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246results about How to "Solve redundancy" patented technology

Knowledge extraction method and system based on memory neural network and device

The invention relates to the field of knowledge extraction and particularly relates to a knowledge extraction method and system based on a memory neural network and a device. The invention aims to solve the problem of information redundancy existing in the prior art. The method comprises a step of obtaining a possible relationship type in an input text and a semantic coding vector by using a convolutional neural network under the premise of giving a predefined relationship type, a step of carrying out semantic encoding by using a two-way long and short time memory neural network and obtaininga semantic vector, a step of taking the relationship type as an initial value of the two-way long and short time memory network and a first label in a decoding module and thus fusing the relationshiptype information into encoding information and label information of the decoding module, and a step of obtaining a label sequence by using a decoding module of a single-way long and short time memorynetwork and then obtaining structured information by parsing the label sequence. According to the knowledge extraction method and system and the device, the efficiency of structured information extraction is greatly improved, and the problem of information redundancy existing in the prior art is solved.
Owner:INST OF AUTOMATION CHINESE ACAD OF SCI

Industrial control network redundancy fault-tolerant system

The invention discloses an industrial control network redundancy fault-tolerant system, belonging to the industrial control field. The system of the invention comprises four parts, namely a main controller redundancy system, a slave redundancy system, a fault log system and a host computer monitoring interface, wherein the main controller redundancy system is composed of two main controllers which provide redundancy; each main controller carries a control network to form network redundancy or the two main controllers share one control network; the slave redundancy system is composed of a main controller and a pair of slaves; the main controller monitors the communication condition of the current line and selects the best communication path in real time; the fault log system records the fault message of the device; and the host computer monitoring interface provides communication response for a monitoring computer and processes input operation to control the operation of the redundancy system. The system of the invention can ensure that the resources of the control network of the two redundancies synchronize automatically; the fault can be judged automatically; and when the network has a failure, the network can be switched to a backup control network within 300 milliseconds to operate continuously.
Owner:DALIAN UNIV OF TECH

Method for improving bandwidth utilization rate of BFT consensus algorithm based on block piece

The invention discloses a method for improving the bandwidth utilization rate of a BFT consensus algorithm based on a block piece. In one blockchain network, when a node receives new transaction, andthe new transaction passing through the verification will be cached till a certain number of transactions are obtained or there is no new transaction in a specified time window, so the transactions will be taken as one block piece and broadcast is transmitted to other nodes, and other nodes will put the block piece into respective transaction block piece pools; For a main node, after a certain number of transaction block pieces are obtained or there is no new block piece in the specified time window, the block pieces are packaged into one block for consensus, and a prepared message sent by themain node just needs to transmit the Hash of the block pieces, and other nodes organizes the required blocks for consensus in the respective block pieces according to the block piece Hash table of the main node. The method guarantees the effectiveness of the BFT algorithm, also solves a problem of redundancy of the broadcast mechanism of the BFT algorithm, and improves the bandwidth utilization rate of the blockchain node.
Owner:上交所技术有限责任公司 +1

Electronic nose signal processing method based on mixing characteristic matrix

The invention discloses an electronic nose signal processing method based on a mixing characteristic matrix. The method comprises the steps that first, characteristic extraction is conducted on an original data matrix to establish the mixing characteristic matrix, then a binary quantum particle swarm optimization algorithm is used for conducting characteristic selection on the mixing characteristic matrix, at last, the mixing characteristic matrix is fed into a classifier, a decimal quantum particle swarm optimization algorithm is used for conducting synchronous optimization on mixing characteristic sub matrixes and the parameters of the classifier, mode recognition is conducted to determine the mixing characteristic sub matrix with the highest recognition rate, and the sensor characteristic corresponding to the mixing characteristic sub matrix is selected to be used as the optimized characteristic of an electronic nose signal for conducting mode recognition. The electronic nose signal processing method based on the mixing characteristic matrix has the advantages that the defect that the complete information of an entire response curve can not be reflected only by extracting a single characteristic is overcome; the operation complexity is lowered, the problem of redundancy between sensors is effectively solved, the recognition rate of wound infection detection of an electronic nose is improved, and beneficial guidance can be provided for a doctor to choose a proper treatment method.
Owner:SOUTHWEST UNIV

Antimony ore grade soft-measurement method based on selective fusion of heterogeneous classifier

ActiveCN105260805ASolve the problem of difficult online detectionSolve redundancyForecastingModel compositionOptimal weight
The invention provides an antimony ore grade soft-measurement method based on the selective fusion of a heterogeneous classifier. The method comprises the step of together forming a feature space based on the pretreatment of antimony flotation froth image feature data and production data related to the grade of the antimony ore. According to the method, firstly, some feathers are randomly selected to form a plurality of sub-sample spaces. Secondly, a plurality of different sub-samples in each sub-sample space are sampled through the bootstrap sampling process. At the same time, the PCA analysis is conducted on each sub-sample to obtain key features that are high in sensitivity to grade change and free of/weak in dependency. Thirdly, two KELMs are conducted respectively for each sub-sample set to construct a candidate sub-model, based on an RBF kernal of better learning ability and a polynomial kernel type KELM of better generalization ability. Fourthly, each candidate sub-model is endowed with a weight based on the method of information entropy. Finally, all candidate sub-models are sorted from small to large based on the RMSE, and then an optimal weighted sub-model combination is selected as a final model for the prediction on the grade of the antimony ore.
Owner:CENT SOUTH UNIV

Design method of software defect prediction model based on kernel principal component analysis algorithm

The invention discloses a design method of a software defect prediction model based on a kernel principal component analysis algorithm. The method includes: step 1, determining a data set for traininga model, and dividing the data set into a training set and a test set; step 2, carrying out dimensionality reduction treatment on that training set by using a kernel principal component analysis algorithm: selecting kernel functions and determining parameter of the kernel functions, selecting dimensionality reduction dimensions, and then reducing the dimensionality of the training set; step 3, taking the reduced-dimension training set as input, selecting Gauss (RBF) function as SVM kernel function, defining value interval and step size, and using grid search to find the optimal solution of SVM parameter penalty factor C and kernel function parameter sigma through cross-validation experiment method of ten fold; step 4, testing the performance of the model through a test set, and completingthe design of the software defect prediction model. The invention can solve the problem of redundant data in the measurement element of the software defect, and improve the accuracy rate of the machine learning algorithm.
Owner:BEIJING INSTITUTE OF TECHNOLOGYGY

Unmanned aerial vehicle safety certifiable information communication processing method based on cloud platform

The invention belongs to the technical field of unmanned aerial vehicle communication, and discloses an unmanned aerial vehicle safety certifiable information communication processing method and system setting based on a cloud platform. The method includes: setting a system; extracting a part of secret keys; generating a full key; generating a ciphertext through a signcryption algorithm when a message is sent; generating a plaintext through an unsigncryption algorithm by taking the receiver identity label and the parameters thereof as input; enabling the authorization mechanism to execute a corresponding algorithm so as to check and supervise the communication content of the unmanned aerial vehicle and the ground console; and enabling different nodes to aggregate a plurality of signatureson different messages into one signature for aggregation authentication, so as to reduce the authentication overhead. According to the invention, confidentiality, authentication, non-repudiation and unforgeability are realized; public key encryption and digital signature are combined, and confidentiality and identity authentication can be achieved at the same time. The authorization mechanism provides part of the key through the secure channel, and can check the access command and the location information. The control command and the position information cannot be forged under the condition ofno other part of private keys.
Owner:XIDIAN UNIV

Levitation controller of magnetic-levitation train

The invention relates to a levitation controller of a magnetic-levitation train. The levitation controller is used for controlling an electromagnet of the magnetic-levitation train, and comprises three control units, wherein the first main control unit and the second main control unit have the same structures; each of the first main control unit and the second main control unit comprises a main control circuit (C1/C2), a main gating power switch (K1/K2), a main power conversion circuit (P1/P2) and a main auxiliary power supply (DC1/DC2); a redundancy control unit comprises a redundancy control circuit (C3), two redundancy gating power switches (K3 and K4), a redundancy power conversion circuit (P3) and a redundancy auxiliary power supply (DC3); and the redundancy control circuit (C3) communicates with the two main control circuits (C1 and C2) to form the redundancy control. Compared with the prior art, the levitation controller has the advantages that through the redundancy structure design, the redundancy control circuit is enabled to communicate with the two main control circuits; the redundancy problem of a levitation control system of a medium-and-low-speed magnetic-levitation train is solved; when the levitation controller partially fails, the magnetic-levitation train can normally work; and the availability of the magnetic-levitation train is improved.
Owner:TONGJI UNIV

Real-time database subscription system and method

The invention relates to a real-time database subscription system and method, and aims to solve the problems of waste of network flow, waste of spatial efficiency and increase of cost in a bit number subscription system in the prior art. The system comprises a plurality of clients, a master server and a cache database, wherein the master server comprises a plurality of real-time databases and a bit number subscription and distribution service modules; the clients are connected with the bit number subscription and distribution service modules respectively through system buses; the real-time databases are connected with the bit number subscription and distribution service modules respectively; and the bit number subscription and distribution service modules are connected with the cache database. The subscription method comprises a subscription step, an un-subscription step and a change and up-transmission step. The real-time database subscription system and method have the advantages that subscription information is placed into different slots, so that the redundancy and storage problems of the subscription information are solved, and the efficiency is increased. A multi-service-coexistence hot standby mode is adopted, so that the security is enhanced. The network and calculated amount loads are mean, and resources are fully utilized.
Owner:ZHEJIANG SUPCON INFORMATION TECH CO LTD
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