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225results about How to "Solve the slow test speed" patented technology

Traffic flow rate prediction method based on road clustering and two-layer two-way LSTM (long short-term memory)

The invention discloses a traffic flow rate prediction method based on road clustering and two-layer two-way LSTM (long short-term memory). The method comprises the following steps of (1) providing a mode of using peripheral equalization on a loss value when the training data has a missing value, so that the missing data is filled; the prediction precision is improved; (2) providing a method of performing relevance clustering on the road according to the historical flow rate data; dividing the road into a plurality of groups; simultaneously utilizing the time information and the space information in the data preprocessing stage for improving the prediction precision; (3) designing a two-layer two-way LSTM deep neural network model for improving the prediction precision of the model; (4) providing a method of performing mass training and test on the network model; accelerating the training and test speed of the neural network model; (5) providing a multi-model fusion method for improving the prediction precision. The method provided by the invention has the advantages that the prediction speed and the prediction precision of the deep neural network model in an aspect of traffic flow rate prediction are accelerated and improved at the same time.
Owner:凯习(北京)信息科技有限公司

Feature pyramid-based remote-sensing image time-sensitive target recognition system and method

The invention discloses a feature pyramid-based remote-sensing image time-sensitive target recognition system and method. The system comprises a target feature extraction sub-network, a feature layersub-network, a candidate area generation sub-network and a classification and regression sub-network, wherein the target feature extraction sub-network is used for carrying out multiple layers of convolution processing on a to-be-processed image and outputting the convolution processing result of each layer as a feature layer; the feature layer sub-network is used for overlapped the last feature layer and the current feature layer to obtain the current fused feature layer, wherein the topmost fused feature layer is a topmost feature layer; the candidate area generation sub-network is used forextracting candidate areas from different layers of fused feature layers; and the classification and regression sub-network is used for mapping the candidate areas to different layers of fused featurelayers so as to obtain a plurality of mapped fused feature layers, and carrying out target judgement on the plurality of mapped fused feature layers so as to output a result. According to the systemand method, the hierarchical structures of feature pyramids are utilized to ensure that all the scales of features have rich semantic information.
Owner:HUAZHONG UNIV OF SCI & TECH

Specific protein analyzer and analysis method thereof

The invention provides a specific protein analyzer and an analysis method thereof. The specific protein analyzer comprises a power element, a control apparatus, a reaction disc used for mounting of a reaction cup, a sampling needle realizes sampling or sample feeding through rotation and upward and downward motion, an arc-shaped reagent disc and a test optical path system, wherein the reaction disc comprises a reaction disc main body and a reaction cup bracket, the reaction cup bracket is provided with a plurality of reaction stations, a sample feeding position is formed at the intersection of the reagent disc and each reaction station, the test optical path system comprises a detection light source module arranged on the reaction disc main body and a signal detection apparatus, and the power element comprises a first power driving the sampling needle to rotate to a reagent position for sampling or to a sample feeding position for sample feeding, a second power driving the sampling needle to carry out upward and downward motion, a third power driving the sampling needle to carry out sampling or sample feeding and a fourth power driving the reaction cup bracket to rotate. With the specific protein analyzer and the analysis method thereof, automatic testing and high-accuracy feeding are realized, a testing speed and testing efficiency are improved, and workload of testing personnel is reduced.
Owner:GENRUI BIOTECH INC

Off-line handwritten Chinese character recognition method carrying out data expansion based on deformation method

The invention provides an off-line handwritten Chinese character recognition method carrying out data expansion based on a deformation method. The recognition method comprises a step of building a platform on an image processor, wherein the platform is based on a Caffe deep learning framework including a plurality of types of convolution neural network models. Through elastic deformation, shearing and small-angle range rotation, a training data set is expanded, a test data set with tags is prepared, and the training data set is utilized to train the convolution neural network models on the image processor. The training data set is obtained by processing HCL2000 level-1 handwritten Chinese characters. Raw images of handwritten Chinese characters in an HCL2000 database are classified and subjected to elastic deformation, shearing and small-angle range rotation and then input into the convolution neural network models for network training. Finally, unknown Chinese characters are input into the models for testing and recognition results of the Chinese character images are obtained. The recognition method is highly intelligent, accurate in classified recognition, and fast in testing speed. The recognition method is good in recognition performance of low-weight databases and excellent in recognition capability of handwritten Chinese characters.
Owner:SOUTH CHINA UNIV OF TECH

Segmentation method, device and equipment for lung segments and storage medium

The invention discloses a segmentation method, device and equipment for lung segments and a storage medium. The method comprises the steps: obtaining a to-be-identified image and a corresponding lunglobe segmentation result; performing lung segment coarse segmentation on the to-be-identified image based on a lung segment coarse segmentation model to obtain a lung region segmentation result; determining a first sub-image corresponding to the lung region segmentation result in the to-be-identified image; determining a second sub-image corresponding to the lung region segmentation result in thelung lobe segmentation result; taking the first sub-image and the second sub-image as input of a dual-channel lung segment fine segmentation model, and performing lung segment fine segmentation on thefirst sub-image based on the dual-channel lung segment fine segmentation model to obtain a first lung segment segmentation result. By means of the technical scheme, lung segment coarse positioning can be rapidly conducted, the data acquisition speed is increased, the fine segmentation of lung segments only needs to be conducted on the lung region segmentation result obtained through coarse segmentation, the segmentation of lung segments is assisted through the lung lobe segmentation result, and the method is more accurate and efficient.
Owner:SHANGHAI UNITED IMAGING INTELLIGENT MEDICAL TECH CO LTD

System, PCBA board and method for achieving PCBA board testing

The invention provides a PCBA board used for achieving PCBA board testing. The PCBA board is electrically connected with a display device through a signal connecting line, and the PCBA board is provided with a plurality of functional circuits and at least one programmable chip, and further comprises a CPU and a testing unit. The CPU is used for uploading a test program in a complete system program in advance, the complete system program is an operation system program of a device loading the PCBA board, and the testing unit is used for executing the test program to test the functional circuits and the programmable chip of the PCBA board. The CPU is further used for judging whether the functional circuits and the programmable chip are qualified or not according to the testing results fed back by the functional circuits and the testing result of the programmable chip of the PCBA board, and generating and sending corresponding control signals according to judgment results to trigger the display device to respond to the control signals to display the testing results. The invention further provides a corresponding system and method. According to the PCBA board, the system and the method, the test program is uploaded to the PCBA board in advance to carry out automatic testing and to display testing prompt messages, and therefore the testing speed and testing efficiency of the PCBA board are improved.
Owner:FUZHOU ROCKCHIP SEMICON

Full-automatic fluorescence immunoassay analyzer

The invention relates to the field of medical instruments, and provides a full-automatic fluorescence immunoassay analyzer. The analyzer comprises a sample adding mechanism, a reagent card bin, a signal acquisition mechanism, a sample feeding mechanism and a buffer liquid bin; the sample feeding mechanism is movably arranged on one side of the reagent card bin, and is used for conveying test tubesplaced on the sample feeding mechanism to a preset position; the reagent card bin is provided with at least one reagent card position, and a scanning window is formed in the position, opposite to a scanning area on a reagent card, of each reagent card position; the signal acquisition mechanism is movably arranged below the reagent card bin so as to obtain the information of the scanning area on the reagent card; the buffer liquid bin is slidably arranged on the other side of the reagent card bin, and the buffer liquid bin is provided with at least one buffer liquid level; and the sample feeding mechanism is movably arranged above the reagent card bin. According to the full-automatic fluorescence immunoassay analyzer, the reagent card bin and the buffer liquid bin are arranged in the analyzer, the automation level of the analyzer is improved, and meanwhile, the testing precision and the testing speed of the analyzer are improved.
Owner:WUHAN NEWCANDO BIOTECH CO LTD

Automatic test system and method for 1dB compressing point of high-power radio frequency power-amplifying module

The invention relates to a system for automatic test of 1 dB compression points in a high-power radio frequency power amplifier module and a method thereof. The system comprises a signal source, a frequency spectrograph, a personal computer, a switch, an isolator, an attenuator, and a testing control panel; wherein the signal source, the frequency spectrograph and the personal computer constitute a local-area network via the switch, the signal source provides input power signals to a power amplifier module to be tested, the frequency spectrograph obtains the output power of the power amplifier module to be tested and reports to the personal computer to compute gains, and hereby the personal computer computes the next output power of the signal source and searches 1 dB compression points in the power amplifier module to be tested by using the principle of dichotomy after the power amplifier module to be tested enters a nonlinear operating area. The inventive system can realize automatic test of 1 dB compression points in the high-power radio frequency power amplifier module with no damage on power amplifiers and remarkably improved test speed and progress; and the testing error is controlled to be 0.1 dB, and the testing time of each power amplifier module is shortened to be 30 seconds.
Owner:WUHAN HONGXIN TELECOMM TECH CO LTD
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