51 results about "Vector projection" patented technology

The invention relates to a space coupling wind measurement laser radar real-time processing method. The method comprises the following steps of performing quality inspection and data preprocessing on acquired power spectrum data; carrying out radial speed extraction on the power spectrums of the plurality of beam directions and the plurality of range gates; constructing a space coupling constraint based on the space continuity of the atmospheric wind field and the geometric law of vector projection; solving a global objective function containing a data fitting item and a spatial constraint item through a joint optimization algorithm to obtain optimal wind field estimation; and outputting the three-dimensional wind field and performing quality evaluation. According to the method, the coupling relationship between different spatial position measurement values is established by using spatial redundant information obtained by multi-beam scanning of the wind measurement laser radar, the wind field inversion precision is improved through a global optimization method, the abnormal value suppression capability is enhanced, and the spatial continuity of an inversion result is ensured.

The invention relates to the technical field of microwave semiconductor testing, and discloses a dynamic calibration system for the sensitivity of a microwave photoconductivity tester, which comprises a dual-port orthogonal coupling resonant cavity module provided with a primary port and a secondary port which are orthogonally isolated; the variable capacitance-variable resistance composite modulation perturbation module is connected to the secondary port and is used for generating analog photoelectric response complex impedance disturbance; the vector microwave transceiving and demodulation module is connected to the main port and outputs I / Q signals; the complex impedance track fitting control module is used for driving the perturbation module based on a physical model; the dynamic vector calibration and signal processing module is used for calculating a system transfer function and executing vector projection denoising, the composite modulation perturbation module is used for generating complex impedance disturbance simulating semiconductor photoelectric response at a resonant cavity secondary port, and the vector receiving and transmitting module is combined to obtain a system instantaneous vector transfer function; a system drift error is eliminated by performing de-embedding processing on a measurement signal, and orthogonal noise is eliminated by using a vector projection algorithm.

The invention provides a large-scale privacy set intersection method and system based on dynamic bucket load balancing. According to the method, an OPRF environment based on an elliptic curve is used in a logic bucket to replace a traditional RSA scheme, and batch processing of the vector OPRF technology is achieved; oPRF calculation is optimized by adopting orthogonal basis vector projection, so that the calculation complexity is remarkably reduced; generating a global ciphertext intersection through a cross-bucket multi-stage aggregation mechanism; an LRU caching strategy and FlatBuffers serialization are achieved on the optimized transmission data, and the data are compressed in combination with difference value coding; and finally, safely decrypting and generating a formatting result. According to the method, the calculation speed is greatly increased, memory occupation is reduced, meanwhile, high safety is kept, and the method is suitable for large-scale privacy protection data analysis application scenes.

The invention discloses a satellite orbit kilometer post parameter prediction method and device, equipment and a medium, and relates to the technical field of satellite data processing. The method comprises the following steps: converting longitude and latitude in satellite positioning data into UTM coordinates; vector projection is carried out on the UTM coordinates on the line segments, and kilometer posts of all key position points are determined; performing multi-time-step lagging feature splicing and differential processing on the satellite positioning data and the kilometer post respectively, generating final feature matrixes of the satellite positioning data and the kilometer post at each key position point, and performing robust standardization; training the double-layer long-short-term memory network to obtain a kilometer post prediction model; and inputting the satellite feature sequence of the to-be-measured position point on the railway track section into the kilometer post prediction model, and outputting the kilometer post of the to-be-measured position point on the railway track section. According to the method, the accuracy of kilometer post parameter prediction can be effectively improved.

The application discloses a bearing sealing structure internal defect nondestructive testing method and system, and relates to the technical field of nondestructive testing.The method comprises the following steps: before and after the start and end of a measurement task, calibrating a physical reference built in the system to calibrate and quantify system drift; during the scanning process, through a coaxial reverse differential measurement mechanism, real-time immunity to dynamic errors is generated to generate pretreated three-dimensional point cloud data flow; finally, through vector projection analysis of actual geometric distortion topological morphology and a predefined topological fingerprint representing a systematic aging mode, the diagnosis and compensation of the health state of the system itself are realized.Through an internal and full-cycle error defense system, the application can generate a three-dimensional model highly consistent with a physical entity, and the fidelity and long-term reliability of the detection result are improved.

The invention discloses a GIS partial discharge rapid positioning method based on a multi-normal projection principle, and relates to the technical field of partial discharge on-line monitoring, a three-dimensional photoelectric array formed by silicon optical semiconductor sensors is used for obtaining a partial discharge signal amplitude, a direction vector is constructed, and a unit direction is obtained through solving a local intersection point. And further combining with least square optimization of multi-unit rays to obtain initial position estimation of the partial discharge source. On the basis, an amplitude correction and iteration updating mechanism is introduced, observation data are corrected, and a real position is gradually approached, so that high-precision three-dimensional partial discharge source positioning in a complex electromagnetic environment is realized. Through the combination of the silicon optical sensor three-dimensional array and the improved multi-vector projection iterative algorithm, high-precision partial discharge positioning can be realized in a complex electromagnetic environment, the operation reliability and the operation and maintenance efficiency of equipment are remarkably improved, and the method has a wide engineering application prospect.

The invention provides a water antibiotic pollution detection method and system based on spectral characteristics, and belongs to the technical field of water environment monitoring, analysis and detection.The method comprises the steps that firstly, a surface enhanced Raman spectrogram and oxidation-reduction potential time sequence data of a to-be-detected water sample are synchronously obtained; then, extracting a ratio of the characteristic peak intensity of the target antibiotic from the spectrogram to generate a first characteristic set, and meanwhile, performing wavelet packet decomposition on the potential data and calculating an energy entropy to construct a second characteristic set; then, splicing the two feature sets, and screening out a target feature subset highly related to the concentration through a mutual information maximization algorithm; finally, a support vector projection regression model trained based on a structural risk minimization mechanism is utilized, and accurate detection of the concentration of the target antibiotics in the water sample to be detected is achieved through kernel function mapping and hyperplane projection operation. According to the method, the anti-interference capability and the quantitative precision of antibiotic detection under the complex water body background are improved.

This invention discloses a smart construction site management method and system based on the Internet of Things (IoT), relating to the field of smart construction site environmental control technology. The method includes performing vector projection on the point cloud of the material storage area's surface to obtain the tangential wind speed components of the surface points, calculating the voxel center elevation difference of the three-dimensional point cloud, screening wind erosion active areas, uniformly dividing the wind erosion active areas into sub-zones, calculating the horizontal drift distance, predicting the landing center coordinates, and generating a predicted landing circle; calculating the fog cannon coverage circle, determining the spatial intersection of the predicted landing circle and the fog cannon coverage circle, calculating the fog cannon activation time in the control area, and sending the activation time to the fog cannon for execution. This invention improves the dynamic simulation capability of dust particle falling behavior by combining particle size distribution quantification with a settling velocity estimation model, and improves the accuracy of dust fall range prediction by calculating the horizontal drift of dust particles combined with a landing circle prediction model.

A self-drilling screw includes a head, a thread shank and a pilot end. The thread shank includes a shank body and a thread portion. The thread shank is cut with cutting grooves extending axially from the shank body and formed by cutting through the thread portion into the shank body. The pilot end is gradually tapered, and defines two chip-clearing flutes formed by cutting and extending over the thread portion and the pilot end and by cutting and extending through a portion of the pilot end. Each chip-clearing flute is in communication with the corresponding cutting groove. Each cutting groove partially overlaps the corresponding chip-clearing flute at the normal vector projection to enhance chip removal.

The application discloses a kind of based on dual threshold detection and adaptive compensation laser SLAM degradation processing method, applied to degradation detection technical field. Including the following steps: construct dual detection mechanism, static threshold ensures the detection stability under normal scene, dynamic threshold adjustment judgment standard, realize the quick identification to gradual and instantaneous degradation;Design degradation deviation driven adaptive two-stage compensation strategy: first compensation is based on vector projection principle;Second compensation is according to the influence of unreliable laser constraint that dynamic weakening according to the degree of degradation deviation.This application is based on the dual threshold detection mechanism of real-time perception of scene features, real-time quantification of the severity of degradation deviation, and drives the start and intensity adjustment of compensation strategy, links dual detection mechanism and two-stage compensation strategy, can improve scene adaptability and detection comprehensiveness, can also dynamically adjust compensation intensity, significantly improve the pose estimation accuracy and robustness of system.

The invention relates to a directional drilling track profile map drawing method and device, electronic equipment and a storage medium, in particular to the field of geophysical exploration technology and coal mine water control, and the method comprises the steps that firstly, drilling monitoring data of an actual drilling track in an Ordovician aquifer are obtained based on a drilling orientation instrument, and a drilling orientation instrument is established based on the drilling monitoring data; directional well design analysis software is utilized to obtain drilling control parameters corresponding to any measuring point in the actual drilling track; determining a section line corresponding to the actual drilling track according to the drilling design starting point and the drilling design end point corresponding to the actual drilling track; determining the projection length of any measuring point on the section line in the actual drilling track by using a vector projection method; and finally, drawing a profile map corresponding to the actual drilling track based on the projection length of any measuring point on the profile line and the vertical depth of any measuring point. Profile projection analysis of the actual drilling track of directional drilling can be achieved, the drawing efficiency is effectively improved, and it is guaranteed that the actual drilling position is at the designed target layer.

The present application relates to a kind of wind lidar real-time processing methods of space coupling, comprising the following steps: quality inspection is carried out to the power spectrum data obtained and data pre-processing is carried out;Radial velocity extraction is carried out to the power spectrum of multiple beam directions, multiple distance gates;Based on the spatial continuity of atmospheric wind field and the geometric law of vector projection, construct spatial coupling constraint;By joint optimization algorithm, the global objective function containing data fitting term and space constraint term is solved, and the optimal wind field estimation is obtained;Output three-dimensional wind field and carry out quality assessment.This method uses the spatial redundant information obtained by wind lidar multi-beam scanning to establish the coupling relationship between the measurement values at different spatial positions, and improves the wind field inversion accuracy, enhances the abnormal value suppression ability and ensures the spatial continuity of the inversion result by using the global optimization method.

The invention discloses a laser SLAM (Simultaneous Localization and Mapping) degradation treatment method based on dual threshold detection and adaptive compensation, which is applied to the technical field of degradation detection. Comprising the following steps: constructing a dual detection mechanism, ensuring the detection stability in a conventional scene by a static threshold value, adjusting a judgment standard by a dynamic threshold value, and realizing rapid identification of progressive and instantaneous degradation; designing a self-adaptive two-stage compensation strategy driven by degradation deviation, wherein first-stage compensation is based on a vector projection principle; and the secondary compensation dynamically weakens the influence of unreliable laser constraint according to the degradation deviation degree. According to the method, the severity of degradation deviation is quantified in real time based on a dual-threshold detection mechanism of scene feature real-time perception, starting and intensity adjustment of a compensation strategy are driven, and the dual detection mechanism and a two-stage compensation strategy are subjected to linkage design, so that the scene adaptability and detection comprehensiveness can be improved, the compensation intensity can be dynamically adjusted, and the detection accuracy is improved. And the pose estimation precision and robustness of the system are obviously improved.

The invention relates to the cross technical field of geographic information science and environmental science, in particular to an urban carbon emission regression prediction method, which comprises the following steps: acquiring urban annual statistical data as original characteristics, and acquiring corresponding carbon dioxide emission; dividing a city latitude and longitude extreme value range into uniform grids, and calculating a coordinate deviation vector and an Euclidean distance from the city to a grid center point; carrying out vector projection on the deviation vector along three unit directions which form 120 degrees with one another, and combining geometric progression spatial frequency coding to generate a spatial embedded feature map; flattening the feature map, obtaining an original attention score through a full connection layer, and combining with spatial distance gating mask screening and merging to obtain a weighted feature; and splicing the weighted features and the original features to obtain an enhanced feature map, training the model, obtaining a carbon emission prediction model, inputting the enhanced feature map of the city to be predicted, and obtaining a carbon emission prediction value.

This invention provides a method, system, and device for controlling a character on a sphere's surface. A coordinate system dynamic correction module calculates the direction from the sphere's center to the character's current position in real time to determine a local ascent vector. Based on this local ascent vector, the character's rotational posture is corrected so that the character's feet always face the sphere's center, and a local coordinate system is constructed using the local ascent vector. A vector projection module acquires the camera's direction vector and performs orthogonal projection processing on it using the local coordinate system to generate a tangential movement vector parallel to the tangential plane of the ground surface. This tangential movement vector is then used to drive the character to perform displacement operations. A terrain adsorption module responds to the displacement operations by emitting a probe ray based on the local ascent vector direction determined by the local coordinate system to perform sampling processing on the ground grid, acquiring the intersection point between the probe ray and the ground grid, determining the character's target height based on the intersection point, and correcting the character's position using the target height so that the character adheres to the ground grid in real time during movement.

The invention relates to a linear optical three-bit hypergraph state quantum combined measurement device and method, and the device comprises a beam splitting module which is used for carrying out the beam splitting of a target photon according to a polarization state; the first bit flipping module is used for flipping the polarization state of the second control photon; the first interference module is used for enabling the second control photons from the first bit flipping module to interact with the target photons from the beam splitting module; the second bit flipping module is used for flipping the polarization state of the photons from the first interference module; the second interference module is used for enabling the entering first control photons and the target photons from the first interference module to interact; the beam combining module is used for combining the target photons from the second interference module; and the detection module is used for carrying out base vector projection measurement on the first control photon, the second control photon and the target photon. According to the invention, three-bit hypergraph state measurement can be carried out on quantum states coded on three light quantum polarization bits in a spatial light path.

The invention relates to the technical field of big data processing, in particular to a natural environment monitoring method and system based on big data analysis, and the method comprises the following steps: collecting multi-dimensional data to generate a meteorological thermal feature set, comparing with a physical reference to construct a three-dimensional concentration distribution tensor, and generating an effective transmission load sequence in combination with a wind speed projection and an industrial load. The method comprises the following steps: constructing a pollutant transmission lag parameter based on cross-correlation analysis, synthesizing a transfer matrix by combining real-time multiplying power evolution, and outputting environment prediction data, and comprises the following steps: comparing meteorological thermal characteristics with a physical reference to generate a correlation weight, carrying out three-dimensional grid filling on pollutant data, and reconstructing a three-dimensional distribution form of an atmospheric environment. Calculating a wind speed vector projection, establishing a transmission weight, generating an effective transmission sequence in combination with an industrial load, quantifying a directional driving mechanism of an emission source to a monitoring point, locking a transmission lag parameter by utilizing cross-correlation analysis, and realizing dynamic prediction of an environment state in combination with a real-time transmission multiplying power evolution state transition matrix.

This application discloses a method for calibrating the optical axis pointing of a high-speed camera based on linear vector projection slope matching. The method simulates the projection of a calibration plate's linear vector onto the image plane and matches it with the actual extracted linear slope to directly calculate the azimuth and elevation angles of the optical axis pointing. First, a calibration plate with at least two non-parallel linear vectors distributed on its surface is fabricated, and a coordinate system is established using the calibration plate as a reference. Then, the calibration plate is photographed, and the image plane slope of the selected linear vector is extracted. The selected linear vector is simulated and projected onto the image plane to obtain a two-dimensional projection vector containing the azimuth angle A and the elevation angle E. Finally, the optical axis pointing parameters of the high-speed camera are calculated by matching the simulated projection slope with the actual extracted slope. This application also provides a method for verifying the correctness of the calibration results. This method decouples pose parameters, simplifies calibration plate fabrication and data processing, and provides accurate external parameter support for high-precision spatial attitude testing of high-speed recording equipment.

The articulation angle is an important characteristic to quantify for open loop control and / or closed loop control of a medical instrument comprising an elongated body. The articulation angle may be computed using various techniques including using inverse trigonometric functions on vector representations of elongated body poses. The technique may involve projecting the vectors onto a measurement plane having a normal vector. The technique enable differentiation between positive and negative articulation directions. Additionally, the technique can enable the articulation angle to be computed even for high articulation angles, e.g., more than 180 degrees. The so computed articulation may be used for open loop or closed loop control of the elongated body.

The invention provides a mine air volume measuring method and system based on optical section scanning, and relates to the technical field of mine safety monitoring and ventilation. The method comprises the following steps: establishing a measurement coordinate system of a to-be-measured roadway section, and performing discretization measurement on the to-be-measured roadway section through optical scanning to obtain a space coordinate and a scanning geometric parameter of each measurement grid point; resolving the radial wind speed of each measurement grid point point by point by adopting an optical coherent detection technology; based on the space vector projection relation, the radial wind speed of each measurement grid point is converted into the axial wind speed of the roadway; calculating an area infinitesimal element represented by each measurement grid point according to the scanning geometric parameters; and according to the obtained axial wind speed of the roadway and the represented area infinitesimal, performing weighted integration on all measurement grid points in the section of the roadway to be measured to obtain the total wind quantity of the roadway of the section of the roadway to be measured. According to the invention, non-contact, high-precision, rapid and direct measurement of the full-section air volume of the mine can be effectively realized.

A method of calibrating a camera system comprises defining a first, a second, and a third linearly adjacent medium, wherein each medium has a different refractive index from the other mediums. A plurality of virtual planar patterns arranged in different positions or orientations relative to and in front of the virtual representation of the at least one camera lens are generated in the third medium, and a plurality of points on each of the virtual planar patterns are identified. A plurality of vector projections are generated using the refractive index of each of the first, second, and third mediums and a set of physical calibration parameters associated with the camera system-correspond to a best-fit refracted path between one of the at least one camera lens and a corresponding one of the identified plurality of points. A calibration of the camera system is executed using the generated plurality of vector projections.

The invention provides a seat display method, system and equipment based on venue scanning and a storage medium, and the method comprises the steps: arranging a mixed visual scanning device with a laser radar and image collection at the center of a stage of a venue, scanning 3D point cloud of a venue space, and synchronously collecting an annular image; establishing a three-dimensional space of the venue based on the 3D point cloud and the annular image, and identifying the three-dimensional position of each seat in the venue space; setting a virtual doll for each seat in the three-dimensional space, and generating a visual image, facing the center of the stage, of each virtual doll; establishing a mapping relation between the position of the seat in the overlook vector projection drawing and the corresponding visual image; and when the user operates the overlook vector projection drawing to select the seat, displaying a visual image corresponding to the seat. Through visual angle simulation of different seats, in combination with the vector projection drawing, interactive selection and information display, the satisfaction degree of the user is improved, and the ticket buying success rate and efficiency are improved.

A method for detecting leakage in water supply networks based on spatiotemporal multi-dimensional fusion sensing is proposed. For the water supply network to be detected, it is divided into N independent metering areas. An IoT flow meter is used to acquire and record the flow rate of each area in real time within a set time period. T is set as the number of reference detection periods, and the flow rate information clusters of all independent metering areas at the current time t are recorded. The flow rate change vector of independent metering area n in the current time period is calculated. Similarly, the flow rate change vectors of the K independent metering areas adjacent to area n are calculated as D. n The reference vector is used to calculate D. n Vector projection onto the reference vector; calculation of the flow change vector D for the current time period in the independent metering area n. n The invention compares the overall similarity of reference vectors; for independent metering areas n in time period t, the overall similarity of regional flow indicates that the water use in the area is normal, while a negative similarity indicates that leakage has occurred. This invention enables leakage detection in water supply networks.

The present application relates to the theoretical and computational chemistry technical field, specifically relates to a kind of method for predicting chemical reaction using orbital coefficient vector projection.The present application obtains different site, different direction atomic vector reaction index and other activity index by the valence orbital coefficient vector projection method developed, the coefficient vector projection in the multiple possible valence orbital overlap direction in molecule is calculated, so that different site, different direction atomic vector reaction index is obtained.By comparing the atomic vector reaction index of different sites, the activity of site can be predicted, i.e.the possibility of atom participating in chemical reaction at the site.By calculating the atomic vector reaction index of different sites, directional charge density and corresponding reaction energy barrier, the possibility of multiple potential reaction sites in molecule to occur chemical reaction can be quantitatively and directionally predicted, which will have potential application value for solving the problems such as activity prediction and chemical selectivity control of reaction in precise synthesis.

The invention discloses a power supply method for a new energy automobile, and relates to the technical field of charging control management. According to the method, a three-dimensional parameter mapping space including voltage, current and temperature dimensions is constructed, the power supply capacity and the power receiving demand are converted into state vectors, and a vector projection algorithm is utilized to calculate a supply and demand matching degree coefficient fused with a line transmission loss factor; the power supply state is divided into a full power interval, a derating interval and an incompatible interval based on the coefficient, and self-adaptive adjustment of the charging strategy is achieved. Meanwhile, the system pre-estimates the contact impedance in a physical layer handshake stage, monitors heartbeat time sequence jitter in an operation stage to evaluate the link stability, and is matched with an insulation pre-detection and anti-arcing time sequence turn-off mechanism to comprehensively guarantee the compatibility and the electrical safety in the charging process.

The invention provides a circular hole feature picking method and device based on sheet metal part scanning point clouds and a medium, and belongs to the technical field of high-precision optical measurement. Firstly, constraint conditions for picking discrete points during man-machine interaction are simplified, and the consistency of picking results when the discrete points are different in selection is enhanced; secondly, iteratively using a principal component analysis method and a vector projection discrimination method to search the maximum chord length of the circular hole near the discrete point, and calculating initial values of the characteristic circle center and the diameter of the circular hole by using chord length endpoints; then, screening a circular hole feature associated point cloud, projecting a three-dimensional point cloud to a two-dimensional plane by using a coordinate transformation model, and extracting a circular hole feature boundary point cloud by using a spheronization method; and finally, combining RANSAC and a least square method to fit accurate values of the circle center and the diameter of the circular hole characteristic. The rapid pickup method provided by the invention has compatibility with other types of features, and rapid search and accurate positioning of the features are realized.

The invention discloses a nondestructive testing method and system for internal defects of a bearing sealing structure, and relates to the technical field of nondestructive detection.The method comprises the steps that before a measurement task is started and after the measurement task is finished, a built-in physical reference of the system is calibrated so as to calibrate and quantify system drift; in the scanning process, the dynamic error is immunized in real time through a coaxial reverse differential measurement mechanism to generate a preprocessed three-dimensional point cloud data stream; and finally, carrying out vector projection analysis on the actual geometric distortion topological form and a predefined topological fingerprint representing a systematic aging mode to realize diagnosis and compensation of the health state of the system. According to the method, the three-dimensional model highly consistent with a physical entity can be generated through an internal and complete-cycle error defense system, and the fidelity and long-term reliability of a detection result are improved.

The application discloses a broadband array main lobe interference suppression method, and steps are as follows: S1: Taylor estimation method is adopted to obtain a higher precision covariance matrix of a received signal model; S2: eigenvalue decomposition is carried out on the covariance matrix obtained in S1, and a characteristic projection matrix is constructed; S3: the received signal is preprocessed by the characteristic projection matrix, and a frequency domain output is obtained; S4: a focusing transformation is adopted to convert the broadband signal into a narrowband signal, then the narrowband signal covariance matrix is reconstructed; S5: the optimal weight vector of the narrowband signal is obtained under the premise that the weight vector projection is unchanged within the main lobe range; S6: the optimal weight vector corresponding to each frequency of the broadband is obtained through the focusing inverse transformation, and the broadband signal from which the main lobe interference is removed is weighted; and S7: a new frequency domain output is obtained, then inverse Fourier transformation is carried out on the new frequency domain output, and the broadband main lobe interference suppression adaptive beam forming is completed. By adopting the method, the main lobe interference can be effectively suppressed, and the operation amount is reduced.

This application provides a method and system for detecting antibiotic pollution in water bodies based on spectral characteristics, belonging to the field of water environment monitoring and analysis technology. First, this application simultaneously acquires the surface-enhanced Raman spectrum and redox potential time-series data of the water sample to be tested. Next, the ratio of the characteristic peak intensities of the target antibiotic is extracted from the spectrum to generate a first feature set. Simultaneously, wavelet packet decomposition is performed on the potential data, and energy entropy is calculated to construct a second feature set. Subsequently, the two feature sets are concatenated, and a mutual information maximization algorithm is used to filter out the target feature subset highly correlated with concentration. Finally, using a support vector projection regression model trained based on a structural risk minimization mechanism, and through kernel function mapping and hyperplane projection operations, the accurate detection of the target antibiotic concentration in the water sample is achieved. This application improves the anti-interference capability and quantitative accuracy of antibiotic detection in complex water body backgrounds.

This invention discloses an in-machine measurement and error compensation system and method for a five-axis form grinding machine, belonging to the field of CNC machining and precision measurement technology. The system includes a five-axis form grinding machine, a rotary table, a contact probe, a data acquisition and processing module, and a CNC controller, integrated into a hardware system for closed-loop control. The corresponding method includes: first, calibrating the probe's pre-stroke error by comparing in-machine and offline measurement data; then, after machining, controlling the probe to perform in-machine measurement along the surface normal, accurately calculating the normal deviation through vector projection; next, correcting the data using calibration parameters, and generating complete surface deviation compensation data through coarse and fine registration and surface comparison analysis; finally, driving the machine tool to perform iterative compensation machining until the accuracy meets the standard. This invention achieves one-time high-precision forming and inspection of complex curved surface workpieces on a machining tool, significantly improving the machining efficiency and consistency of parts such as aero-engine blades.