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51 results about "Interaction layer" patented technology

Same-layer interaction on different computers. The two computers use a protocol to communicate with the same layer on another computer. The protocol defined by each layer uses a header to communicate. Adjacent-layer interaction on the same computer. On a single computer, one layer provides a service to a higher layer.

Multi-mode dynamic globe interaction system based on three-dimensional lamination and capacitive touch control

The invention discloses a multi-mode dynamic globe interaction system based on three-dimensional lamination and capacitive touch control, and relates to the field of interaction data processing, the system comprises a cloud platform module, an interaction module and a rendering module, and the interaction module comprises an interaction pre-training unit, an interaction identification unit and an interaction layer control unit. According to the method, a machine learning model is adopted to intelligently recognize interaction behaviors, the control activation state of each interaction layer is dynamically adjusted, conflicts are avoided through multi-layer interaction coordination, and the interaction experience is optimized. Through combination of a light source path algorithm, environment data such as temperature and humidity and a hardware resource state of the interaction module are monitored in real time, and interaction sensitivity is intelligently adjusted. Through a self-adaptive precision compensation mechanism, the system dynamically adjusts the precision of the touch layer according to a physical motion state, and high-precision interaction is ensured. The interaction precision and the response speed of the equipment are improved, and stable and efficient user experience is provided in a changing environment and hardware state.
Owner:SHANTOU NEW JIAQI TECH CO LTD

Heterogeneous protocol unification and edge enabling IO-Link gateway system and method

The invention relates to the technical field of industrial communication and Internet of Things, in particular to an IO-Link gateway system and method for heterogeneous protocol unification and edge enabling. Comprising a hardware layer, a protocol adaptation layer, a data processing layer, an intelligent computing layer and a communication interaction layer which are connected in sequence to achieve standardized conversion and edge intelligent processing of heterogeneous industrial data, and data time sequence consistency and system operation stability are guaranteed in the whole process. According to the invention, a plurality of heterogeneous industrial protocols are downwards and uniformly mapped to a technical path of an IO-Link international standard, and heterogeneous data are converted into a standard IO-Link object dictionary at a gateway level, so that field devices of different manufacturers and different protocols can carry out data interaction with a uniform and semantic-rich information model; therefore, plug-and-play of data is realized in the equipment access layer, and a solid foundation is laid for constructing an integrated industrial Internet of Things system.
Owner:JIANGSU KEREAD INTELLIGENT CONTROL AUTOMATION TECH CO LTD

Configurable Modbus protocol analysis and simulation system, method, equipment and medium

The invention discloses a configurable Modbus protocol analysis and simulation system which comprises a hardware supporting layer, a hardware interface layer, a software core layer, an application interface layer and an application interaction layer from bottom to top. The hardware supporting layer provides hardware resources for the software core layer through the hardware interface layer; the software core layer outputs a processing result to the application interaction layer, the application interaction layer issues a user configuration instruction to the software core layer, and the software core layer and the application interaction layer interact through the application interface layer. The software core layer comprises a configuration module, an analysis module and a simulation module which are mutually connected in pairs; the configuration module generates a configurable file based on the configuration instruction, stores configuration parameters and sends the configuration parameters to the analysis module and the simulation module; the analysis module analyzes the Modbus message based on the configuration parameters and sends an analysis result to the simulation module; and the simulation module executes simulation based on the configuration parameters and the analysis result. The method has the advantages of high configuration flexibility, strong compatibility, rich data type support and the like.
Owner:CASCO SIGNAL LTD

An intelligent attendance management system

This invention discloses an intelligent attendance management system, characterized by comprising a data interface layer, a data processing layer, and an interaction layer. The data interface layer flexibly defines and generates structured attendance cycle rules through a dynamic cycle adaptation module, and synchronizes and standardizes raw attendance data from multiple external data sources through a raw data acquisition module. The data processing layer uses a multi-source data fusion module to resolve data conflicts according to hierarchical adjudication rules, and uses a cross-cycle calculation module to segment cross-cycle events according to cycle rules, and an anomaly judgment module to perform compliance checks and generate result records. The interaction layer provides a visual operation interface and implements role-based fine-grained access control through an identity recognition login unit. The advantages are that it solves the problems of rigid cycles, multi-source data conflicts, cross-cycle event calculation errors, and numerous invalid reminders in traditional attendance systems, thereby improving the accuracy, authenticity, and efficiency of attendance management.
Owner:NINGBO ANXIN CNC TECH

Micro-service system

The invention provides a micro-service system. The system comprises an interface layer, a business processing layer, a data agent layer, a general logic layer, a data interaction layer and a standardization processing module, wherein the interface layer comprises a data model definition module and an exception response module; the data agent layer comprises an RPC (Remote Procedure Call) calling module and an RPC adaptation module; the data interaction layer comprises a data persistence module and an external service module; and the standardization processing module comprises a section unit, a link tracking unit and an exception processing unit. The system disclosed by the invention can be applied to complex business scenes, and the problems of data model definition deviation of different business systems, nonstandard micro-service data interaction and exception handling, system logic redundancy and the like are solved.
Owner:BEIJING JINGDONG YUANSHENG TECH CO LTD

Storage controller, read-write method and server

The invention provides a storage controller, a read-write method and a server, which can be applied to the technical field of storage. The storage controller comprises at least one multi-core processor, and each multi-core processor comprises a plurality of processing units which are connected with one another; the at least one multi-core processor is configured to sequentially control a plurality of processing units on a storage access path, receive a data transmission instruction and perform data reading and writing on a disk according to the data transmission instruction; wherein the plurality of processing units on the storage access path are configured to realize ordered communication through the host interaction layer, the cache layer, the redundant array of disks and the disk management layer according to the processing sequence of the data transmission instruction.
Owner:INSPUR SUZHOU INTELLIGENT TECH CO LTD

Information interaction method and system of large-screen terminal, electronic equipment and storage medium

The invention relates to an information interaction method of a large-screen terminal, which solves the problems of deep interaction level, complicated operation, low efficiency and lack of individuation of content recommendation of the large-screen terminal in the related technology by constructing a first card area guided to interact by an AI (artificial intelligence) agent and a second card area for displaying personalized recommendation content. According to the method, long-term and short-term historical interaction data and real-time session context of a user are combined, a highly personalized content card is generated and displayed, intelligent interaction mechanisms such as hovering trigger preview, multi-mode feedback and emotion recognition are introduced, and a passive operation mode of the user is converted into an intelligent service mode of active recommendation. According to the method and the device, the path for the user to discover the content is remarkably shortened, the key operation is greatly simplified, and the convenience, the efficiency and the intelligent level of user interaction are improved, so that the overall visual experience and the satisfaction degree of the user are optimized.
Owner:当趣网络科技(杭州)有限公司

Fpga design code credibility generation and verification method and system based on large language model

The application relates to an FPGA design code credible generation and verification method and system based on a large language model, wherein the system comprises: a user interaction layer used for receiving input information of a user and converting the input information into standardized requirement information; an understanding and generation layer used for performing semantic analysis on the requirement information and generating a preliminary design result, the preliminary design result comprising an RTL code and a test framework; a verification analysis layer used for performing multi-stage engineering verification on the generated RTL code; a structured representation layer used for constructing a unified design intermediate representation in a system to make each stage take the same structural semantics as a benchmark; and a core control layer used for scheduling the running processes of the user interaction layer, the understanding and generation layer, the verification analysis layer and the structured representation layer. The application can improve design efficiency, reliability and engineering controllability.

A multi-level multi-physics coupling method and system for coupling multiple programs

ActiveCN121902453BDesign optimisation/simulationSoftware reuseMultiphysics couplingClose coupling
The application discloses a kind of multilevel multi-physical coupling method and system for multiple program coupling, it is related to the field of multi-physical field coupling simulation calculation.Its system includes five hierarchical structures of coupling model module encapsulation layer, coupling problem manager encapsulation layer, coupling problem data interaction layer, coupling multilevel scene implementation layer and coupling infrastructure layer.The application can effectively solve the problems such as rigid coupling framework of existing multiple program coupling coupling technical scheme, difficult to unify coupling paradigm, lack of efficient multi-physical field coupling management, coupling decision and close coupling pedigree, poor adaptability of complex coupling scene, etc.by modularizing existing multiple program, systematizing coupling problem, standardizing coupling data interaction and hierarchical coupling management.
Owner:HUAZHONG UNIV OF SCI & TECH

Infinite hierarchical management system based on cloud collaborative table

The embodiment of the invention provides an infinite hierarchical management system based on a cloud collaborative table. The system comprises a data layer, an engine layer, an application layer and an interaction layer which are connected in sequence, the data layer is used for data storage and initial circulation, and providing structured data or unstructured data for the engine layer; the engine layer is used for transmitting a calculation result to the application layer according to the received structured data or unstructured data; the application layer is used for converting the received calculation result into a visual scheme and sending the visual scheme to the interaction layer; and the interaction layer is used for sending the visualization scheme to a user through the interaction layer, or receiving a user instruction sent by the user and feeding back the user instruction to the data layer. According to the scheme, the problems that in the prior art, WBS hierarchical management is insufficient in flexibility, progress calculation accuracy is insufficient, risk early warning comprehensiveness is insufficient, and resource conflict management and control timeliness is poor are solved.
Owner:国投融合科技股份有限公司

Multi-level multi-physical coupling method and system for coupling multiple programs

The invention discloses a multi-level multi-physical coupling method and system for multi-program coupling, and relates to the field of multi-physical field coupling simulation calculation. The system comprises five hierarchical structures including a coupling model module packaging layer, a coupling problem manager packaging layer, a coupling problem data interaction layer, a coupling multi-level scene implementation layer and a coupling infrastructure layer. According to the invention, through modularization of existing multiple programs, systematization of coupling problems, standardization of coupling data interaction and hierarchy of coupling management, the problems that a coupling framework of an existing coupling technical scheme for coupling multiple programs is rigid, coupling normal forms are difficult to unify, efficient multi-physics field coupling management, coupling decision and tight coupling pedigree are lacked, and the coupling efficiency is low can be effectively solved. And the adaptability of complex coupling scenes is poor.
Owner:HUAZHONG UNIV OF SCI & TECH

Intelligent industrial operating system, control method and computer readable storage medium

This invention provides an intelligent industrial operating system, a control method, and a computer-readable storage medium. The intelligent industrial operating system includes an interaction layer, an agent layer, a data layer, and an execution layer. The interaction layer receives raw instructions; the agent layer includes a main agent and multiple sub-agents, each sub-agent executing a sub-task dispatched by the main agent and returning a first execution result; the main agent's instruction decomposition module parses the raw instructions and, if it confirms that the raw instructions are inaccurate, queries the data layer for first feedback, guiding user interaction and converting the raw instructions into accurate instructions; the task decomposition module parses the accurate instructions into at least one sub-task and assigns it to the corresponding sub-agent, the sub-agent obtaining an execution result and returning it to the main agent; the comprehensive decision module integrates the first execution results of each sub-agent to generate a comprehensive execution result or a comprehensive decision instruction.
Owner:AUO DIGITAL TECHNOLOGY SERVICES (SUZHOU) CO LTD

Terminal service handling system and method fusing large language model and agent architecture

The application discloses a terminal service handling system and method fusing a large language model and an agent architecture, and the system comprises an agent scheduling layer and a user interaction layer, an artificial intelligence capability layer, a tool service layer and a data layer connected with the agent scheduling layer respectively; the user interaction layer comprises a multi-modal input interface; the agent scheduling layer comprises a plurality of constructed agents; the artificial intelligence capability layer comprises a large language model, a multi-modal model and a vector model; the tool service layer comprises a plurality of service handling tools for executing specific service operations; and the data layer comprises a knowledge base, a service database and a vector database for storing and retrieving power service related data; the application constructs a multi-agent collaborative system to realize intelligent scheduling, task allocation, exception handling and result checking of a service process.
Owner:STATE GRID SHANGHAI MUNICIPAL ELECTRIC POWER CO

Page resource processing method and device, electronic equipment and readable storage medium

This application provides a page resource processing method, apparatus, electronic device, and readable storage medium, belonging to the field of electronic device technology. The page resource processing method provided by this application includes: when displaying a first page, determining the interaction level of each page in the electronic device relative to the first page, wherein the interaction level is used to indicate the minimum number of operations required to switch each page to be displayed on the electronic device; and determining the page resource caching priority corresponding to each page based on the interaction level of each page relative to the first page.
Owner:VIVO MOBILE COMM CO LTD

Application management method of network management equipment and electronic equipment

The embodiment of the invention relates to the technical field of network communication, and discloses an application management method of network management equipment and electronic equipment, and the application management method of the network management equipment comprises the following steps: obtaining text information input by a user; when the character information is recognized as wrong input, generating prediction information according to the character information; generating a control instruction for controlling a target application according to the prediction information; and configuring the control instruction in at least one interaction level of the network management equipment so as to realize access authority management of the target application. According to the application, the access authority management of the application in the network management equipment can be reasonably performed according to the user input, and the stable operation of the network management equipment can be ensured.
Owner:SHENZHEN GRANDSTREAM NETWORKS TECH

Big model-based crm management method, system and device and storage medium

The application discloses a CRM management method, system and device based on a large model and a storage medium, and comprises the following steps: S1, an Excel plug-in type CRM architecture is built, and a plug-in integrated data interface layer, an authority control layer, a large model interaction layer and a visual display layer are integrated; S2, a standardized template library is imported through the data interface layer; S3, user roles and authorities are configured through the authority control layer; S4, when a user inputs data through an Excel client, the data interface layer triggers preset format verification logic; S5, when multiple users edit data collaboratively, the users are automatically connected to the network to automatically execute incremental data synchronization; S6, after the user inputs natural language data analysis requirements, the large model interaction layer sends the requirements to a large model server through an API interface; S7, the large model server performs semantic understanding on the natural language requirements; and S8, a visual display layer generates an embedded business opportunity conversion funnel chart based on an Excel native Chart object and a conditional format, and the analysis results are generated. The application can realize collaborative management of customer data and business decision support.
Owner:INSPUR TIANYUAN COMM INFORMATION SYST CO LTD

Unity AssetBundle-based course resource increment downloading method and system

The invention relates to the technical field of computer software, in particular to a course resource increment downloading method and system based on Unity AssetBundle, and the method comprises the steps: constructing, analyzing and referencing dependency through a resource packet topology to generate AssetBundle with a version identifier; the increment configuration file manages and associates a course ID and an AssetBundle path and marks a necessary / increment resource type; a scene triggers and downloads a response course selection layer / chapter entering layer / experiment interaction layer behavior, a necessary resource bundle is forcibly updated, and an incremental resource bundle is triggered by a user as required by providing UGUI interface elements; according to block difference updating, a resource packet is divided into 512 KB blocks to verify differences, and only server-side identification blocks are downloaded; the resource isolated storage creates a sandbox directory and generates a disk hard link. The hierarchical loading efficiency is substantially improved, the incremental transmission flow is declined, the multi-course conflict is thoroughly eradicated, and the storage reuse rate is multiplied in magnitude.
Owner:JIANGSU LIREN TECH CO LTD

Mini-program low-code page configuration system supporting module dragging

The application discloses a mini-program low-code page configuration system supporting module dragging, belongs to the technical field of low-code development and mini-program, and aims to solve the technical problems of poor dragging flexibility, insufficient module adaptability, weak cross-module linkage capability, code redundancy, high operation threshold of non-technical personnel and difficult multi-terminal adaptation of an existing mini-program low-code configuration system. The application builds a five-layer architecture of a "dragging interaction layer-module management layer-configuration analysis layer-code generation layer-preview debugging layer", designs an intelligent module dragging engine, a dynamic adaptive rendering mechanism, a cross-module linkage configuration module and an on-demand code optimization generation strategy, realizes visual module dragging configuration, custom attribute setting, real-time preview debugging and lightweight code generation of a mini-program page, integrates a multi-terminal adaptation module, and ensures that a configuration page is compatible with different WeChat mini-program terminals. The application has outstanding creativity, significant innovation and high practicability, and can be widely applied.
Owner:CHINA UNICOM ONLINE INFORMATION TECHNOLOGY CO LTD +1

Browser front end and hardware direct connection interaction system and method

The invention provides a system and a method for direct connection interaction between a browser front end and hardware, relates to the technical field of Web front end and hardware communication, is based on a special browser developed by CEF, and realizes direct connection interaction between the browser front end and target hardware by utilizing a three-layer architecture deployed on the special browser, and comprises the following steps: initiating call requests adapted to different hardware; according to the hardware type, an adaptive hardware plug-in is loaded, and the calling request is converted into hardware protocol format data; and sending the hardware protocol format data to target hardware, returning result data to a hardware interaction layer after the target hardware executes specific operation, and analyzing to obtain structured data. According to the method, the browser function is expanded through the CEF, the three-layer architecture of the front-end adaptation layer-the core control layer-the hardware interaction layer is constructed, direct communication between the front end and hardware is achieved, meanwhile, safety verification, plug-in management and an automatic parameter conversion mechanism are integrated, and the method has the advantages of being high in stability, high in adaptability and good in safety.
Owner:DAREWAY SOFTWARE

A power equipment failure simulation analysis modeling system

This invention belongs to the field of simulation modeling technology, and particularly relates to a power equipment fault simulation analysis modeling system. It includes at least an interaction layer, a logic processing layer, and a data management layer. The interaction layer includes model editing interaction components, simulation interaction components, and interaction control components. The logic processing layer includes modeling processing components, simulation parameter editing components, and import / export components. The data management layer includes a power equipment model database and a power equipment fault database. This application is intended for power equipment simulation teaching, fault analysis, and other purposes, meeting the application needs of teaching, experimentation, verification analysis, and other fields. Its main purpose is to provide a solution based on current simulation platforms that better achieves compatibility with various 3D simulation modeling software and simulation analysis data platforms, simplifies the power equipment fault simulation system, and enables better application in teaching analysis.
Owner:NAVAL UNIV OF ENG PLA

Laboratory information management system based on LIMS and management method thereof

The invention provides an LIMS-based laboratory information management system and a management method thereof, relates to the technical field of laboratory information management, adopts a hierarchical decoupling architecture combining a technical platform with micro-service, and comprises a unified interaction layer, a micro-service application layer, a technical platform layer and an infrastructure layer. According to the invention, diversified seamless access entrances are provided through the unified interaction layer, high cohesion, independent deployment and on-demand expansion of business capability are realized depending on the domain micro-service of the micro-service application layer, and reusable components such as a low-code development platform, an integrated bus, an AI model service platform and the like of the platform layer in the technology are utilized. And the general capability is precipitated and standardized, so that the business response speed, the system integration efficiency and the intelligent level are greatly improved.
Owner:CHANGSHA ENVIRONMENTAL PROTECTION COLLEGE

Model selection and task distribution method based on micro-service architecture

The invention discloses a model selection and task distribution method based on a micro-service architecture, the method is applied to an electric power system, the micro-service architecture comprises a user interaction layer, a core scheduling layer, a model service layer and a resource monitoring layer which are connected in sequence, the model service layer is used for packaging all model services and managing all the model services, and the resource monitoring layer is used for monitoring all the model services. The method comprises the steps that a user instruction is received through a user interaction layer, the received user instruction is standardized through an electric power term verification module, and a structured instruction text is obtained; analyzing the structured instruction text through a core scheduling layer so as to map the structured instruction text into a specific task, judging the task priority of the specific task, matching model services for the specific task, and distributing the specific task to the corresponding model services according to the task priority of the specific task; and collecting resource occupation and response delay of each model service through a resource monitoring layer.
Owner:HANGZHOU ZHONGHEN ELECTRIC CO LTD +1

Smart device communication system and method

The invention provides an intelligent device communication system and method. The intelligent device communication system comprises a user interaction layer, an MCP server, a large language model, an MQTT proxy server and a hardware device. In the mode, a set of complete mechanism for converting the MCP protocol to the MQTT protocol is constructed, so that a large language model can understand a natural language instruction of a user and convert the natural language instruction into specific operation which can be executed by equipment, and meanwhile, real-time monitoring and feedback of the state of the equipment are realized. By means of the mode, the problems that in the prior art, semantic understanding between devices is impaired, man-machine interaction complexity is high, the intelligent degree of the devices is limited, and cross-platform compatibility is poor are solved, and a brand new solution is provided for interconnection and intercommunication of the intelligent devices.
Owner:CHENGDU BOSS INNOVATION TECH CO LTD

System and method for portable deployment of automatic platform

The system comprises a hardware adaptation layer, a core engine layer, a function module layer and an interaction layer, the hardware adaptation layer is used for shielding bottom layer hardware differences, the core engine layer is used for driving scheduling, execution and management states of a deployment process, and the function module layer is used for achieving specific functions. The interaction layer provides an operation mode. Through the multiple advantages of efficiency improvement, adaptation, cost reduction, threshold reduction and flexibility improvement, the core pain point of traditional deployment is solved, the development requirements of agility, distribution and light weight of modern services can be better met, and key support is provided for rapid landing and flexible application of an enterprise automation platform.
Owner:SHANGHAI HUAKUN ZHENYU INTELLIGENT TECHNOLOGY CO LTD +1

Automatic operation and collaborative execution method and system for heterogeneous application software

The invention relates to an automatic operation and cooperative execution method and system for heterogeneous application software, and belongs to the technical field of computer software automation, the system adopts a three-layer architecture, and comprises a UI element identification and interaction layer, an intelligent business process arrangement and cooperative execution engine and a unified control and task management platform. The UI element identification and interaction layer provides standardized UI operation capability for heterogeneous applications such as Web, Java and C # through an adapter mode; the engine is responsible for analyzing structured process configuration, scheduling the UI interaction layer to execute operation and managing cross-application data flow and state flow; the platform provides a visual interface for flow configuration, task control and state monitoring. The problem of tool fragmentation is solved through a unified interaction interface, cross-application data automatic circulation is realized through an intelligent scheduling engine, the use threshold is reduced through a visual platform, and three core pain points of non-unified interfaces, no mechanism in cooperation and no means in management and control in the prior art are effectively solved.
Owner:HUANENG MIANCHI COGENRAION CO LTD

Virtual beamline software platform for advanced synchrotron light source

The application discloses a virtual beamline software platform for an advanced synchrotron radiation light source, and belongs to the fields of synchrotron radiation experiment simulation, control technology and data processing. The platform adopts a three-layer architecture of a user interaction layer, a virtual device layer and a data management layer, and supports two working modes of full simulation experiment based on a physical model and data reproduction based on a historical data set. The core lies in that the physical device is abstracted into a virtual instance conforming to the EPICS standard through the virtual device layer, seamless compatibility with real control code is realized, the user interaction layer is based on the Bluesky framework to arrange an experiment process, and the data management layer adopts block reading and memory mapping technology to optimize the access efficiency of massive scientific data. The application solves the experiment process fault caused by the fragmentation of an existing tool chain, realizes full-process high-fidelity virtualization from experiment design, device control to data acquisition and analysis, and provides a unified software environment for construction, debugging and operation optimization of the synchrotron radiation light source.
Owner:INST OF HIGH ENERGY PHYSICS CHINESE ACAD OF SCI

Store information interaction system

The invention discloses a store information interaction system, which is applied to the technical field of computers, and comprises a store equipment layer used for collecting store information of a store; the enterprise user layer is used for setting access authority of store information; the access interaction layer is used for receiving an access request of a user, and the business processing layer analyzes the access request to obtain identity information, screens store information according to the identity information and access authority to obtain a screening result, and outputs the screening result to a Flutter framework interface of the user. According to the system, by means of a Flutter framework, it is ensured that store information can be stably and uniformly displayed on a plurality of different terminal platforms; store information is collected through the store equipment layer, and diversified store information management is carried out on the store information through the business processing layer, so that a store information island is broken; through screening of the business processing layer, store information can be displayed in a differentiated manner according to user identities and access authority information, and the problem that authority control is not flexible enough is solved.
Owner:SUZHOU WANDIANZHANG NETWORK TECH CO LTD

Cross-domain file transfer method and system

The embodiment of the present disclosure discloses a cross-network domain file transmission method and system, wherein the method comprises: when a sender transmits a file to another physical network domain through a physical network domain where the sender is located, performing file security detection in the physical network domain where the sender is located; if the result of the security detection indicates that the detection is passed, transmitting the file to the other physical network domain, wherein after the receiver of the other physical network domain receives the file, performing security detection on the received file, and performing file persistence in the network domain after the detection is passed. Through real-time synchronization of file transmission security detection strategies between multiple physical network domains in logic, security detection is performed on the cross-network domain transmitted file, the uniformity of the multiple-network domain security detection standards is realized, the file transmission failure caused by the inconsistency of the security detection standards between the physical network domains is avoided, and the logic uniformity between different physical network domains under each business field in the file interaction level is promoted.
Owner:NO 15 INST OF CHINA ELECTRONICS TECH GRP

Recommended methods, systems, electronic devices, and storage media

This application relates to a recommendation method, system, electronic device, and storage medium. The recommendation method includes: converting multi-feature domain tabular data into a shared feature embedding representation through feature embedding; generating multiple parallel gating matrices based on the shared feature embedding representation; multiplying the shared feature embedding representation with each gating matrix bitwise to generate multiple dynamically decoupled feature representations; inputting the multiple dynamically decoupled feature representations into corresponding parallel feature interaction paths, and performing layer-by-layer feature interaction through a feature interaction encoder to obtain an initial interaction representation; generating corrected interaction representations for each interaction level based on the initial interaction representation and the shared feature embedding representation; fusing the corrected interaction representations of the last layer of the parallel feature interaction path to obtain a fused corrected interaction representation; and obtaining a predicted value of the user's interaction probability with candidate items based on the fused corrected interaction representation. By using decoupled features and gating fusion, the accuracy of the recommendation model's prediction is improved.
Owner:ZHEJIANG LAB

A low-code process design system and application based on a workflow engine

PendingCN122308795AInteraction layerData stream
This invention relates to the field of computer software technology, and in particular to a low-code workflow design system and application based on a workflow engine, comprising a multi-flow collaboration engine layer, an AI-enhanced rule orchestration layer, a distributed architecture layer, a data storage layer, a user interaction layer, and an extension interface layer. This invention achieves deep linkage between logic flow, data flow, and event flow through an event bus, constructing a closed loop of event triggering, logical judgment, and data flow, overcoming the limitations of traditional platforms that only support single process types and lack multi-flow collaboration capabilities. The logic flow engine supports multi-level conditional branches, nested sub-processes, and parallel task splitting; the data flow engine achieves seamless cross-system data mapping; and the event flow engine ensures real-time triggering and asynchronous notification. The three work together to meet the diverse needs of complex enterprise-level processes, such as the linkage between approval flows and data processing flows, and cross-system event-driven process execution.
Owner:NINGBO HOLLYSYS INTELLIGENT TECH CO LTD