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41results about How to "Improve mapping ability" patented technology

Rolling bearing fault diagnosis method in various working conditions based on feature transfer learning

The present invention provides a rolling bearing fault diagnosis method in various working conditions based on feature transfer learning, and relates to the field of fault diagnosis. The objective ofthe invention is to solve the problem that a rolling bearing, especially to various working conditions, is low in accuracy of diagnosis. The method comprise the steps of: employing a VMD (VariationalMode Decomposition) to perform decomposition of vibration signals of a rolling bearing in each state to obtain a series of intrinsic mode functions, performing singular value decomposition of a matrixformed by the intrinsic mode functions to solve a singular value or a singular value entropy, combining time domain features and frequency domain features of the vibration signals to construct a multi-feature set; introducing a semisupervised transfer component analysis method to perform multinuclear construction of a kernel function thereof, sample features of different working conditions are commonly mapped to a shared reproducing kernel Hilbert space so as to improve the data intra-class compactness and the inter-class differentiation; and employing the maximum mean discrepancy embedding to select more efficient data as a source domain, inputting source domain feature samples into a SVM (Support Vector Machine) for training, and testing target domain feature samples after mapping. Therolling bearing fault diagnosis method in various working conditions has higher accuracy in the rolling bearing multi-state classification in various working conditions.
Owner:HARBIN UNIV OF SCI & TECH

An image super-resolution reconstruction method of a generative adversarial network based on Gaussian coding feedback

The invention discloses an image super-resolution reconstruction method of a generative adversarial network based on Gaussian coding feedback, and the method comprises the steps: carrying out the preprocessing of an ImageNet data set, and manufacturing a reconstruction data set in one-to-one correspondence with a low-resolution image and a high-resolution image; Constructing a generative adversarial network model for training, and introducing a Gaussian coding feedback network into the model; Sequentially inputting the data sets obtained in the step A into a generative adversarial network formodel training; And inputting the low-resolution image to be processed into a trained generative adversarial network to obtain a high-resolution image. A generative adversarial network is formed by constructing a generation network and a discrimination network, a Gaussian coding feedback loop is added between the generation network and the discrimination network, more information is added to the generation network to guide the generation network to carry out training, and important features are added by improving a sub-pixel convolutional layer structure, so that useless information is reduced, and the reconstruction effect is improved.
Owner:DALIAN MARITIME UNIVERSITY

Aerial photogrammetric system integrated with non-scanning laser radar and aerial photogrammetric method

The invention discloses an aerial photogrammetric system integrated with a non-scanning laser radar and an aerial photogrammetric method. The system comprises the non-scanning laser radar, a CCD (Charge Coupled Device) digital camera, a positioning-orienting POS (Passive Optical Splitter) module and a control-storage module. The method comprises the following steps of carrying out multiple-laser-beam irradiation on a visual field range by the non-scanning laser radar based on a focal plane array, so as to determine the distances of many sampling points in a visual field; meanwhile, by utilizing pose data provided by the positioning-orienting POS module, resolving out the geodetic three-dimensional coordinate of each sampling point as ground control information of subsequent aerial photographic processing; collecting an aerial photogrammetric photo of the same visual field by the CCD digital camera, realizing aerial survey mapping according to the information, which is provided by the laser radar, of a ground control point in quick and low-cost manners. According to the aerial photogrammetric system integrated with the non-scanning laser radar and the aerial photogrammetric method, a conventional field ground control method is replaced by adopting the three-dimensional imaging by the non-scanning laser radar; a charting period can be greatly shortened; the cost is decreased; the mapping capacity of a zone which is severe in geographical environment is improved.
Owner:MIANYANG SKYEYE LASER TECH

Mapping method and device for coarse-grained reconfigurable password logic array

The invention provides a mapping method and a mapping device for a coarse-grained reconfigurable password logic array so as to simplify a mapping process. The coarse-grained reconfigurable password logic array comprises reconfigurable processing units PE which are fully interconnected; the method comprises the following steps: dividing operation nodes in a cryptographic algorithm data flow graph into a plurality of operation clusters; taking PE in the coarse-grained reconfigurable password logic array as an ant node, and calculating by using an ant colony algorithm to obtain an optimal mappingpath between the coarse-grained reconfigurable password logic array and an operation cluster; wherein each PE in the optimal mapping path is mapped with one operation cluster. Visibly, in the embodiment of the invention, the cryptographic algorithm data flow graph is divided in advance, and then mapping is performed based on the operation cluster, so that the mapping granularity of the cryptographic algorithm data flow graph is increased, and the algorithm mapping complexity is correspondingly reduced. Meanwhile, the mapping between the coarse-grained reconfigurable password logic array and the operation cluster is completed by adopting an ant colony algorithm, the mapping convergence process can be accelerated, and the mapping performance and efficiency are improved.
Owner:PLA STRATEGIC SUPPORT FORCE INFORMATION ENG UNIV PLA SSF IEU

Adjustable hardware aware pruning and mapping framework based on ReRAM neural network accelerator

The invention provides an adjustable hardware perception pruning and mapping framework based on a ReRAM neural network accelerator. The pruning and mapping framework comprises a DDPG agent and the ReRAM neural network accelerator. The DDPG agent is composed of a behavior decision module Actor and an evaluation module Critic, and the behavior decision module Actor is used for making a pruning decision for the neural network; the ReRAM neural network accelerator is used for mapping a model formed under a pruning decision generated by the behavior decision module Actor, and feeding back a performance parameter mapped by the model under the pruning decision to the evaluation module Critic as a signal; the performance parameters comprise energy consumption, delay and model accuracy of the simulator; the judgment module Critic updates a reward function value according to the fed back performance parameters and guides a pruning decision of the behavior decision module Actor in the next stage;according to the method, a pruning scheme which is most matched with hardware and user requirements and is most efficient is made by utilizing a reinforcement learning DDPG agent, so that the delay performance and the energy consumption performance on the hardware are improved while the accuracy is ensured.
Owner:ZHEJIANG LAB +1

Liquid crystal base image and wavefront dual-mode electrical-modulation imaging detection chip

ActiveCN105509894AAchieving Timing CompatibilityWavefront measurement with adjustable line-of-sightRadiation pyrometryImaging qualityDual mode
The invention discloses a liquid crystal base image and wavefront dual-mode electrical-modulation imaging detection chip, and the chip comprises a liquid crystal micro-optical structure, an area-array visible-light detector and a drive control preprocessing module; the liquid crystal micro-optical structure is an area-array electronic control liquid crystal micro lens under a sequential power-up state; the area-array visible-light detector is divided into a plurality of sub-area array visible-light detectors by the area-array electronic control liquid crystal micro lens according to the array size thereof, and each unit of the electronic control liquid crystal micro lens matches one sub-area array visible-light detector to form a wavefront measurement mode; the liquid crystal micro-optical structure is a liquid crystal phase plate for delaying an incident wave beam under a sequential power-off state, and the liquid crystal phase plate and the area-array visible-light detector form an imaging mode. According to the invention, the chip can capture the emerging wavefront and a high image quality flat image of a target based on a sequential electric signal, the detection efficiency is high, the chip is easy to use and couple with a conventional imaging optical system.
Owner:HUAZHONG UNIV OF SCI & TECH

Nano CMOS circuit fault-tolerant mapping method capable of optimizing time delay

The invention discloses a nano CMOS (Complementary Metal Oxide Semiconductor) circuit fault-tolerant mapping method capable of optimizing time delay, and aims to solve the problems of poor time delayperformance, poor solving speed, poor quality and the like in a nano CMOS circuit for realizing a correct logic function by adopting an existing fault-tolerant mapping method. Under the mapping constraints of defective nano CMOS circuit, the invention provides a nano CMOS circuit fault-tolerant mapping method capable of optimizing time delay. According to the fault-tolerant mapping method, the mapping process of a traditional nano CMOS circuit is optimized, the dividing technology of a logic level to a logic circuit to be mapped and the physical-level pre-planning technology with original input as an object are newly added, and the logic circuit is mapped by taking a path tree as a unit. Two mapping modes are adopted to be mapped into a pre-planned area in the nano CMOS circuit to optimizeeach path delay, the mapping success rate is improved by searching available defect units, and the delay performance of the delay mapping circuit is optimized on the basis of quickly eliminating theinfluence of defects on the logic function of the nano CMOS circuit.
Owner:NINGBO UNIV

Multi-view image texture distribution determination method and device, equipment and storage medium

The embodiment of the invention discloses a multi-view image texture distribution determination method and device, equipment and a storage medium, and the method comprises the steps: determining eachtriangular patch according to a set triangular grid model, and obtaining a multi-view image corresponding to each triangular patch; Respectively calculating the target weight of each image corresponding to the triangular patch, and determining the target image corresponding to each triangular patch; Traversing each node of the undirected graph, and updating the node information of the current nodeaccording to the node information of the adjacent node of the current node; Wherein the node information of the adjacent node and the node information of the current node respectively comprise a nodevalue and a label, the node value comprises a target image corresponding to a triangular patch of the node, and the label comprises a target image meeting a set condition in the target image; And determining the texture distribution of the triangular patch of the triangular mesh model according to the updated node information of the current node. The texture quality during reconstruction of a natural scene in the multi-view image is improved, and the texture mapping effect is enhanced.
Owner:广东启慧城市信息有限公司

Rate-free modulation and demodulation method approaching capacity limit in wide-range SNR

The invention discloses a rateless modulation and demodulation method approaching a capacity limit in a wide-range SNR, and belongs to the technical field of modulation and demodulation in wireless communication. The method comprises the following steps: firstly, a group of constellation points close to Gaussian distribution is fit by using non-uniform interval points with equal probability; secondly, the mapping performance of a constellation diagram is optimized through a BSA algorithm, and a local optimal mapping scheme between information code elements and constellation points is designed; at a sending end, a sparse mapping matrix is used for carrying out random sampling on an information sequence to obtain information code elements, the information code elements are directly modulated to constellation points according to a mapping scheme, and the sampling and mapping times are increased along with the reduction of the channel SNR, so that the adaptive SNR range is expanded; and a receiving end carries out demodulation by adopting a BP iterative algorithm. The method provided by the invention does not need to design a weight set to realize the Gaussian forming of the symbol, can obtain the performance close to the capacity limit in a large-range SNR (Signal to Noise Ratio), and is a modulation and demodulation method with a rate-free characteristic.
Owner:HUAZHONG UNIV OF SCI & TECH

Vibration aging process parameter optimization method based on BP neural network

InactiveCN113564341AHigh mapping abilitySimple adjustment processMachine learningEngineering
The invention discloses a vibration aging process parameter optimization method based on a BP neural network. The method is characterized by comprising the following steps that an orthogonal experiment design method is adopted to formulate a vibration aging experiment scheme, a vibration aging experiment is carried out, and experiment data are obtained; dimension normalization processing is carried out on obtained data sample sets respectively according to different parameter categories, and the data sets are divided into two parts, namely a training sample and a test sample according to a certain proportion; the BP neural network is trained and tested by using the data subjecte to dimension normalization; and according to errors of residual stress values obtained through tests and experiments, weights and threshold values of all layers of the network are corrected till a relative error mean value of a predicted value and an actual value is smaller than a set value, an optimal technological parameter combination is obtained, and finally the vibration aging technological parameter optimization method based on the BP neural network is formed. The method has the advantages that a vibration aging process parameter adjusting process is simplified, and the optimal process parameters are obtained.
Owner:SHANGHAI MARITIME UNIVERSITY

Wear-resistant embedded type anti-skid layer of new cement concrete pavement and construction method

PendingCN111979869AImproves skid resistance and resistance to skid fadingImprove mapping capabilitiesIn situ pavingsPaving gutters/kerbsScreedNatural sand
The invention discloses a wear-resistant embedded type anti-skid layer of a new cement concrete pavement and a construction method, and relates to the technical field of highway engineering. The wear-resistant anti-skid layer comprises a wear-resistant material embedded in the surface of the new cement concrete pavement; when being used for tunnel pavements, the wear-resistant material includes high wear-resistant aggregates, pigments and a retroreflection material, and when being applied to other parts, the wear-resistant material only includes the high wear-resistant aggregates; and the highwear-resistant aggregates are natural or artificial stones each with a polishing value of not less than 45PSV. The construction method comprises the following innovated contents: base treatment and necessary preparation work; concrete layer concrete proportion design, workability requirement, a construction method for and process control over a surface mortar layer; a construction and control method for the wear-resistant material embedded anti-skid functional layer, a uniform spreading method for the wear-resistant material, an embedding and endurance method for the wear-resistant material,a skid resistance and flatness improvement method for he wear-resistant layer, and the like; anti-slip layer curing at a plastic stage, structure treatment and the like. The anti-skid layer can save scarce natural sand resources, makes full use of recycled aggregates, and realizes changing wastes into treasures.
Owner:RES INST OF HIGHWAY MINIST OF TRANSPORT

An aerial photogrammetry system and method integrating non-scanning lidar

The invention discloses an aerial photogrammetric system integrated with a non-scanning laser radar and an aerial photogrammetric method. The system comprises the non-scanning laser radar, a CCD (Charge Coupled Device) digital camera, a positioning-orienting POS (Passive Optical Splitter) module and a control-storage module. The method comprises the following steps of carrying out multiple-laser-beam irradiation on a visual field range by the non-scanning laser radar based on a focal plane array, so as to determine the distances of many sampling points in a visual field; meanwhile, by utilizing pose data provided by the positioning-orienting POS module, resolving out the geodetic three-dimensional coordinate of each sampling point as ground control information of subsequent aerial photographic processing; collecting an aerial photogrammetric photo of the same visual field by the CCD digital camera, realizing aerial survey mapping according to the information, which is provided by the laser radar, of a ground control point in quick and low-cost manners. According to the aerial photogrammetric system integrated with the non-scanning laser radar and the aerial photogrammetric method, a conventional field ground control method is replaced by adopting the three-dimensional imaging by the non-scanning laser radar; a charting period can be greatly shortened; the cost is decreased; the mapping capacity of a zone which is severe in geographical environment is improved.
Owner:MIANYANG SKYEYE LASER TECH
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