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934 results about "Open source" patented technology

The open-source model is a decentralized software development model that encourages open collaboration. A main principle of open-source software development is peer production, with products such as source code, blueprints, and documentation freely available to the public. The open-source movement in software began as a response to the limitations of proprietary code. The model is used for projects such as in open-source appropriate technology, and open-source drug discovery.

Vulnerability remediation code detection method and related device

The present application provides a vulnerability remediation code identification method, comprising: acquiring commit information of open-source software, the commit information comprising a committed code snippet and text information associated with the code snippet; inputting the commit information into a first language model and performing identification to obtain function change information and test case information; inputting the function change information into a vulnerability remediation identification model to obtain a vulnerability remediation code snippet for a target vulnerability, and inputting the test case information into a vulnerability test case identification model to obtain a test case code snippet for the target vulnerability; and inputting the vulnerability remediation code snippet for the target vulnerability and the test case code snippet for the target vulnerability into a second language model and performing integration and identification to obtain an identification result. On the basis of notable characteristics in a test case for a vulnerability, the identification rate of vulnerability remediation code can be effectively increased. In this way, a user can discover potential vulnerabilities in advance, thus reducing security risks.
Owner:HUAWEI CLOUD COMPUTING TECHNOLOGIES CO LTD

Device capability distributed cooperation method and system based on open source gap system

The invention discloses a device capability distributed cooperation method and system based on an open source gap system, and the method comprises the steps: building a discovery mechanism in a target main device with the open source gap system, and detecting peripheral devices through the built-in discovery mechanism in the target main device, based on the distributed capability of the open-source gap-Mongolia system, a galaxy network is established by a plurality of devices; identifying a preset operation mode of a user, pulling up an atomization service according to an identification result, supporting seamless circulation of the atomization service among different devices through the galaxy network, and performing real-time sharing of data; images or information from different devices are displayed on a distributed screen, and remote operation is carried out on the robot in the galaxy network through a distributed control technology; and monitoring the equipment state and the service operation condition in real time, automatically scheduling resources according to a preset rule so as to respond to an abnormal condition, and taking corresponding recovery measures. According to the invention, efficient collaboration and data sharing among equipment are realized.
Owner:深圳开鸿数字产业发展有限公司

Video editing method and related equipment

The invention discloses a video editing method and related equipment, and the method comprises the steps: receiving an editing intention of a user, carrying out the semantic analysis of an intention analysis model, and generating an editing copywriting, a style and a structured instruction; the edited copywriting is split according to the edited copywriting; performing cross-modal analysis on video materials by using a video understanding model trained based on an open-source multi-modal model, and accurately positioning sub-lens segments; secondly, editing the sub-lens segments through an editing model to generate a preliminary sheet, performing quantitative scoring through a video scoring model, and obtaining a scoring result according to a multi-dimensional index; and finally, the result is fed back to the editing model, and iterative adjustment is carried out until a final slice is produced. According to the method, the editing efficiency is improved, the manual operation time is shortened, the material adaptability is enhanced, the personalized requirement is met, the editing effect consistency is improved, the video content understanding is deepened, the editing effect is optimized, the technical threshold is reduced, the existing technical problems are solved comprehensively, and an efficient, intelligent and personalized editing scheme is provided.
Owner:GUANGZHOU QUYAN NETWORK TECH CO LTD

Reservoir emergency plan big language model review method fusing knowledge graph

The invention relates to the technical field of natural language processing, in particular to a knowledge graph fused reservoir emergency plan large language model review method. The method comprises the following steps: acquiring a to-be-examined reservoir emergency plan, and performing data structured processing; a first neural network model is combined with a multi-scale context sensing mechanism to comprehensively capture local and global semantic information, and knowledge graph representation of a reservoir emergency plan text is constructed; a second neural network model is adopted to process the chart type information, and a reservoir emergency plan multi-modal knowledge graph is constructed; and meanwhile, an open source large language model of a Transform architecture is finely adjusted by adopting comparative learning, a special reservoir emergency plan large language model is constructed, and complementary enhancement of language model semantic embedding and knowledge graph structure representation is realized through a bidirectional enhancement mechanism. And finally, in combination with a graph attention mechanism, embedding the multi-modal knowledge graph into the fine-tuned large language model for comprehensive review, and generating a review report.
Owner:NANJING HYDRAULIC RES INST

Method and device for implementing text2sql model based on thinking chain, computer equipment and readable storage medium

The invention discloses a thinking chain-based text2sql model implementation method and device, computer equipment and a readable storage medium, and the method comprises the steps: firstly obtaining a sample SQL query instruction text, carrying out RAG retrieval, constructing cue words, calling at least two open source large language models for output, carrying out the evaluation of a target large model to obtain a step-by-step and reward training data set, and carrying out the calculation of the step-by-step and reward training data set; and performing fine tuning training on the initial step-by-step and reward model. And after the target instruction input by the user is obtained, reasoning is performed in combination with the trained step-by-step and reward model to obtain the corresponding SQL statement, so that efficient and accurate text-to-SQL conversion is realized.
Owner:DARK MATTER ARTIFICIAL INTELLIGENT (BEIJING) TECHNOLOGY CO LTD

Network security situation analysis method and device based on multi-agent cooperation

The invention discloses a network security situation analysis method and device based on multi-agent collaboration, and the method comprises the steps: firstly constructing an agent architecture and a route for network security situation assessment analysis based on an open source large language model, carrying out the role definition of each agent in the agent architecture through combining with a Prompt prompt word, and stipulating the communication format of the agent; based on domain knowledge, a dynamic rank learning LoRA algorithm is adopted to carry out fine adjustment on each agent in the agent architecture, based on a natural language rule base, a commander agent is utilized to coordinate a collusion agent and a simulated blue army agent, multi-dimensional analysis is carried out through reflection, inquiry and debate mechanisms, and a network security situation assessment result and trend prediction are generated. Through combination of dynamic LoRA fine tuning and a multi-agent debate mechanism, the problems that universality and field adaptability are difficult to balance and complex attack intention analysis is insufficient in a traditional method are solved, and the accuracy and prediction reliability of network security situation assessment are remarkably improved.
Owner:NO 30 INST OF CHINA ELECTRONIC TECH GRP CORP

Water meter data acquisition method based on open source gap

The invention relates to the technical field of Internet of Things, in particular to a water meter data acquisition method based on an open source gap, which comprises the following steps of: based on an open source gap distributed architecture, acquiring water meter sensing and communication data, analyzing flow fluctuation, marking low-efficiency nodes, optimizing communication and energy consumption matching, screening abnormal links, and identifying over-limit nodes. And generating an exception and switching control table. According to the method, intelligent division of a data fluctuation interval is realized by analyzing a flow change trend in unit time, on the basis, a data acquisition task and an energy consumption state are matched in combination with an operation period and electric quantity distribution, meanwhile, signal strength and delay in a transmission path are comprehensively evaluated, and the flow output change is continuously tracked, so that the flow output change is accurately determined. And abnormal operation nodes are identified and switching control signals are triggered, so that the stability and accuracy of data acquisition in a complex environment are improved, the coordination and execution efficiency of the whole process are enhanced, the information loss risk caused by communication faults is reduced, and the intelligent response level is improved.
Owner:SHENZHEN HUAXU TECH DEV CO LTD

Operator unloading method and system of vectorization execution engine based on DPU heterogeneous architecture

The invention provides an operator unloading method and system of a vectorization execution engine based on a DPU heterogeneous architecture, the DPU heterogeneous architecture comprises a CPU and a DPU network card, and the DPU heterogeneous architecture is applied to an open source distributed computing system; the open source distributed computing system performs grammar analysis on a query language input by a user and adds physical execution stage operation to obtain a physical execution plan, and the Spark plug-in intercepts the physical execution plan and converts the physical execution plan into a query plan based on a set rule; transmitting to a vectorization engine execution path and calling a vectorization execution engine to carry out data processing on a plurality of operators in the query plan; a performance function of a DPU heterogeneous calculation version in a function system of the vectorization execution engines is called, calculation resource consumption of operators capable of being processed by the multiple vectorization execution engines in the query plan is calculated, the operators higher than a preset standard are unloaded to a DPU network card from an original CPU, and the data processing performance of the query task is improved through operator unloading.
Owner:YUSUR TECH CO LTD

Open source software risk detection method and device based on SBOM list, equipment and medium

The invention discloses an open source software risk detection method and device based on an SBOM list, equipment and a medium, and relates to the technical field of software detection. The method comprises the following steps: acquiring an SBOM of target software, and analyzing component information of the SBOM; generating a feature character string according to the component information, and calculating a feature hash value through a hash algorithm; based on a known open source component, analyzing component information and vulnerability information of the component, calculating a feature hash value of the component, and storing the feature hash value to form a feature database; searching a matching item in a feature database based on the feature hash value of the target software component, and if the matching item is found, obtaining a license and vulnerability information of the target software component; if not, marking, manually judging and supplementing the data to the feature database; constructing a license compatibility matrix, and checking the compatibility of the obtained license and the overall license of the project; and comparing the acquired vulnerability information with a feature database, calculating vulnerability severity by combining a CVSS scoring model, and generating a priority repair report. According to the method, the software security detection speed and accuracy are improved.
Owner:NAT IND INFORMATION SECURITY DEV RES CENT

Code fingerprint-based open source component identification and vulnerability detection method

The invention discloses a code fingerprint-based open source component identification and vulnerability detection method, which comprises the following steps of: receiving a local or remote code, extracting a difference file, generating an AST and constructing a code attribute graph; sHA-256 Hash fingerprints and GNN semantic fingerprints are calculated for the function level sub-graphs to form mixed fingerprints, accurate matching is conducted through a Bloom filter, semantic matching is completed through nearest neighbor, and a component version is determined through a distribution difference algorithm. The method comprises the steps that firstly, a component identifier is mapped into a PURL or an SWID, an OSV / NVD library is inquired to obtain a CVE, comprehensive risks are calculated in combination with CVSS, EPSS and dependency depth, and an SBOM and a vulnerability report conforming to CycloneDX or SPDX are output. The method is high in speed and high in accuracy, and the open source risk can be automatically treated in continuous integration.
Owner:GUANGDONG POWER GRID CO LTD +1

Visual data platform full-link data flow tracing method, system, device and medium

The invention relates to the technical field of big data management and data analysis, and discloses a visual data platform full-link data flow traceability method, system and device and a medium, and the method comprises the steps: monitoring a job scheduling process submission event, analyzing the input and output configuration information of each job node, converting the information into a data flow model, and storing the data flow model in a traceability database; static analysis is conducted on node scripts and codes, and analysis results are stored in a traceability database; generating a unique identifier for each data record, and recording related information in a data circulation process; and writing the data flow relationship into a graph database Neo4j through a Kafka asynchronous message, and performing data traceability query by a user through a visual interface. The method has the beneficial effects that the data quality and safety are improved, and the limitation and complexity of a mainstream open source tool in the aspect of a data blood relationship analysis function are solved.
Owner:LUCULENT SMART TECHNOLOGIES CO LTD

Digital intelligent water affair form text anti-counterfeiting watermark generation method based on open source gap

The invention relates to the technical field of anti-counterfeiting watermarks, in particular to a digital intelligent water affair form text anti-counterfeiting watermark generation method based on an open source gap, which comprises the following steps of: acquiring field difference and repetition frequency, screening jitter fields to generate a perturbation table, indexing and marking sensitive segments in sections, establishing a weight structure and adjusting bit width, and sequencing nodes to generate a binding list. And constructing a watermark path chain, and matching track consistency to generate a drift label. According to the method, a field disturbance weight structure is established through proportional mapping, dynamic affinity sorting is performed in combination with node processing capacity and field task attributes, watermark track sequence binding is realized in a field path structure, and a track consistency detection mechanism is introduced in time sequence matching of field filling and node execution. The concealment of field embedding disturbance and the verifiability of a watermark writing path can be enhanced under the condition of not changing a form external display structure, and it is ensured that node selection in the field content embedding process has logical continuity and a track chain can be traced back.
Owner:SHENZHEN HUAXU TECH DEV CO LTD

Development experiment box multi-device cooperative control method based on open-source gap system

The invention belongs to the technical field of cooperative control, and particularly relates to a development experiment box multi-device cooperative control method based on an open-source gap system. According to the method, access, identity authentication, automatic discovery and dynamic connection of experimental box equipment are realized through a distributed equipment management platform of an open-source Gao Mongolia system; a uniform resource scheduling mechanism is utilized to complete resource information collection, strategy matching and dynamic allocation; task allocation is carried out by adopting an intelligent task scheduling algorithm and combining equipment states and task requirements; real-time data transmission between devices is realized by means of a low-delay communication protocol; and finally, automatically summarizing and analyzing experimental data and generating a report. According to the method, the problems of low equipment identification efficiency, low resource utilization rate, low task allocation efficiency and the like in the existing development experiment box are solved, the intelligent level and the system stability of equipment cooperative control are improved, and the method is suitable for a multi-equipment cooperative control scene of the development experiment box.
Owner:JINAN BOSAI NETWORK TECH CO LTD +1

Coupling iterative algorithm library and reactor multi-physics field coupling calculation program construction method

The invention discloses a coupling iterative algorithm library and a reactor multi-physical field coupling calculation program construction method. The coupling iterative algorithm library comprises an open source library layer used for integrating a plurality of numerical calculation libraries and providing an input / output interface for a reactor multi-physics field coupling framework and each numerical calculation library; the core algorithm layer is used for integrating a plurality of coupling iteration algorithms and a plurality of acceleration algorithms related to each coupling iteration algorithm; the interface layer is used for providing a data interaction interface between a nuclear reactor multi-physics field coupling calculation program and the core algorithm layer; and the iterative algorithm template layer is used for forming an iterative solution process control template function based on the open source library layer, the core algorithm layer and the interface layer, and the iterative solution process control template function is used for constructing a nuclear reactor multi-physics field coupling calculation program based on the process control parameters set in the input file. According to the coupling iterative algorithm library, the development efficiency and the development quality of a nuclear reactor multi-physics field coupling calculation program can be improved.
Owner:NUCLEAR POWER INSTITUTE OF CHINA

Open source threat intelligence acquisition method and system based on large language model

The invention discloses an open source threat intelligence acquisition method and system based on a large language model, and the method comprises the steps: receiving a problem proposed by a user through an Agent module, analyzing the problem based on the large language model, and selecting a tool provided by a Toolkits module based on an analysis result; the Toolkits module collects and processes the open source threat intelligence information according to the tool selected by the Agent module; the memory module records an interaction process between the user and the Agent module and an interaction process between the Agent module and the Toolkits module, when a question proposed by the user is not recorded, operation is performed according to the steps 1-2, and when the question proposed by the user is recorded, the memory module participates in interaction between the Agent module and the Toolkits module by providing a historical context. According to the method, threat intelligence can be autonomously obtained based on user requirements without manually scanning tools or querying related websites and platforms, and a large amount of time and labor cost are saved.
Owner:INST OF HIGH ENERGY PHYSICS CHINESE ACAD OF SCI

Chinese ancient book character recognition method and system based on image recognition technology

The invention relates to the field of character recognition systems, and discloses a Chinese ancient book character recognition method based on an image recognition technology, which comprises the following steps: reading an ancient book image according to an open source code computer vision library to obtain an original image; performing gray processing on the original image to obtain an image after gray equalization; according to a median filtering algorithm, carrying out de-noising processing on the image after gray scale equalization to obtain a pre-processed image; according to the method, multi-level feature extraction is carried out on the image through the real-time multi-scale detection model and the convolutional neural network, and character features of different scales and angles in the image can be captured; and therefore, the character recognition accuracy is improved, especially for the common font, typesetting, inclination or blurring conditions in ancient book images.
Owner:山东齐鲁壹点传媒有限公司 +1

Open source vulnerability analysis method and device and computer readable storage medium

The invention discloses an open source vulnerability analysis method. The method comprises the steps of generating a security vulnerability knowledge graph of a to-be-analyzed software product; the security vulnerability knowledge graph comprises vulnerability nodes, software nodes of the to-be-analyzed software product, a calling relationship between the to-be-analyzed software product and open source software, and a dependency relationship between the open source software; the calling relationship comprises a calling relationship between functions in the software code; scanning a reachable path from the vulnerability node to the software node in the security vulnerability knowledge graph based on a graph search algorithm; and generating a vulnerability analysis result based on the scanning condition. Open source vulnerability analysis is carried out through the security vulnerability knowledge graph, and the technical problems of low vulnerability investigation efficiency and high investigation cost caused by the phenomenon that propagation paths between dependency levels of open source software cannot be identified and vulnerability analysis has false alarms can be solved.
Owner:HUAWEI TECH CO LTD

Linux container-based Android and open source gap dual-system cooperative operation method

The invention discloses a Linux container-based Android and open source gap dual-system collaborative operation method, relates to the technical field of operation system collaboration, and aims to reduce resource occupation and improve collaboration and switching coherence, and the method comprises the following steps: step 1, by taking an Android as a host, creating a container isolation running domain, starting a namespace and managing resources by a control group; the method comprises the following steps: presetting a binder virtualization and three-state template; 2, deploying an open source gap in a container, mounting a shared directory in a directory binding manner, configuring bridging or address translation, and establishing copy-on-write and snapshot identifiers; and step 3, establishing a cross-system binder channel, and setting a service registration agent in a service manager and completing mapping of a handle and an authority domain by combining a shared memory and a local socket. And step 4, executing system switching without restarting, enabling one foreground and the other background through a foreground interface and continuous quota assignment, freezing a background session, limiting the speed of background heartbeat, and returning according to a snapshot when an exception occurs.
Owner:JIAXING JIASAI INFORMATION TECH CO LTD

Shield tunneling parameter intelligent optimization method and system based on AI big language model

The invention provides a shield tunneling parameter intelligent optimization method and system based on an AI big language model, and relates to the technical field of tunnel construction optimization. Comprising the following steps: training an open source large model to obtain a preliminary shield tunnel construction industry large model; an upstream task and a downstream task which are relatively independent are set, and the upstream task comprises a tunneling speed prediction module, a tool wear prediction module, a ground surface settlement prediction module and a tunneling attitude prediction module; a downstream task combines an RAG technology and an NSGA-III multi-objective optimization framework, four prediction modules and an energy consumption calculation formula serve as objective functions, the value range of constraint conditions is determined, a tunneling parameter optimization module is established, a professional shield tunnel construction industry large model is formed, and scientific and intelligent decision making of tunneling parameters is achieved. According to the method, information in multiple aspects can be comprehensively considered during decision making, the reasoning process is output, and scientificity, comprehensiveness and reliability of decision making are ensured.
Owner:SHANDONG UNIV (QIHE) INST OF NEW MATERIALS & INTELLIGENT EQUIP +1

Hybrid nonlinear floating fan hydrodynamic load coupling calculation method

The invention discloses a hybrid nonlinear floating fan hydrodynamic load coupling calculation method. The method comprises the steps of obtaining a velocity potential of a wave field in a computational domain through OceanWave3D numerical simulation (a wave field calculation model), and performing post-processing to obtain wave field data; dividing an instantaneous wet surface according to the six-degree-of-freedom motion, calculated based on an OpenFAST (floating fan calculation model), of the floating fan in each time step, and performing pressure integration to obtain a Front-Krylov force; updating the hydrostatic stiffness matrix according to the real-time position change of the buoyancy center of the fan, and calculating hydrostatic restoring force; linear radiation force and diffraction force are calculated through time domain convolution of frequency domain data, nonlinearity of the radiation force and the diffraction force is considered based on an instantaneous wetting volume change coefficient, and hydrodynamic load and structural motion response calculation in the current time step is completed after the OpenFAST is coupled. According to the method, coupling calculation between the open source code OpenFAST and OceanWave3D is achieved, and compared with commercial software at the present stage, the method is more accurate in wave load calculation under the extreme wave sea condition.
Owner:ZHEJIANG UNIV

Drug molecule optimization design method based on deep reinforcement learning and skeleton constraint

The invention discloses a drug molecule optimization design method based on deep reinforcement learning and skeleton constraint, and belongs to the technical field of drug molecule optimization design, and the method comprises the steps: firstly building a molecule generation model based on deep learning, and training the molecule generation model in combination with data of an open source database; carrying out transfer learning on the pre-trained molecular generation model by utilizing a target attribute related compound database; on this basis, a strategy gradient algorithm is constructed, reinforcement learning based on target attributes is carried out in combination with a scoring model result, and skeleton constraints are added in a reinforcement learning sampling process to generate molecules with specific skeleton structures; and finally, comprehensively evaluating and screening the generated molecules by utilizing a multi-dimensional evaluation index, thereby identifying the patent medicine molecules with further research and development potential, rapidly obtaining molecular structures meeting target requirements, and greatly improving the efficiency of optimal design of the medicine molecules.
Owner:HAINAN UNIV

Open source component multi-mode dependence risk tracing method and device

The invention relates to an open source component multi-modal dependency risk tracing method and device, and the method comprises the steps: employing a mode of combining static analysis and dynamic analysis to analyze a component dependency relationship of software, and combining AST analysis and construction script analysis; function-level features are extracted, a binary fingerprint database is constructed, the similarity between different versions is analyzed through LSH, behavior patterns in binary codes are analyzed, and hidden dependencies or malicious code injection is detected; the version updating history of the dependent component is analyzed and monitored by using a time sequence, and the vulnerability security of the component is evaluated in combination with attack graph analysis; high-risk components on the path are calculated, potential supply chain attack points are identified, and risk points are subjected to cross validation; a time sequence diagram database is used for recording the component dependency relationship, and time backtracking query is supported. According to the method, a multi-mode dependency analysis method is adopted, potential dependency risks are rapidly identified, and potential supply chain attack risks are timely warned.
Owner:FUJIAN YIRONG INFORMATION TECH +1

Open source component vulnerability upgrade compatibility analysis method and electronic equipment

The invention provides an open source component vulnerability upgrade compatibility analysis method and electronic equipment, and belongs to the technical field of upgrade compatibility analysis. According to the method, automatic pre-upgrade verification is carried out on the vulnerability component with the vulnerability in the open source component called by the project file, and the upgrade compatibility information of the vulnerability component can be obtained. And integrating the upgrading compatibility information of each vulnerability component corresponding to different project files to construct a knowledge base of the large model, and the knowledge base comprises a component name corresponding to each vulnerability component, a version number before upgrading, a version number after upgrading, an upgrading compatibility result, a calling mode, a calling code snippet and a repair code sample. Therefore, the large model can perform upgrade compatibility analysis on the vulnerability components with vulnerabilities in the open source components called by the to-be-tested project file depending on the knowledge base so as to obtain upgrade compatibility results corresponding to the vulnerability components. Through a large model, the accuracy and comprehensiveness of compatibility analysis can be ensured, and meanwhile, the upgrading efficiency can be effectively improved.
Owner:WEBANK (CHINA)

Log file-based security vulnerability AI positioning method and system

The invention relates to the technical field of network security, and discloses a security vulnerability AI positioning method and system based on log files. The method comprises the following steps: firstly, analyzing user feedback describing open source component security vulnerabilities to extract fault key entity information, screening related log entries based on the fault key entity information, and constructing a vulnerability propagation graph; identifying a vulnerability triggering initial point set by using a graph traversal algorithm and a graph neural network, calling a component vulnerability case library to deduce a vulnerability utilization propagation chain and calculating a matching degree with a known open source component vulnerability utilization chain feature, and obtaining a maximum probability vulnerability utilization propagation chain and an associated vulnerability triggering initial point set; and generating a root cause positioning report, and updating the knowledge base or model training data according to a user verification result. According to the method, the initial vulnerability point and the complete vulnerability propagation chain of the security vulnerability of the open source component can be accurately and efficiently positioned, and the positioning accuracy and timeliness are improved.
Owner:JIANGSU ZHUOYI INFORMATION TECH CO LTD +2

Fracturing wellhead device failure analysis method and system based on large model and knowledge graph

The invention relates to the field of intelligent diagnosis of oil and gas field development, in particular to a fracturing wellhead device failure analysis method and system based on a large model and a knowledge graph. The system is helpful for solving the problem that the accuracy and timeliness of failure analysis and fault diagnosis of the fracturing wellhead device in the prior art are limited. The method comprises the steps of building a knowledge graph, setting a knowledge graph dynamic updating mechanism oriented to the fault evolution process, building an open source large model and introducing a closed loop feedback mechanism. According to the method, the large model, the knowledge graph and the RAG technology are applied to fracturing wellhead failure analysis, and the intelligent level of the oil and gas industry is remarkably improved; the problem that a large model is high in generalization but insufficient in specialty is optimized, and the accuracy of answer generation is improved.
Owner:SOUTHWEST PETROLEUM UNIV

Vertical domain distribution network planning method and system based on large language model

The invention relates to the technical field of power grids, in particular to a vertical domain distribution network planning method and system based on a large language model. The method comprises the following steps: collecting and arranging a distribution network structure and operation data, and constructing a'graph 'management system; extracting historical planning schemes to form a typical case library; fusing external open source data and source side data to establish a big database and an access interface; constructing a bilateral prediction model and a planning scheme generation model based on machine learning; carrying out secondary pre-training and practical packaging on the open source large language model; planning parameters are obtained in a guiding mode in a question-answer mode, and a scheme is generated. According to the method, the problems of high labor cost, long planning time, large error, unstable planning quality, poor interactivity, high learning threshold and the like of traditional distribution network planning are solved, the planning efficiency and precision are improved through an intelligent technology, the professional threshold is reduced, a brand new solution is provided for coping with the new situation of high permeability of new energy and electric energy replacement acceleration, and the method is worthy of popularization and application. And the practical value is remarkable.
Owner:ELECTRIC POWER RES INST CHINA SOUTHERN POWER GRID CO LTD +1

Large model-based open source community developer behavior influence assessment method and system

The invention discloses an open source community developer behavior influence assessment method and system based on a large model, and belongs to the technical field of developer assessment, and the method comprises the steps: obtaining the record and statistical information of developers in a software development project; performing multi-dimensional analysis on the text data in the recorded and statistical information by using a large model, and integrating the scores of all dimensions to obtain a first score of the developer; wherein the dimensions comprise technology, communication, cooperation, continuous contribution and code quality; constructing a knowledge graph according to the record and statistical information, and obtaining a second score of the developer based on the knowledge graph; and obtaining a behavior influence evaluation result of the developer based on the first score and the second score. According to the method, the behavior influence of the developer can be accurately evaluated.
Owner:INST OF SOFTWARE - CHINESE ACAD OF SCI

Smart home equipment cooperative control method and system based on edge computing

The invention discloses a smart home equipment cooperative control method and system based on edge computing, and relates to the technical field of smart home equipment cooperative control, and the method comprises the steps: employing multiple sensors to collect the temperature, humidity, illumination intensity and user behavior data in a home environment, and obtaining an original data set; preprocessing the original data set by adopting a data processing method to obtain a high-quality data set; constructing a multi-modal collaborative decision prediction model based on the high-quality data set in combination with an open-source large language model LLM, inputting the high-quality data set into the collaborative decision prediction model, and outputting a control strategy result; based on a control strategy result, performing instruction distribution and state synchronization on the smart home equipment by adopting a high-efficiency communication protocol between heterogeneous equipment to obtain an equipment operation instruction set; and based on the equipment operation instruction set, computing and storage resources of the edge nodes of the smart home equipment are distributed through a dynamic resource management and load balancing method, and a resource configuration scheme is obtained.
Owner:SHANGHAI BIFANG RONGXIANG INTELLIGENT TECHNOLOGY CO LTD

Explicit-implicit relationship collaborative extraction method and device based on large model and pre-training model

The invention discloses an explicit-implicit relationship collaborative extraction method and device based on a large model and a pre-training model, and the method comprises the steps: 1, obtaining a word vector of a text through a pre-training language model, building a word-level table labeling frame based on the word vector of the text, and building a table labeling frame based on the word level; obtaining an explicit entity relationship triple in the text; wherein the pre-training language model is BERT; 2, acquiring implicit knowledge in the text from the GPT model as an external knowledge source; 3, performing instruction fine tuning by fusing the open source large language model with implicit knowledge and prompts, and performing reasoning through texts and implicit knowledge to obtain an implicit entity relationship triple; and 4, systematically integrating the explicit and implicit entity relationship triples obtained from the text by the open source large language model fused with implicit information fine adjustment and the pre-training language model, and finally obtaining a combined triad.
Owner:YANBIAN UNIV

GIS development method and system for water conservancy and hydropower digital twin application

The invention discloses a GIS development method and system for water conservancy and hydropower digital twinning application, and the method comprises the following steps: building a two-dimensional and three-dimensional GIS general development framework, integrating a two-dimensional and three-dimensional GIS engine, and forming a water conservancy and hydropower two-dimensional and three-dimensional GIS general development platform; based on a water conservancy and hydropower two-dimensional and three-dimensional GIS universal development platform, constructing a water conservancy and hydropower spatio-temporal data base and building a digital twinborn scene; based on a water conservancy and hydropower spatio-temporal data base and a built digital twinborn scene, water conservancy and hydropower related business components and GIS application components are modularly constructed; and integrating a front-end framework, and carrying out visual display and application analysis. According to the method, a water conservancy and hydropower general two-dimensional and three-dimensional development platform is built based on a hydropower two-dimensional multi-engine and a three-dimensional GIS open source engine cesium, and a digital twin space-time base is built on the basis. A mode of'platform + plug-in 'is adopted, business components and water conservancy and hydropower GIS application components are developed in a pluggable component mode, jquery, React and VUE mainstream front-end frameworks are compatible, and visual display and application of water conservancy and hydropower businesses are carried out.
Owner:NANJING NARI WATER RESOURCES & HYDROPOWER TECH CO LTD +1