104 results about "Seismic analysis" patented technology

The invention relates to the technical field of coal mine water disaster prevention and control, and particularly discloses a hidden structure detection system for mine water disaster intelligent monitoring, early warning and prevention, which is used for solving the problems of low mine hidden structure detection precision, mine water disaster early warning lag and large seismic wave propagation path simulation error. Comprising a multi-source data comprehensive detection module, a real-time imaging module, a micro-seismic multi-scale intelligent analysis module, a seismic wave signal identification module, a regional difference analysis module and an intelligent data processing module. According to the invention, through fusion of multi-source data, real-time imaging, micro-seismic analysis, seismic wave identification and intelligent data processing technologies, precise detection of a mine hidden structure, high-precision prediction of mine earthquakes and water disasters and real-time risk early warning are realized, and timeliness and accuracy of mine water disaster prevention and control are improved.

The invention provides a coal mine water inrush risk early warning method and system under multi-source information, and relates to the technical field of risk early warning, and the method comprises the steps: employing a multi-source information collection module to regularly collect geological structure data, hydrological data, microseismic signals and environment monitoring data in a coal mine operation area, and constructing a multi-source information database; performing data preprocessing to obtain a standard multi-source information database; carrying out multi-source data fusion, and constructing a water inrush risk comprehensive evaluation model in combination with a geological model, a hydrological model and a micro-seismic analysis model; analyzing the water inrush risk index in real time, and generating water inrush risk early warning information when the model output value is higher than a preset risk threshold value; and performing visual display of the water inrush risk early warning information through a visual interface. The technical problem that the prior art depends on a single data source and cannot comprehensively reflect complex condition changes in a coal mine operation area, so that accuracy of water inrush risk assessment is insufficient, and then early warning of the water inrush risk is missed is solved.

The present invention relates to the technical field of coastal engineering, and disclosed is a method for evaluating a radiation hydrodynamic force for a concentric cylindrical structure, comprising the following steps: S1, coordinate system establishment: establishing a cylindrical coordinate system orθz and a Cartesian coordinate system oxyz by taking the intersection of the center of a concentric cylindrical structure and a still water surface as the origin, where the z-axis is vertically upward; S2, flow field division: dividing the entire flow field into an outer domain and an inner domain; S3, perforated boundary condition assumption; S4, determining radiation velocity potentials of the inner domain and the outer domain by means of governing equations and boundary conditions; and S5, by means of the expressions of velocity potential functions of the inner and outer domains, determining first-order radiation forces, added masses and damping coefficients generated by the vibration of an inner cylinder and an outer cylinder. The method takes into account both the effects of seismic and radiation hydrodynamic forces, provides accurate structural response prediction, fills the technological gap in the field of seismic analysis of concentric cylindrical structures as breakwater units, and provides a reliable basis for engineering design.

The invention relates to the technical field of computer-aided anti-seismic analysis, and discloses an anti-seismic performance simulation test method and system for a concrete-filled steel tube structure, and the method comprises the steps: obtaining a parameter set of the concrete-filled steel tube structure; identifying a critical buckling mode and constructing a defect correction model; constructing a coupling damage index; constructing a numerical instability risk evaluation value based on the structure energy proportion; carrying out strong earthquake nonlinear time-history iterative solution; and outputting the anti-seismic performance index set and the coupling failure area. Compared with the prior art, the technical problem that Newton iteration divergence is prone to occurring in numerical solution under the coupling instability condition that traditional nonlinear finite element analysis is relied on for strong earthquake response calculation, especially when a steel pipe is subjected to local buckling and core concrete enters a high-pressure three-axis stress state is solved. Due to the fact that the local buckling and crushing damage coupling index and the self-adaptive time step length adjusting mechanism are constructed, the stability of the anti-seismic performance simulation result of the concrete-filled steel tube structure under the strong earthquake effect is improved.

The invention discloses a seismic fault identification method based on a Dual-Attention mechanism and a multi-scale fusion network, and belongs to the technical field of seismic data interpretation, and the method comprises the following steps: S1, obtaining three-dimensional post-stack seismic data, and carrying out the slicing of a seismic data body, and obtaining multi-channel seismic data; s2, a DAMFault Net fault recognition model is constructed; s3, completing fault feature extraction in a coding stage; s4, obtaining an intermediate aggregation feature and an original same-scale feature from an encoder in a decoding stage; s5, adding a depth supervision mechanism to a tail end decoder; and S6, splicing and recovering prediction results to the size of the original seismic section. According to the seismic fault identification method based on the Dual-Attention mechanism and the multi-scale fusion network, excellent accuracy and fault continuity identification capability are shown in a fault identification task, and automatic, efficient and accurate identification of the fault in the seismic image is realized; and powerful technical support is provided for seismic analysis and research.

The invention is suitable for the technical field of seismic analysis, and provides a structure seismic performance analysis method and device considering cross-fault seismic oscillation, and a terminal. The method comprises the following steps: acquiring earthquake magnitude data, and calculating a recurrence period of each earthquake magnitude; establishing an empirical relationship between the magnitude and the recurrence period; calculating geometric dimension parameters of the fault through the empirical relation, and determining a research area crossing the fault and a fault fracture model; according to the fault fracture model, the digital elevation model and the soil layer information model, broadband seismic oscillation simulation is carried out, and an engineering site cross-fault seismic oscillation field is obtained; the method comprises the following steps: establishing a finite element model containing a cross-fault structure and surrounding rock, converting seismic oscillation into an equivalent force load on a boundary node of the finite element model, applying the equivalent force load on the boundary node of the finite element model, and performing cross-fault seismic response analysis on the cross-fault structure. According to the method, a closed-loop process from seismic oscillation selection input to performance index evaluation is realized, and a systematic solution is provided for anti-seismic performance evaluation analysis of a cross-fault structure.

The invention provides an urban water supply system anti-seismic analysis method based on a multi-fineness digital twinborn model, and belongs to the technical field of intelligent disaster prevention and digital twinborn of urban infrastructure systems. Constructing a topological network model and a hydraulic model of the city-level pipe network; constructing a multi-fineness parameterized numerical model library, and designing a dynamic scheduling engine based on event response; constructing a bidirectional data conversion interface and a unified semantic framework, and constructing a multi-fineness digital twin model; performing simulation by using the multi-fineness digital twin model to obtain a real-time simulation result; based on the real-time simulation result, the comprehensive state of the urban water supply system is visualized, an emergency decision is made, and anti-seismic analysis of the urban water supply system is completed; the problems of precision and efficiency imbalance, collaborative decision-making obstacle and serious lagging of disaster scene response existing in anti-seismic analysis of an existing urban water supply system are solved.

The invention belongs to the technical field related to tunnel anti-seismic analysis, and discloses a green function analytical method and equipment for rayleigh wave dynamic coupling response of an interval tunnel in an inclined field. The method comprises the steps that S1, soil deformation and displacement in the x direction and the y direction caused by Rayleigh wave propagation are converted into tunnel equivalent seismic loads in the x direction and the y direction through a viscoelastic geobasic structure model; s2, a Timoshenko beam model on a viscoelastic Pasternak foundation is adopted to establish a partial differential equation set for controlling axial and transverse dynamic displacement responses of longitudinal discrete units of the interval tunnel; s3, deducing four Green functions representing the bidirectional dynamic coupling response of the tunnel in combination with a Green function method and an artificial spring boundary; and S4, performing integral operation on the Green function by using a superposition principle, and introducing an exponential function term containing time t to obtain axial displacement and transverse displacement of the tunnel and corresponding axial and transverse dynamic coupling response coefficients. According to the invention, the solving efficiency is improved.

The invention belongs to the field of interaction between soil and a structure in geotechnical engineering, and provides a method for judging a local influence range of a cross station structure in a vibration table test. Comprising the steps of 1, designing a three-dimensional reduced scale model of the cross transfer station; 2, designing three-dimensional measuring points of the cross transfer station model; 3, generating an internal force characteristic curve of the cross transfer section; and 4, judging the influence range of the local cross transfer section of the station structure. According to the method, after the influence range of the cross transfer section of the cross station structure is determined, the cross transfer subway station structure can be divided into two parts to be subjected to anti-seismic analysis by adopting a segmentation processing method, and the problem of spatial effect influence factors of the cross transfer station is effectively solved.

The invention is suitable for the technical field of seismic analysis, and provides a cross-fault tunnel fault movement-seismic oscillation decoupling analysis method and device and a terminal. The method comprises the following steps: establishing a finite element model of a cross-fault tunnel-surrounding rock; based on the dual-objective optimization function of the seismic wave, determining the separation frequency of a fault movement component and a seismic oscillation component in the current seismic wave, and obtaining fault movement component data and seismic oscillation component data from the seismic wave in the simulation area; the fault movement component data and the seismic movement component data are converted into equivalent seismic loads; and applying the equivalent seismic load to the finite element model for finite element calculation, and determining the seismic response rule of the tunnel lining under the action of the seismic motion field and the fault displacement field. According to the method, the optimal separation frequency of the seismic oscillation component and the fault movement component is determined by using the dual-objective optimization function, so that the influence of different seismic wave components on the tunnel structure is researched, and a reference basis is provided for adopting targeted anti-seismic measures for tunnel seismic resistance.

The embodiment of the invention discloses an efficient response spectrum method for soil-structure interaction anti-seismic analysis. The efficient response spectrum method comprises the steps that a finite element model of a to-be-analyzed soil-structure system is obtained; performing modal analysis on the structure model under the rigid foundation, and calculating the effective inherent frequency and modal vector of each order of the soil-structure system; according to the effective inherent frequency and the modal vector of each order, calculating a modal participation coefficient of each effective modal and a cross correlation coefficient between the effective modals; a model bottom response spectrum is obtained according to earthquake risk analysis of a specific site, and for an engineering site without earthquake risk analysis of the specific site, the model bottom response spectrum is obtained through inversion of a ground surface design spectrum through an inversion method; and determining the peak response of the structure according to the bottom response spectrum of the model. According to the embodiment of the invention, soil-structure interaction is considered in the structural seismic analysis response spectrum method, and the execution efficiency is relatively high.

The invention discloses a method for predicting a favorable sand body in a less-well area based on sedimentary numerical simulation and comprehensive well shock, and relates to the technical field of oil-gas exploration and development. Based on logging, shock and core data, a sedimentary facies is depicted, a sedimentary system is defined, and a basic structure-sedimentary environment is constructed; the method comprises the following steps: defining a containing space parameter, a material source supply parameter and a carrying parameter by utilizing a sedimentary ancient landform, lake plane elevation, tectonic settlement and a material source system, and establishing an initial sedimentary forward modeling model; and comparing the simulation result of the initial deposition forward modeling model with the underground actual geological information of the area with less wells point by point and layer by layer, and evaluating the correlation degree of the simulation result and the actual geological condition. According to the method, the theoretical basis of favorable sand body prediction is provided, the uncertainty of single attribute prediction is eliminated, the precision of favorable sand body prediction in the well-deficient area is improved, and a technical method and the theoretical basis can be provided for favorable sand body prediction in numerous sedimentary basin well-deficient areas.

The invention discloses a reservoir water fluctuation propagation direct numerical simulation method and device in gravity dam anti-seismic analysis, a medium and equipment. According to the method, fluctuation propagation in reservoir water under combined incidence of P waves and SV waves is considered, a reservoir water-foundation site free field is analyzed and calculated on the basis of the fluctuation theory and the potential function theory, then the site free field is converted into node counterforce on fluid and solid boundaries on the basis of a fluid and solid power artificial boundary substructure model, and the reservoir water-foundation site free field is obtained. Applying node counterforce on the reservoir water-foundation artificial boundary, and directly performing numerical simulation on reservoir water-foundation site free field response; based on a static-dynamic artificial boundary conversion method, considering the influence of the static effect of the gravity dam-reservoir water-foundation system on the dynamic effect of the system, and constructing a gravity dam seismic oscillation input model for directly simulating reservoir water fluctuation propagation; according to the method, the anti-seismic analysis precision of the gravity dam is improved, and the limitations of single-wave incidence during reservoir water fluctuation propagation simulation, failure to consider the static effect and the like are overcome.

The invention provides an underground structure vulnerability analysis method, device and equipment and a storage medium, and relates to the technical field of underground structure anti-seismic analysis. The method comprises the following steps: establishing a regional geophysical model by setting attributes of a seismic source, attributes of an underground structure, attributes of a soil layer and a finite fault type; calculating seismic oscillation data corresponding to a plurality of nodes of different dimensions of the regional geophysical model by using a finite difference method; a target probability seismic demand model is determined based on the seismic oscillation data, and interlayer displacement angle limit values under different performance levels are obtained by performing push-and-cover analysis on the underground structure; and drawing a vulnerability curve based on the target probability seismic demand model and the inter-layer displacement angle limit value. According to the method, the device and the equipment for analyzing the vulnerability of the underground structure and the storage medium provided by the invention, the seismic oscillation data is acquired by considering various factors such as the geological environment of the underground structure and the seismic source attribute, and the accuracy of the vulnerability analysis of the underground structure is improved.

The invention provides a rebuilt underground structure earthquake analysis method combined with a reaction acceleration method, and the method comprises the steps: building an overall structure calculation model which comprises a foundation and a soil body around an underground structure, and the overall structure calculation model comprises an overground structure, the underground structure, the soil body around the underground structure, and the loads of the overground structure and the underground structure; carrying out response spectrum seismic analysis without considering the weight and inertia force of an underground structure and a soil body; then, canceling lateral constraint of a soil body boundary around an outer wall of the underground structure, and carrying out response acceleration method analysis on the underground structure; and performing most disadvantageous superposition and combination on the members of the underground structure in the overall calculation model according to internal force calculated by response spectrum seismic analysis and a response acceleration method, and performing aseismic design of the members. According to the method, the interaction influence of the site soil body, the underground structure and the overground structure can be quickly and conveniently considered, simplified calculation of the earthquake action of the rebuilt underground structure is achieved, and aseismic design can be carried out.

This invention provides a method for characterizing sedimentary microfacies distribution based on comprehensive geological and seismic analysis. By studying the sedimentary environment and surrounding tectonic background of the entire block, this invention calculates the cumulative percentage of channel and shoal body types based on sedimentary microfacies and grain size analysis. Based on a comprehensive analysis of the lithofacies of drill cores and corresponding well logging curves and seismic response characteristics, it establishes a comprehensive response model of the main sedimentary facies-well logging facies of the target stratigraphic group in the study area. Furthermore, based on the fusion of seismic attributes, it characterizes sand bodies in seismic profiles. By integrating the sand body characterization results, the comprehensive response model of sedimentary facies-well logging facies, and the sedimentary microfacies types, a method for characterizing sedimentary microfacies distribution in tight sandstone reservoirs using comprehensive seismic and geological analysis is established.

The invention discloses a seismic response analysis method for a magnetic levitation line axle coupling system with a seismic isolation support. The method comprises the steps that a motion equation of the magnetic levitation line axle coupling system considering nonlinear mechanical behaviors of the seismic isolation support under the seismic action is constructed; and solving the motion equation by considering equivalent linearization and separation iteration to obtain the dynamic response of the maglev line vehicle and the bridge. According to the method, a bridge model considering the nonlinear hysteresis behavior of the seismic isolation support and a magnetic track interaction model based on PID active control are established, and unified seismic analysis is carried out on strong nonlinear energy consumption of the seismic isolation support and specific active control dynamics of a magnetic levitation vehicle; the problem that an existing universal axle coupling analysis method cannot be directly applied to the complex system is solved.

The RC column concentrated plastic hinge model research method based on lateral stiffness relates to the structural seismic technology field; the method aims to solve the problem that the simulation precision of the existing concentrated plastic hinge model is influenced by the value of the multiplier n, and the function relationship between the spring rotation stiffness and the component lateral stiffness is established, without defining the multiplier n; the specific steps include deducing the concentrated plastic hinge series model unit stiffness matrix of the cantilever column, establishing the function relationship between the rotation stiffness and the lateral stiffness, designing the state updating algorithm based on the displacement loading control, verifying the accuracy of the new model, and comparing the precision of the existing model; the experimental results show that the simulation precision of the model is improved significantly, the nonlinear behavior of the RC column can be accurately simulated without the multiplier n, and the method has important practical significance; the method has been successfully applied to the seismic analysis of a plurality of typical RC frame structures, not only simplifies the calculation process, but also improves the calculation efficiency, provides a more reliable and convenient tool for the structural seismic design, and has high popularization value.

This application discloses a well-seismic analysis system, method, and equipment based on a tight sandstone geomechanical coupled lithofacies system, relating to the field of tight sandstone oil and gas extraction analysis. The system employs a four-element composite triangular diagram method in its classification model construction module to construct a geomechanical coupled lithofacies classification model for tight sandstone reservoirs based on information data. The integration module performs geomechanical coupled lithofacies classification and integrates multi-type lithofacies prediction results at the single-well level based on element difference data. The analysis and determination module, based on a well-seismic collaborative three-dimensional model of the tight sandstone reservoir's geomechanical coupled lithofacies, performs feature extraction, lithofacies classification feedback adjustment, and seismic attribute mapping of the geomechanical coupled lithofacies to determine the distribution information data of the tight sandstone geomechanical coupled lithofacies. This application can determine the heterogeneous distribution law of rock mechanics and geostress characteristics in tight sandstone reservoirs, providing a basis for improving the extraction efficiency of tight sandstone oil and gas.

The invention belongs to the technical field of curtain walls, and particularly relates to a forming process for irregular modeling of curtain wall petals, which comprises the following steps: a designer and a curtain wall engineer closely cooperate, and the modeling of the curtain wall petals is deeply designed by utilizing computer-aided design and computer-aided engineering software based on a building design drawing; the processing technology, the installation sequence and the structural rationality are fully considered, and the feasibility of the design scheme is ensured; performing wind pressure and anti-seismic analysis on the petals of the curtain wall according to the design scheme; and an accurate three-dimensional model of the curtain wall petals is established, and data export is performed on the established three-dimensional model. According to the method, deepening design and digital modeling are carried out by adopting various software, and the structure is simulated, analyzed and optimized by virtue of the three-dimensional model, so that the design precision is ensured, the material waste and the processing difficulty can be reduced, and the high requirement of irregular modeling on the design precision is met.

This invention discloses a method, apparatus, and equipment for determining formation thickness based on combined gravity and seismic data. The method includes: extracting the vertical derivative of the Bouguer gravity anomaly in the target basin; regularizing the vertical derivative of the Bouguer gravity anomaly to obtain a regularized value; determining the formation thickness at several well points and in three-dimensional regions within the target basin based on seismic and well data; and establishing a formation thickness prediction function for the target basin based on the regularized value of the vertical derivative of the Bouguer gravity anomaly and the formation thicknesses at several well points and in three-dimensional regions, thereby determining the formation thickness of the entire target basin based on the formation thickness prediction function. This method not only reduces the uncertainty of difference caused by data sparsity when using only seismic data but also solves the drawback of existing gravity interface inversion techniques lacking seismic constraints.

The utility model discloses a strong earthquake analysis and processing device based on earthquake data, relates to the technical field of earthquake analysis equipment, and provides the following scheme aiming at the problems that in the prior art, when the strong earthquake analysis and processing device is used, a support used in cooperation with the strong earthquake analysis and processing device is inconvenient to store and has adverse effects on storage and movement of the equipment. An inclined frame is fixed to the top of the protection box, a cover plate is rotatably connected to the top of the inclined frame, a sliding block is connected to the outer wall of one side of the cover plate, supporting plates are rotatably connected to the inner walls of the two ends of the sliding block, and a placement plate is fixed to the bottoms of the supporting plates. When the device is transferred, the two rotating screw rods drive the adjusting block in threaded connection to descend, so that the placing plate and the earthquake analyzer are stored in the protection box along with the adjusting block, and meanwhile, the placing plate pulls the cover plate through the supporting plate and the sliding block, so that the cover plate is closed at the top of the inclined frame; and the whole device can be conveniently moved.

The invention relates to a ground motion field simulation method based on a river valley site terrain effect, which is mainly applied to the field of slope anti-seismic analysis of water-power engineering. The method comprises the following steps: firstly, aiming at topographic features of a symmetric V-shaped river valley, constructing a planar model by combining a cylindrical SH wave theory, obtaining a seismic wave propagation rule and scattering characteristics by solving a wave field structure, and verifying a topographic amplification effect by utilizing actually measured data; and carrying out seismic oscillation execution foundation terrain simulation, flood discharge tunnel outlet slope simulation and landslide accumulation body simulation in three stages. According to the method, three types of simulation results are integrated, and the most unfavorable seismic oscillation input scheme for engineering anti-seismic analysis is determined, wherein seismic oscillation peak acceleration data of the wave-facing side during horizontal incidence are adopted by a flood discharge tunnel outlet slope and a landslide accumulation body. By means of the method, efficient coupling simulation of the river valley terrain effect and the non-uniform seismic oscillation field is achieved, and theoretical support is provided for aseismic design of complex site slopes.

The invention discloses a connectivity quantitative characterization method, and relates to the technical field of geological structure and oil exploration, and the method comprises the steps: obtaining geological background data and seismic data of a to-be-characterized region; determining seismic analysis data of the to-be-represented area according to the geological background data and the seismic data; the seismic analysis data comprises structural map data, fracture geometric parameter data and kinematic parameter data; determining a sand box model of the sand box physical simulation experiment according to the geological background data and the seismic analysis data; after the physical simulation experiment of the sand box is finished, obtaining experimental data of the physical simulation experiment of the sand box; the experimental data comprises the anticline uplift amplitude and the anticline average slope angle under a plurality of horizontal displacement conditions; and carrying out quantitative characterization on the connectivity between the anticlines by using the anticline uplift amplitude and the anticline average slope angle. Only geological background data and seismic data are utilized for analysis, the cost is low, and the analysis process is objective.

The invention provides an urban subway tunnel post-earthquake trapped person quantity analysis method and device, and relates to the technical field of civil engineering structure earthquake resistance. The method comprises the following steps: establishing an earthquake analysis model of a site where a city is located, and calculating an earthquake motion field distribution condition in a target earthquake scene; carrying out statistics on typical characteristics of the urban subway tunnel, constructing a tunnel-soil body fine standard model of each typical characteristic, and inputting seismic waves into the models to obtain a corresponding relation between a seismic motion field and a tunnel damage state; determining a ground motion field at the position of each subway tunnel, and calculating the probability of occurrence of different damage states of each subway tunnel according to the corresponding relation; and based on the urban subway line operation data and the passenger data, determining the personnel distribution condition of each subway tunnel at different time, and calculating the number of trapped people in the subway tunnel after the earthquake. According to the method, the evaluation result of the number of people trapped in the urban subway tunnel after the earthquake in different earthquake scenes can be realized, and a scientific and reasonable tool can be provided for pre-disaster defense and post-disaster emergency.

The invention discloses a close-range crossed underground structure group seismic response calculation method, provides a corresponding seismic design process, and determines main influence factors influencing system seismic response by establishing a calculation model containing a soil body-single typical underground structure and a soil body-close-range crossed underground structure group. And on the basis of numerical parameter analysis suggested influence factors, a complex interaction problem is simplified into a relatively mature anti-seismic analysis problem of a single typical underground structure, so that seismic response analysis and a practical anti-seismic design process of the close-range crossed underground structure group under the action of an earthquake are realized. The problem of aseismic design of a large number of emerging short-distance underground structure crossed structure groups at present is effectively solved.

The embodiment of the invention discloses a non-stationary seismic oscillation generation method and device, electronic equipment and a storage medium, and relates to the technical field of seismic engineering, and the method comprises the steps: 1, generating a seed seismic oscillation time history based on a power spectrum model; 2, performing wavelet packet decomposition on the seed seismic oscillation time history to obtain a group of sub-signal components in a time-frequency domain, and identifying a strong seismic time period; 3, constructing a time-varying function, and correcting sub-signal components in a strong earthquake time period; 4, reconstructing and generating an intermediate seismic oscillation time history according to the adjusted sub-signal components, and judging whether the intermediate seismic oscillation time history meets a preset precision requirement or not; if not, taking the intermediate seismic oscillation time history as a new seed seismic oscillation time history, and repeating the steps until a preset precision requirement is met; through time domain localization correction, the contradiction between response spectrum matching and intensity non-stationary maintenance is solved, seismic oscillation which accords with a target response spectrum and has real non-stationary characteristics is generated, and the reliability of anti-seismic analysis is improved.

The invention relates to a method for evaluating the correlation of anti-seismic deformation capability of a bridge structural member, which comprises the following steps of: firstly, collecting bridge pier column engineering parameters such as reinforcement ratio, axial compression ratio and the like and an anti-seismic deformation capability quantitative index, and dividing into a training set and a test set after sample screening, feature optimization and data conversion; then, constructing a Gaussian process regression model fusing a mixed effect and a multi-output kernel function so as to synchronously describe association among multiple damage states; the optimal kernel function is screened through training, hyper-parameters are optimized, and finally based on a trained model, two types of correlation of'different damage states of the same component 'and'the same damage state of different components' are scientifically quantified. According to the design, the defects of a traditional experience hypothesis method are overcome, automatic and accurate quantification of the anti-seismic deformation capacity correlation is achieved through data driving, and a reliable result of convergence verification lays a solid foundation for bridge pre-seismic anti-seismic analysis, post-seismic damage rapid evaluation and anti-seismic design optimization.

The invention relates to the field of prediction of lacustrine facies high-quality hydrocarbon source rocks in an offshore less-well / no-well area, and discloses a lacustrine facies high-quality hydrocarbon source rock small sample machine learning quantitative prediction method and system based on geological condition constraints. The fault activity rate of the depression in the hydrocarbon source rock development period is larger than an activity rate threshold value, and the stratum thickness is larger than a thickness threshold value; for depression of the selected hydrocarbon source rock, determining a high-quality hydrocarbon source rock development layer section according to geological conditions of high-quality hydrocarbon source rock development through paleotemperature, nutrition degree and water reducibility analysis; determining seismic facies characteristics of the high-quality hydrocarbon source rocks according to well seismic analysis, and depicting a seismic facies distribution range of the high-quality hydrocarbon source rocks on the basis of seismic sequence analysis; and based on a small sample machine learning method, establishing a quantitative relationship between the seismic facies of the lacustrine facies high-quality hydrocarbon source rocks and the TOC of the lacustrine facies high-quality hydrocarbon source rocks, and carrying out high-quality hydrocarbon source rock distribution prediction on a target region so as to improve the quantitative prediction precision of the lacustrine facies high-quality hydrocarbon source rocks in the less-well / no-well region on the sea.