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5372results about How to "Improve execution efficiency" patented technology

Short text classification method based on convolution neutral network

The invention discloses a short text classification method based on a convolution neutral network. The convolution neutral network comprises a first layer, a second layer, a third layer, a fourth layer and a fifth layer. On the first layer, multi-scale candidate semantic units in a short text are obtained; on the second layer, Euclidean distances between each candidate semantic unit and all word representation vectors in a vector space are calculated, nearest-neighbor word representations are found, and all the nearest-neighbor word representations meeting a preset Euclidean distance threshold value are selected to construct a semantic expanding matrix; on the third layer, multiple kernel matrixes of different widths and different weight values are used for performing two-dimensional convolution calculation on a mapping matrix and the semantic expanding matrix of the short text, extracting local convolution features and generating a multi-layer local convolution feature matrix; on the fourth layer, down-sampling is performed on the multi-layer local convolution feature matrix to obtain a multi-layer global feature matrix, nonlinear tangent conversion is performed on the global feature matrix, and then the converted global feature matrix is converted into a fixed-length semantic feature vector; on the fifth layer, a classifier is endowed with the semantic feature vector to predict the category of the short text.
Owner:INST OF AUTOMATION CHINESE ACAD OF SCI

Device and method for identifying and evaluating emergency hot topic

The invention relates to a device and a method for identifying and evaluating an emergency hot topic. The device is provided with four component parts including a text acquisition unit, a text expression unit, a topic clustering unit and a topic evaluation unit. The device and the method are characterized in that only a title, introduction, relevant features and other information of a text of a news report are extracted and regarded as an effective sample set identified by the hot topic. Compared with the existing full text extraction, the experiment result shows that the result of the existing full text extraction is similar to the result of the partial text extraction, but the operation of the device and the method is greatly simplified. Compared with a classical model, an improved feature weight calculation model is good in execution efficiency and strong in adaptability of text representation capability. The model is used for evaluating the hot value of clustered topics, and the calculated hot topic accords with the expected effect and is adaptive to the features of the emergency news report. In a word, in the process of processing the text of the emergency news report, the device and the method have good performance in aspects of calculation complexity, result accuracy and timeliness.
Owner:BEIJING UNIV OF POSTS & TELECOMM

Design method for distributed hydrological model by using grid as analog unit

The invention discloses a design method for a distributed hydrological model by using a grid as an analog unit, which is called as ESSI for short. The design method comprises the following steps of: obtainment of a distributed parameter: converting vector data into grid data; generalization of a watershed hydrological process: establishing a universal runoff generating type for the grid; design of a runoff generating process: respectively computing the water-quantity distributing condition of each part according to different prior-period soil water conditions; design of a flow collecting process: respectively designing a Muskingum-Cunge method, a delay algorithm and a riverway segmentation Muskingum method for the flow collecting process computation of the model under different conditions; and model development and integration. The invention not only can finish the watershed hydrological process simulation at an arid region and a humid region, but also can realize the short-term flood forecast and the long-term rainfall-runoff process simulation and prediction of a watershed by using modularization and integration ideas as means, thereby providing scientific reference bases for deeply learning about the physical mechanism of water circulation by people, reducing the drought and water-logging disasters and reasonably developing and utilizing water resources.
Owner:NANJING UNIV

Implementation method for three-dimensional figure render based on cloud computing framework and cloud service system

The invention discloses an implementation method for three-dimensional figure render based on a cloud computing framework. The implementation method includes the steps that existing scene description is uploaded to a scene root explorer of a cloud service system, a model needed by a scene is analyzed by the scene root explorer, and the model is uploaded from a memory system. The belonging model is packaged, a scene object is set, a render instruction supported by a specific renderer is generated, and the render instruction is packed and is sent to a render system. After the render instruction returns to a render picture, the picture is transmitted to an application layer and is displayed. A user interacts with the application layer, the application layer captures action events, and the action events are transmitted to a cloud service layer according to a protocol. After the cloud service layer receives the action events, a scene is automatically adjusted on the background of the cloud service layer according to new action parameters. Format conversion of packaging and render instruction is carried out for a second time, then the action events are transmitted to the render system and are rendered by the render system, and finally the action events are displayed on the application layer anew. Therefore, interactive edit and display of a three-dimensional scene are achieved.
Owner:JIANGSU CUDATEC TECH CO LTD

Authentication system based on biological characteristics and identification authentication method thereof

The invention relates to an authentication system and an authentication method based on biological features. The method comprises the steps of conducting centralized storage and biological feature comparison operation for a large quantity of user biological feature templates according to user ID identifiers stored on a memory on a limited use machine and corresponding biding ID identifiers thereof on a biological authentication device of a digital processing terminal; separating the biological feature templates from the authentication function of the limited use machine; allocating to digital processing terminals (including PCs, notebooks or mobile phones, PDAs of users)of users as biological authentication device-storing the biological feature templates with decentralization and operating and processing biological features to be authenticated with decentralization so as to conduct comparison with the biological feature templates pre-stored on the respective digital processing terminals; feeding back comparison and verification results to the limited use machines; authorizing to conduct equal authentication of the biological authentication device ID identifier on the digital processing terminal for the corresponding binding user ID identifiers by the centralized authentication of the limited use machine according to the comparison verification result data.
Owner:刘洪利

Intelligent Chinese request-answering system based on concept

The invention discloses a Chinese question answering system based on concept, which mainly comprises a data server, a question pre-treatment module, a candidate question set extracting module and a question sentence similarity calculation module. The invention aims at providing a question answering system which is based on concept, can carry out synonym expansion of keywords which are processed by question sentences which are input by the user, understand question sentences better, carry out searching and improve the recall ratio of the question answering system. Furthermore, the system has a Chinese sentence similarity calculation method based on concept from three aspects: word form, word order and word length, and improves searching precision ratio. Meanwhile, the system adopts a high-efficiency retrieval technology to realize rapid extraction of candidate question set, calculates question sentence similarity, sorts question set quickly and returns the sorted questions and answers to the user. The question answering system of the invention gives more precise understanding in concept to the question sentences input by the user and searches the accurate answers. Experiments show that the question answering system of the invention achieves high recall ratio and precision ratio.
Owner:HUAZHONG UNIV OF SCI & TECH

Industrial robot collision detection method

ActiveCN104985598AWorking conditions without any restrictionsWorking condition limitProgramme-controlled manipulatorCollision detectionEngineering
The invention discloses an industrial robot collision detection method. By the adoption of a collision detection method based on torque difference, in a robot operation process, theoretical torque values of joints are predicted in real time according to a movement track, and differences between the theoretical torque values of the joints and actual sampled torque values of the joints are calculated in real time. When the torque differences exceed a collision threshold, it is regarded that collision happens, a motor stops running immediately, and a robot stops moving. According to the method, a sensor does not need to be additionally arranged, the structure of the robot does not need to be changed, the method is suitable for any operation working condition of the robot, and there is no limit on the working conditions. The whole process is carried out off-line, people only need to use prediction results in online programs of collision detection, the programs are simple, and the execution efficiency is high. According to the method, the predicted torque of the joints is delayed by N cycles and processed, the actual torque is filtered through an average value, and then the torque differences are solved so that the collision threshold can be reduced, and sensitivity of the collision detection is improved.
Owner:NANJING ESTUN ROBOTICS CO LTD

Compressed convolutional neural network-oriented parallel convolution operation method and apparatus

The invention provides a compressed convolutional neural network-oriented parallel convolution operation method and apparatus. The method comprises the steps of determining an adopted operation mode according to input control signal convolution data shift chain length selection, accumulated offset enabling and convolution calculation enabling; and by adopting two serial shift register chains, inputting convolution data, convolution parameters and channel offset, and performing 3X3 and 1X1 convolution operation at the same time for a same input convolution data stream. According to the method, a multiplier, an accumulator, a parameter register and an offset register are added only based on original serial shift register chain-based 3X3 convolution operation; the realization method is simple; the executive efficiency is high; and the convolution operation in a compressed neural network algorithm can be effectively accelerated. According to the apparatus, a plurality of characteristic graphs can be output at the same time through simple hardware unit expansion and copying; and the apparatus has the advantages of low power consumption, high function unit utilization rate and high processing speed.
Owner:国交金流供应链科技(上海)有限公司 +1

Resource scheduling method under Hadoop-based multi-job environment

The invention discloses a resource scheduling method under a Hadoop-based multi-job environment, which includes: (1) collecting the three-party monitoring information of cluster loads, a Hadoop platform and hardware in real time; (2) collecting the job execution monitoring information of a user on each computing node of a cluster in real time; (3) gathering the three-party monitoring data of the cluster, modeling to evaluate the computing capabilities of the nodes, and dividing the nodes of the cluster into superior computing nodes and inferior computing nodes; (4) if the nodes are the superior computing nodes, then starting a job task resource demand allocation policy based on similarity evaluation; (5) if the nodes are the inferior computing nodes, then returning to a default resource demand allocation policy of the Yarn. The resource scheduling method under the Hadoop-based multi-job environment solves the problem of resource fragments caused by oversize job resource demand division granularity in conventional resource schedulers of the Yarn, can comprehensively take the heterogeneity of cluster nodes and jobs into consideration, and increases the execution concurrency of the cluster by reasonably and effectively allocating the node resources, thus increasing the execution efficiency of the multiple jobs of the Hadoop cluster.
Owner:HUAZHONG UNIV OF SCI & TECH

Method and apparatus for identifying trustworthy user behavior in network interaction system

The invention discloses a method for identifying a trustworthy user behavior in a network interaction system. The method comprises the steps of obtaining user behavior data in the network interaction system; and identifying whether the user behavior is trustworthy or not in any one of the following modes: identifying whether the user behavior is trustworthy or not by judging whether a comparison result of pre-generated trustworthy data and the user behavior data meets a preset rule or not; or, calculating an index value representing the creditability of the user behavior by adopting a pre-generated trustworthy behavior identification model, and identifying whether the user behavior is trustworthy or not by judging whether the index value is equal to a preset trustworthy threshold or not. At the same time, the invention provides an apparatus for identifying the trustworthy user behavior in the network interaction system. According to the technical scheme provided by the invention, a new thought of identifying the user behavior is provided and most trustworthy behaviors can be accurately and efficiently identified from mass user behaviors only by depending on trustworthy data and original behavior data.
Owner:ADVANCED NEW TECH CO LTD

Decentralized cross cluster resource management and task scheduling system and scheduling method

The invention relates to a decentralized cross cluster resource management and task scheduling system and a scheduling method. The scheduling system comprises a subsystem for providing management and coordination service, a subsystem for providing computing service and a subsystem for providing access service, the subsystem for providing the management and coordination service acquires information of other subsystems, provides monitoring, reporting, billing, resource sharing coordination work, and provides decision reference for management and planning of a high-performance computing system. The subsystem for providing the computing service is provided with a data center of a high-performance computing node and collects local and remote resources, so that work scheduling is performed according to the local and remote resources. The subsystem for providing the access service provides localized work submission and access management service for a user. The decentralized cross cluster resource management and task scheduling method integrates single cluster resources, on one hand, work execution efficiency and user experience are improved, on the other hand, existing resources are effectively and maximally used, and the cost for purchasing hardware to expand computing power is saved.
Owner:BEIJING SIMULATION CENT

Embedded type distributed simulation platform based on HLA facing to space flight measurement and control and its realization method

The invention relates to an embedded distributing emulation platform basen od HLA faced to space instrumentation and command and a method for carrying out same. The platform supports a distributed interactive simulation and is developped to high application based on HLA/DIS bottom protocol, and carrys out parallel running of multi-emulation platforms, and can record and playback the display and emulation process of two-dimension situation and three-dimension virtual environment for measurement and control environment and measurement and control object during the emulation process. The specific fuction of system includes: carrying out the emulation for measurement and control environment and measurement and control object by the emulation environment platform; adding, replacing or modifying the dynamic model, behavior, sensor and countermeasure of emulation body in the emulation engine by the assemble structure; having expandability; the platform development package having the application interface independently to the protocol; having the functon of route prediction and smoothness in order to display image of situation emulation more fluent and smooth; capable of record in-situ emulation data such that the whole process of virtual emulation training is playbacked, analyzed and evaluated.
Owner:中国人民解放军63791部队
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