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57results about How to "Solve the inconvenience of application" patented technology

Personalized recommendation method and system based on collaborative filtering and deep learning

The invention provides a personalized recommendation method and system based on collaborative filtering and deep learning, and the method comprises the steps: obtaining historical behavior feature data of commodities purchased by a user, carrying out the preprocessing, and sorting the purchasing behaviors of the user according to the time, wherein the sorted data is called a behavior feature sequence of the user; performing the personalized recommendation system modeling, which comprises the steps of obtaining input vectors of a user and a commodity from an interaction matrix, then respectively generating embedded vectors of the user and the commodity, weighting the embedded vectors through an attention neural network, and performing linear and nonlinear interaction on the weighted embedded vectors, thereby obtaining the explicit and implicit relationship between the user and the commodity; finally, estimating the click rate of the user to the commodity; and training and testing the model by using the user behavior characteristic sequence. According to the method, the collaborative signals of the users and the commodities are fully mined, a basis is provided for capturing personalized demands of the users, and the accuracy and interpretability of a recommendation system can be improved.
Owner:WUHAN UNIV

Street scene picture-based air conditioner hanging unit space distribution automatic identification method and system

The invention provides an air conditioner on-hook spatial distribution automatic identification method and system based on a streetscape picture, which realizes air conditioner on-hook spatial distribution identification by taking the streetscape picture provided by a network platform as a data source, and comprises the following steps: capturing the streetscape picture through a crawler; and pre-screening the crawled street scene pictures based on the air conditioner hanging scene characteristics, labeling a window entity and an air conditioner hanging target entity, inputting the window entity and the air conditioner hanging target entity into a YOLOX network for air conditioner hanging entity model training and window entity model training, and after training is completed, predicting each street scene picture by using a corresponding model. Outputting the number of air conditioner outdoor units and window entities in each picture; and calculating the ratio of the number of air conditioner outdoor units to the number of windows, performing space projection in combination with the coordinate information of each street view picture, and outputting the corresponding air conditioner coverage rate of the region. By mining the network streetscape picture information, identifying the ratio of the air conditioner hanging unit to the window and extracting the air conditioner space distribution information, the labor cost can be greatly saved.
Owner:INST OF GEOGRAPHICAL SCI & NATURAL RESOURCE RES CAS

Close-range photogrammetry target positioning method and system with known camera station position

The invention provides a close-range photogrammetry target positioning method and a close-range photogrammetry target positioning system with a known photographing position. The method comprises the following steps: acquiring a three-dimensional coordinate of a camera station position, namely measuring and acquiring the three-dimensional coordinate of the camera station during image shooting; measuring two-dimensional coordinates of the shot target point image on the image; introducing a unit quaternion to construct a rotation matrix from an image space to an object space; obtaining an initial value of an object space three-dimensional coordinate in a relative orientation manner, carrying out differential calculation on a rotation matrix constructed by the unit quaternion, and establishing an error equation about the unit quaternion; and establishing a unit quaternion constraint condition equation and block adjustment with limited conditions, including performing iterative calculation by using an indirect adjustment method with limited conditions, and solving three-dimensional coordinates of a target point. According to the method, image control points do not need to be arranged, solving of unknown numbers of photography bases during block adjustment is reduced, the method is simple and easy to implement, the measurement speed is high, the operation time is shortened, and the measurement operation efficiency is greatly improved.
Owner:WUHAN UNIV

Intelligent question answering method based on machine reading understanding and common question answering model

PendingCN114357127ARealize the question and answer cold start mechanismImprove experienceDigital data information retrievalSemantic analysisData setEngineering
The invention discloses an intelligent question-answering method based on a machine reading understanding and common question answering model, and the method comprises the steps: carrying out the collection of question-answering pairs, generating the question-answering pairs based on a system document, and carrying out the arrangement and filtering, thereby forming a database; model pre-training: training an MRC model and an FAQ model by using the database in the step 1; verifying user login; user question information collection: obtaining question information input by a user from a front end and inputting the question information into the pre-trained model; and answer generation: adopting an FAQ model to generate an answer based on semantic similarity matching, and if a result is not ideal, inputting a user question text into an MRC model to obtain a question answer and returning the question answer to a front end for display. The method supports multi-mode retrieval, can intelligently and deeply understand documents to provide answers under the condition that a common question answering model is not ideal in effect, so that the generated answers are more targeted, more references are provided for solving questions of a user, meanwhile, supplementation can be provided for a common question answering data set, and a question answering cold start mechanism is realized.
Owner:WUHAN UNIV OF SCI & TECH

Positioning method and system based on signal quality control and feature fingerprint enhancement

The invention provides a positioning method and system based on signal quality control and feature fingerprint enhancement, and the method comprises the steps: carrying out the feature extraction based on signal quality control: carrying out the quality control from a signal level, and extracting frequency domain CSI information and time domain PDP information; establishing fingerprints based on time domain and frequency domain combined features, including combining frequency domain CSI information and time domain PDP information, and constructing a multi-dimensional feature offline position fingerprint database; carrying out robust fingerprint positioning based on distance measurement enhancement, comprising the steps of constructing online test position fingerprint information by adopting the same combined feature mode, calculating a fingerprint positioning result by utilizing a multi-dimensional feature offline position fingerprint database, constraining the fingerprint positioning result by using a first path energy distance measurement result, and finally obtaining a robust fingerprint positioning result. According to the positioning technology solution provided by the invention, the accuracy and the stability of an indoor positioning result are improved.
Owner:WUHAN UNIV

3D model spherical surface area-preserving parameterization method and system based on mirror reflection

The invention provides a 3D model spherical surface area-preserving parameterization method and system based on mirror reflection, and the method comprises the steps: carrying out the deduplication of points on an original triangular mesh, and increasing the disturbance through a random number; randomly selecting from the scrambled point set to form an initial convex geometry; traversing other points except the four points on the original convex geometry in sequence, if the point is in the current convex geometry, ignoring the point, and otherwise, finding and deleting all surfaces which can be observed by the point; connecting all points of the shadow boundary with the current traversal points to form a triangle adding surface set which is used as a surface set of the convex geometry corresponding to the original triangular mesh; performing mirror reflection on points in the convex geometry in the original grid relative to the obtained convex geometry, so that new positions of the points are obtained; and continuously iterating until the error of the convex geometry relative to the minimum surrounding sphere is smaller than a threshold value, and outputting an area-preserving parameterization result of the spherical surface. Strong preconditions are not needed, area preservation is efficiently achieved, and the method can be widely applied to digital geometric processing.
Owner:WUHAN UNIV

GPS elevation fitting method and system considering gravity terrain correction

The invention provides a GPS elevation fitting method considering gravity terrain correction, which is used for mountain terrain and comprises the following steps of: calculating terrain correction and interlayer correction of Bouguer gravity anomaly at grid points according to a digital elevation model of a measurement area; adding the terrain correction and interlayer correction of the Bouguer gravity anomaly, and performing converting to obtain the influence of terrain factors in the elevation anomaly at the grid points; carrying out gravity terrain correction to deduct the influence of terrain factors in elevation anomaly at a GPS benchmark; performing numerical fitting on the elevation anomaly of the GPS benchmark after the terrain correction to obtain a local quasi-geoid model after the terrain correction; and combining the local quasi-geoid model after the terrain correction with the terrain influence in the elevation anomaly calculated at the corresponding position to obtain a real local quasi-geoid, and taking the real local quasi-geoid as a final GPS elevation fitting result considering gravity terrain correction. The data acquisition cost is lower than that of a gravity measurement method, and the GPS elevation fitting precision of mountainous areas can be effectively improved.
Owner:WUHAN UNIV

Troposphere delay and multi-path error separation method and system of large-height-difference baseline

PendingCN113359162AAchieve separationSupport high-precision deformation monitoring targetsSatellite radio beaconingTroposphereEngineering
The invention provides a troposphere delay and multi-path error separation method and system of a large-height-difference baseline. The method comprises the steps of: firstly recovering a double-difference residual error of an independent baseline of a measurement region into a non-difference residual error of each satellite of each measurement station, namely, solving a group of independent baselines of the measurement region, and converting the double-difference residual error of each baseline into an inter-station single-difference residual error through adding a gravity center reference for the first time; adding the gravity center reference to the single-difference residual error of each baseline again, and recovering the inter-station single-difference residual error to the non-difference residual error of each observation station; then, constructing a non-difference zenith troposphere delay error model of each observation station in combination with a wet delay projection function of a satellite oblique path signal; and finally, subtracting a model calculation value from the non-difference residual error to obtain a multi-path error, thereby realizing separation of the two types of errors. The troposphere delay and multi-path error separation method and the system of the invention support high-precision GNSS short-distance relative positioning under narrow geographical conditions of high mountains.
Owner:WUHAN UNIV +1

Time sequence classification analysis method and system for glass quality influence factors

The invention provides a time sequence classification analysis method and system for glass quality influence factors, and the method comprises the steps: obtaining original time sequence data collected by each sensor on a glass production line and corresponding glass quality data, and adding a label to the glass quality data according to a glass quality index; segmenting the time sequence data to correspond to glass quality labels; performing feature construction on the processed time sequence data through data analysis, and analyzing and finding out relatively important time sequence features; dividing a training set and a verification set, respectively using a random forest, xgboost and lightgbm modes to construct a time sequence classification model, and iteratively training the model; the importance score obtained on the basis of a Permutation implication feature selection method and the importance score obtained by weighting results obtained by feature importance functions of corresponding models on the basis of prediction accuracy of a random forest model, an xgboost model and a lightgbm model are integrated, and a factor analysis result influencing the glass quality is obtained so as to correspondingly control factors on a glass production line.
Owner:WUHAN UNIV OF TECH

5G base station time synchronization error elimination method based on known coordinate reference station

PendingCN113207086AEliminate base station time synchronization errorsEliminate Time Synchronization ErrorsLocation information based serviceTelecommunications linkCommunication link
The invention provides a 5G base station time synchronization error elimination method based on a known coordinate reference station, and the method comprises the steps: adding one or more reference observation stations with known coordinates to receive a 5G system positioning reference signal, and transmitting the obtained TDOA value information to a system service platform in real time through a 5G communication link to participate in positioning calculation; the relative time synchronization error between the base stations is obtained; and the system service platform broadcasts the calculated relative time error parameters between the base stations as differential information to a user terminal to be positioned through a 5G communication link, the user terminal receives TDOA values and base station coordinates from the base stations and the relative time error parameters between the base stations broadcasted by the system service platform, and calculates the accurate position coordinates of a user to realize positioning. According to the invention, only one low-cost reference station receiving terminal is additionally arranged to eliminate the time synchronization error of the base station, and high-precision 5G positioning can be satisfied without using high-cost time synchronization such as an optical fiber.
Owner:WUHAN UNIV

Method and system for indirectly measuring gravity

The invention provides a method and system for indirectly measuring gravity. The method comprises the following steps that: gravitational acceleration of a to-be-measured position is changed based on synthesis of universal gravitational force generated by a celestial body, universal gravitational force generated by the earth and other inertia force influences, and the direction change of the gravitational acceleration of the to-be-measured position is regularly monitored, so that a gravity measurement result of the to-be-measured position is obtained through reverse deduction; when the direction change of the gravitational acceleration is monitored, the direction of the gravity at each moment is measured to obtain direction change observation data of the gravitational acceleration; the approximate value of an acceleration vector caused by the earth at the current position is obtained according to the coordinates of the to-be-measured position and serves as an initial solution, the direction change estimation data of the gravitational acceleration is calculated, and on the basis of the direction change observation data of the gravitational acceleration, iterative linearization solving is carried out to obtain a gravitational measurement result. According to the method and system are easy and convenient to implement and are high in practicability. With the method and system adopted, the problems of low practicability and inconvenient practical application in the prior art are solved; and during implementation, the change of the gravity direction can be measured just through a clinometer.
Owner:WUHAN UNIV

Seismic source rapid determination method and system based on single rectangular model

The invention provides a seismic source rapid determination method and system based on a single rectangular model, seismic data and high-frequency GNSS data are combined to realize rapid determination of a seismic source, and the method comprises the following steps: a strong seismograph and a seismograph collect original motion information of a seismic station, a GNSS receiver collects basic navigation positioning information of a GNSS observation station, and the basic navigation positioning information is sent to a ground computing center; the ground computing center constructs a seismic station characteristic function time sequence, judges whether the seismic station is triggered by an earthquake or not, and accurately picks up the initial movement moment of the seismic station according to the seismic station characteristic function time sequence when the earthquake occurs; the ground computing center determines the epicenter position, and generates GNSS observation station motion information according to the basic navigation positioning information of the GNSS observation station; and the ground computing center estimates the point source magnitude, estimates the initial fault size of the single rectangular model according to the point source magnitude, inverts the parameters of the single rectangular model, and sends earthquake early warning information to an earthquake early warning center.
Owner:WUHAN UNIV

Multi-fractal quantification method and system for terrain complexity in three-dimensional scene

The invention provides a multi-fractal quantification method and system for terrain complexity in a three-dimensional scene. The method comprises the steps: obtaining slope data: building scatter points on the surface of a three-dimensional terrain of a selected region, obtaining elevation values, and obtaining the slope value of each scatter point according to the relation between the scatter points and the elevation values of adjacent points; carrying out multi-fractal calculation, namely respectively and correspondingly adopting a box-dimension multi-fractal calculation method for a plurality of order moment q values, dividing the established scatter point region into sub-regions with different scales, calculating gradient distribution probability measurement and score distribution functions in each sub-region, checking whether the multi-fractal characteristics of the scatter area are obvious or not by judging whether the logarithm of the fractal function and the logarithm of the scale are linearly related or not, and extracting and reserving corresponding singular indexes and fractal dimensions if the multi-fractal characteristics are obvious; drawing a multi-fractal spectrum according to the obtained multiple groups of singular indexes and fractal dimensions, extracting multi-fractal characteristic parameters through a multi-fractal spectrum image, and supporting quantitative expression of terrain complexity.
Owner:WUHAN UNIV

Binder-free preparation method for preparing composite carbon-based fertilizer by using biogas residues

The invention discloses a binder-free preparation method for preparing a composite carbon-based fertilizer by using biogas residues, which comprises the steps of conducting pretreatment, specifically, collecting biogas residues after solid-liquid separation, air-drying and crushing to obtain dried biogas residue powder; performing high-temperature pyrolysis, specifically, transferring the pretreated dried biogas residue powder into a muffle furnace, and performing pyrolysis for a period of time under a pyrolysis temperature condition to obtain a biogas residue biochar material; preparing a biogas residue carbon-based compound fertilizer; and carrying out granulation preparation, specifically, placing the prepared composite biogas residue biochar base fertilizer in an extrusion die, and performing granulation under certain compression speed and pressure conditions to obtain the granular composite biogas residue biochar base fertilizer. The biogas residues are utilized for reproduction, and the environmental and economic burden is relieved; the process is simple, and the cost is low; a binder is not added, so that the method is environment-friendly; powder is granulated, so that the transportation and application difficulties are solved; and meanwhile, the granules are dried at high temperature after being formed, nutrients are tightly combined with charcoal functional groups, the nutrient release time is prolonged, and the fertilizer quality is improved.
Owner:SHANGHAI JIAO TONG UNIV

Novel computer simulation method and device for substances and materials

The invention provides a novel computer simulation method and device for substances and materials, and the method comprises the steps of constructing a multi-particle model for the substances and materials to be subjected to novel computer simulation; using a four-dimensional extended Langevin dynamic equation set of a multi-particle system to calculate the change of the values of the coordinates X and the speed V of all particles corresponding to the microscopic state of a material and material system along with time, wherein the value of the neighbor eccentricity measurement of the particle is obtained by calculating the size of neighbor eccentricity displacement obtained by averaging the sum of three-dimensional Euclidean space vectors from the particle as a starting point to the nearest neighbor particle; according to the values of the coordinates X and the speeds V of all the particles corresponding to each discrete time step of the multi-particle model, performing thermodynamic and dynamic analysis on the corresponding substance and material system, wherein the step of setting the initial reference state of the multi-particle system is not carried out. According to the technical scheme, the implementation process is simplified, use is more convenient, and the operation implementation efficiency is obviously improved.
Owner:WUHAN UNIV

Spaceflight resource searching method and system considering user preferences

The invention provides a spaceflight resource searching method and system considering user preference, which collects, analyzes and sorts retrieval sample data of a user, and comprises the following steps of: based on the interest and preference characteristics of the user, accurately positioning the content of an interested part of the user by utilizing search, extracting and resorting the data information interested by the user, obtaining user retrieval sample data; carrying out the step of spatial information user modeling, wherein the step comprises that an interval mathematical mode is adopted for representation of a user model, core metadata is described through a range, and the core metadata comprises a spatial range and a wave spectrum range; carrying out the step of spaceflight resource active search based on the user model, which comprises the following steps: after reading the user model, establishing a user interest ideal solution, reading to-be-searched spatial data, calculating the correlation degree between the to-be-searched spatial data and the user interest, calculating the utility degree of each piece of to-be-searched spatial data, and returning the spatial data with the highest utility degree to the user; collecting feedback information from retrieval sample data of the user, and updating and adjusting the user model in time.
Owner:WUHAN UNIV +1

Method and system for quickly estimating surface albedo

ActiveCN112818605ADifferent responsesThe center wavelength is differentDesign optimisation/simulationNeural learning methodsAlbedoEarth surface
The invention provides a method and system for quickly estimating surface albedo, and the method comprises a channel conversion model buildingprocess, including inputting an old channel surface albedo database, a surface albedo inversion result of a new satellite with a consistent space-time range and a corresponding solar zenith angle, converting the surface albedo, forming a new and old channel surface albedo mapping table based on a space-time nearest neighbor principle, constructing a multi-layer artificial neural network, and performing training according to the new and old channel surface albedo mapping table; a new channel surface albedo estimation process, including extracting the longitude and latitude of an observation target, the observation moment and the solar zenith angle during observation when atmospheric remote sensing is carried out based on new channel observation, searching an old channel database forthe surface albedo and the solar zenith angle of an old channel at the nearest distance and the nearest moment , and taking the surface albedo and the solar zenith angle as the input of an artificial neural network, obtaining the surface albedo corresponding to the new channel and according to the hypothesis of the surface reflection model, converting to the surface albedo corresponding to the solar zenith angle at the observation moment.
Owner:WUHAN UNIV

Building inclination model layered household display method fusing vector house type graph

The invention provides a building inclination model layered household display method fusing a vector house type image, and the method comprises the steps: collecting the vector house type image data corresponding to a building inclination model, with the vector house type image data comprising the vector contour data of a building room and the corresponding attribute information, and the attribute information comprising the height information; importing the vector house type image data into a spatial database, and organizing the vector house type image data by adopting the spatial database; recording longitude, latitude and height information of a position point needing to be inquired in the three-dimensional geographic information system, conducting space matching on the longitude, latitude and height information, vector contour data stored in a space database and the corresponding height information to identify a corresponding unique building room; and extracting corresponding vector contour data and corresponding attribute information, drawing a three-dimensional space contour, and displaying a corresponding planar graph and the attribute information. According to the invention, data fusion application of different data sources is realized, and the problem of layered household display of a building inclination model in a three-dimensional geographic information system is solved; and the integrity and continuity of the building inclination model data are not influenced.
Owner:WUHAN UNIV

Remote sensing data rapid concurrent read-write method based on distributed file system

ActiveCN113204520AGood read and write performanceFast concurrent read and writeFile system administrationFile/folder operationsDistributed File SystemSensing data
The invention provides a remote sensing data rapid concurrent read-write method based on a distributed file system. A bottom physical structure inherits the characteristics of the HDFS file system, and the method comprises the steps that a Hadoop system is installed on each data server in a computer group, and the HDFS file system is established; then a part of space is divided on each data server to serve as a physical storage space of an own file system; primary packaging is carried out on an HDFS service processing layer, access of an operating system to a file system is taken over, when the operating system only requires to read a file and file data exists, an HDFS file system interface is directly referenced, and reading of the file data is completed by an HDFS; when the operation system requires that the access to the file comprises the file writing operation, the file operation is comprehensively taken over, the own file system realizes data reading and writing, and after the data reading and writing are completed, the data are synchronized to the HDFS; and the own file system only reads and writes one server. According to the invention, rapid concurrent reading and writing of mass remote sensing data can be realized.
Owner:WUHAN UNIV

Semantic point cloud acquisition and semantic octree map construction method based on score-to-score

The invention provides a semantic point cloud acquisition and semantic octree map construction method based on division-to-division, which comprises the following steps of: performing semantic acquisition on an acquired image by using a first image semantic segmentation network to obtain a primary segmentation result; sequentially connecting an image restoration network and a second image semantic segmentation network in series behind the first image semantic segmentation network to form a sis processing framework; determining a processing area of the image restoration network, outputting a corresponding result to a second image semantic segmentation network by the image restoration network, and outputting a second segmentation result by the second image semantic segmentation network; according to a priority mechanism, optimizing and complementing to obtain a final optimized semantic segmentation result; images and depth information are obtained through a camera, and dense point clouds are obtained in combination with SLAM system pose information; in combination with depth information, an optimized image semantic segmentation result is mapped to dense point clouds to obtain dense point clouds with semantics, and an octree semantic map with more complete and more stable semantic information can be obtained.
Owner:WUHAN UNIV
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