereby are ideal materials for a lithium battery with high energy density; the carbon nanotubes and the graphene are added to construct a three-dimensional frame which enables the lithium battery to have higher ionic conductivity; in addition, the three-dimensional frame has a complex structure and good mechanical properties, so that lithium dendrites formed on the surface of anode metal lithium can be inhibited, and the safety performance of the battery is improved; the cycle life of the battery is prolonged and the and the stability of the battery is improved; by adopting the solid electrolyte, the interface resistance can be greatly reduced to a great extent.
Owner:武汉新能源研究院有限公司

A kind of fluorine-free waterproofing agent with three-dimensional silane structure and preparation method thereof

The invention discloses a fluoride-free waterproof agent with a stereo silane structure and a preparation method of the fluoride-free waterproof agent. In a formula I of a polymer, R1 refers to a long-chain acrylate structural chain segment, R2 refers to a polyhedral oligomeric silsesquioxane structural chain segment, R3 refers to a functional monomer structural chain segment, X refers to a natural number in a range of 1-150, and Y and Z refer to natural numbers in a range of 1-100. The fluoride-free waterproof agent is aqueous emulsion of the polymer shown as the formula I. By adoption of a polyhedral oligomeric silsesquioxane monomer with a vinyl structure for preparation of the fluoride-free waterproof agent through microemulsion polymerization, introduction of polyhedral oligomeric silsesquioxane with a stereo structure to a lateral group of a polymer long chain is realized, a low-surface-energy siloxane cubic structure can migrate to the fabric fiber surface more effectively in an emulsion film forming spread process to form continuous projections on the fabric fiber surfaces, and consequently waterproof effects are greatly improved. The fluoride-free waterproof agent is an environment-friendly waterproof agent, free of biotoxicity and nondegradability and harmless to organisms and environment.
Owner:BEIJING CTA TEX CHEM
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