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231 results about "Correlation index" patented technology

Correlation Index. Given a curved regression, the correlation index is defined by. (1) where and are the standard deviations of the data points and the estimates given by the regression line (Kenney and Keeping 1962, p. 293).

Integrated solvent deasphalting, hydrotreating and steam pyrolysis process for direct processing of a crude oil

A process is provided that is directed to a steam pyrolysis zone integrated with a solvent deasphalting zone and a hydrotreating zone to permit direct processing of crude oil feedstocks to produce petrochemicals including olefins and aromatics. The integrated solvent deasphalting, hydrotreating and steam pyrolysis process for the direct processing of a crude oil to produce olefinic and aromatic petrochemicals comprises: charging the crude oil to a solvent deasphalting zone with an effective amount of solvent for producing a deasphalted and demetalized oil stream and a bottom asphalt phase; charging the deasphalted and demetalized oil stream and hydrogen to a hydroprocessing zone operating under conditions effective to produce a hydroprocessed effluent reduced having a reduced content of contaminants, an increased paraffinicity, reduced Bureau of Mines Correlation Index, and an increased American Petroleum Institute gravity; thermally cracking the hydroprocessed effluent in the presence of steam to produce a mixed product stream; separating the mixed product stream; purifying hydrogen recovered from the mixed product stream and recycling it to the hydroprocessing zone; recovering olefins and aromatics from the separated mixed product stream; and recovering pyrolysis fuel oil from the separated mixed product stream.
Owner:SAUDI ARABIAN OIL CO

Integrated hydrotreating and steam pyrolysis process including residual bypass for direct processing of a crude oil

A process is provided that is directed to a steam pyrolysis zone integrated with a hydroprocessing zone including residual bypass to permit direct processing of crude oil feedstocks to produce petrochemicals including olefins and aromatics. The integrated hydrotreating and steam pyrolysis process for the direct processing of a crude oil to produce olefinic and aromatic petrochemicals comprises separating the crude oil into light components and heavy components; charging the light components and hydrogen to a hydroprocessing zone operating under conditions effective to produce a hydroprocessed effluent reduced having a reduced content of contaminants, an increased paraffinicity, reduced Bureau of Mines Correlation Index, and an increased American Petroleum Institute gravity; thermally cracking the hydroprocessed effluent in the presence of steam to produce a mixed product stream; separating the mixed product stream; purifying hydrogen recovered from the mixed product stream and recycling it to the hydroprocessing zone; recovering olefins and aromatics from the separated mixed product stream; and recovering a combined stream of pyrolysis fuel oil from the separated mixed product stream and heavy components from step (a) as a fuel oil blend.
Owner:SAUDI ARABIAN OIL CO

Integrated hydrotreating, solvent deasphalting and steam pyrolysis process for direct processing of a crude oil

A process is provided that is directed to a steam pyrolysis zone integrated with a hydrotreating zone and a solvent deasphalting zone to permit direct processing of crude oil feedstocks to produce petrochemicals including olefins and aromatics. The integrated hydrotreating, solvent deasphalting and steam pyrolysis process comprises charging the crude oil to a hydroprocessing zone operating under conditions effective to produce a hydroprocessed effluent reduced having a reduced content of contaminants, an increased paraffinicity, reduced Bureau of Mines Correlation Index, and an increased American Petroleum Institute gravity; charging the hydroprocessed effluent to a solvent deasphalting zone with an effective amount of solvent to produce a deasphalted and demetalized oil stream and a bottom asphalt phase; thermally cracking the deasphalted and demetalized oil stream in the presence of steam to produce a mixed product stream; separating the mixed product stream; purifying hydrogen recovered from the mixed product stream and recycling it to the hydroprocessing zone; recovering olefins and aromatics from the separated mixed product stream; and recovering pyrolysis fuel oil from the separated mixed product stream.
Owner:SAUDI ARABIAN OIL CO

Distributed dynamic process fault detection method based on mutual information

The invention relates to a distributed dynamic process fault detection method based on mutual information. The distributed dynamic process fault detection method based on mutual information comprises the steps: introducing a time-delay measured value for each measured variable of the process; by means of the correlation index defined by mutual information, distinguishing the auto-correlation and the cross-correlation displayed at different sampling time for each measured variable of the process; respectively establishing a corresponding principal component analysis fault detection model for a data set subblock corresponding to each variable; and at last, during the process of implementing on-line monitoring, utilizing Bayesian reasoning to integrate the results of different fault detection models into one probability type monitoring index so as to make a final fault decision conveniently. Compared with the prior method, the distributed dynamic process fault detection method based on mutual information fully considers the auto-correlation and the cross-correlation among different measured variables at different sampling time, and avoids losing the useful information which may be hidden in the complex dynamic characteristic of the process data.
Owner:北京安胜华信科技有限公司

Fault prediction method and device for industrial equipment based on LSTM circulating neural network

ActiveCN109814527AAchieving long-term forecastsAddressing Insufficient Prediction AccuracyElectric testing/monitoringNeural architecturesData setConfidence interval
The invention discloses a fault prediction method and device for industrial equipment based on an LSTM circulating neural network, wherein the method comprises the following steps of: acquiring a state monitoring data set of a plurality of sensors at the periphery of target equipment, wherein the state monitoring data set comprises monitoring data from 0 moment to a current moment; selecting a prediction characteristics containing preset fault information from the state monitoring data set by utilizing a characteristic selection standard, wherein the characteristic selection standard comprisesa correlation index and a monotonicity index; performing characteristic conversion on the prediction characteristics to obtain a prediction characteristic vector; and performing single-step fault prediction, long-term fault prediction and residual life prediction on the target equipment according to the prediction characteristic vector and a fault prediction network model. The method can effectively avoid insufficient prediction precision caused by unreasonable preset fault threshold, can give a confidence interval under the occasion of single-step performance prediction, and can achieve long-term prediction of performance and residual service life of the equipment.
Owner:TSINGHUA UNIV

Variable frequency scroll compressor fault diagnosis method based on improved VMD and SVM

The invention discloses a variable frequency scroll compressor fault diagnosis method based on improved VMD and SVM, and the method carries out the processing and analysis of a vibration signal of a variable frequency scroll compressor from three aspects: signal processing, feature extraction and classification recognition, and comprises the steps: firstly carrying out the vibration test of the variable frequency scroll compressor; acquiring vibration acceleration signals under different states of normality, scroll plate faults, bearing faults and crankshaft faults of the variable-frequency scroll compressor, and obtaining data samples of different fault types; taking the envelope entropy-correlation index as a fitness function, adopting a sparrow search algorithm (SSA) to optimize a variational mode decomposition (VMD) algorithm to process the vibration signal of the variable frequency scroll compressor, and obtaining intrinsic mode functions of different scales; and calculating multi-scale permutation entropies of different intrinsic mode functions to form a feature vector, inputting the feature vector into a classifier established based on a support vector machine (SVM) for training and predictive classification, and judging the fault type of the variable-frequency scroll compressor.
Owner:JIANGSU UNIV

Assisting image matching method by means of airborne lidar point cloud data

The invention relates to an assisting image matching method by means of airborne lidar point cloud data. The assisting image matching method by means of the airborne lidar point cloud data includes the steps of obtaining a reference image, searching image and the cut out airborne lidar point cloud data, abstracting a feature point from the reference image as a point to be matched, generating regularized digital surface model (DSM) information corresponding to an image overlapped region by means of the lidar point cloud data, converting point of sale (POS) data into elements of exterior orientation of the reference image, working out object space coordinates of corresponding ground points of the feature point to be matched by means of the DMS information and the elements of exterior orientation of the reference image, reversely calculating object space coordinates of the corresponding ground points to the searching image, obtaining the initial position of a corresponding matching point of the searching image, and matching by means of the correlation index to obtain a final matching result. The assisting image matching method provides good object space restraint for image matching by means of the lidar point cloud data, can effectively avoid complicated search strategies, achieves the purpose of the image matching and is high in matching success rate, short in consumed time and effective.
Owner:THE PLA INFORMATION ENG UNIV

Device and method for acquiring and optimizing DTMB (digital terrestrial television multimedia broadcasting) single frequency network coverage rate

The invention provides a device and a method for acquiring and optimizing the DTMB (digital terrestrial television multimedia broadcasting) single frequency network coverage rate, which is used for network planning and optimizing a terrestrial digital television single frequency network. The device comprises a station information processing module, a station database, a radio wave propagation budgeting module, an interference analyzing module, a calculation module, an optimization module, a GIS module, a geographic information database and a coverage result database. According to the invention, a synchronization threshold is defined so as to reflect the gain of the single frequency network, the active power and the interference power of a receiving plate are combined by adopting a K-LNM method, a correlation index of the combined active power and the combined interference power is solved by using a method of matching correlated matrixes, prediction of the place probability covering a community is enabled to consider the correlation caused by self-interferences and shadow fading of the single frequency network, and the place probability of a grid is calculated by using a CCDF function. The device and the method provided by the invention is more practical and more accurate in budgeting result, and small in calculation amount, enables the self-interferences of the single frequency network to be the smallest under the condition of not changing other parameters of a transmitter, and does not need to increase the cost.
Owner:BEIHANG UNIV

Natural preservation area management effectiveness quantitative evaluation method and system

InactiveCN102136103ARealization of Quantitative Evaluation of EffectivenessInstrumentsIndex systemDegradation index
The invention discloses a method and a system for quantitatively evaluating natural preservation area management effectiveness. The method comprises the following steps: obtaining environmental and ecological data of a natural preservation area by measures such as a remote sensing satellite and field survey and the like, determining a natural preservation area management effectiveness quantitative evaluation indexes system by utilizing an analytic hierarchy process and an expert scoring method, determining index intension and a quantitative measuring method of the index intension so as to be convenient for quantitative evaluation of the future preservation area; conducting inversion to index values of NPP (net primary productivity), vegetation coverage, a typical habitat dominance and habitat degradation indexes and the like by utilizing the remote sensing data; measuring management measures and social impact rule layer correlation indexes by utilizing ground investigation data; determining all index permissions by utilizing the analytic hierarchy process, and conducting weighting summation to measure all natural preservation area evaluation values; and determining an evaluation criterion, and conducting evaluation grading to the natural preservation area based on the standard. In the invention, the natural preservation area evaluation quantitative performance and representativeness are realized, so as to be beneficial to realization of on-line evaluation to the natural preservation area subsequently according to the category of the natural preservation areas.
Owner:TIANJIN AGRICULTURE COLLEGE

Integrated hydrotreating, solvent deasphalting and steam pyrolysis process for direct processing of a crude oil

A process is provided that is directed to a steam pyrolysis zone integrated with a hydrotreating zone and a solvent deasphalting zone to permit direct processing of crude oil feedstocks to produce petrochemicals including olefins and aromatics. The integrated hydrotreating, solvent deasphalting and steam pyrolysis process comprises charging the crude oil to a hydroprocessing zone operating under conditions effective to produce a hydroprocessed effluent reduced having a reduced content of contaminants, an increased paraffinicity, reduced Bureau of Mines Correlation Index, and an increased American Petroleum Institute gravity; charging the hydroprocessed effluent to a solvent deasphalting zone with an effective amount of solvent to produce a deasphalted and demetalized oil stream and a bottom asphalt phase; thermally cracking the deasphalted and demetalized oil stream in the presence of steam to produce a mixed product stream; separating the mixed product stream; purifying hydrogen recovered from the mixed product stream and recycling it to the hydroprocessing zone; recovering olefins and aromatics from the separated mixed product stream; and recovering pyrolysis fuel oil from the separated mixed product stream.
Owner:SAUDI ARABIAN OIL CO

Method for detecting TWA (T wave alternans) in electrocardiogram

The invention discloses a method for detecting TWA (T wave alternans) in the electrocardiogram and belongs to the technical field of medical testing. The method comprises the following steps of: eliminating data sections with excessively high noise from selected electrocardiosignals by judging in the earlier stage so as to obtain relatively stable data suitable to analyze and carrying out analysis by taking M beats as an analysis window; firstly, extracting a T wave matrix for the M beats of electrocardiosignals and then carrying out data fitting on T waves in the T wave matrix to obtain a novel T wave matrix; respectively calculating alternans correlation indexes by a correlation analysis method to obtain an ACI (Allowable Concentration Index) of the integral analysis window); then judging whether the TWA exists in the integral analysis window by the correlation analysis method; if the TWA exists in the integral analysis window, respectively carrying out least square linear fitting on sectional odd and even beats of the existing TWA and calculating an actual TWA quantity; and if the TWA does not exist in the integral analysis window, intercepting a next analysis window to carry out analysis. According to the invention, the TWA signals can be effectively detected from the time domain angle and the TWA quantity is accurately quantized.
Owner:GUANGDONG UNIV OF TECH

Method for analyzing influence of mentholated cigarette processing process on production environment

ActiveCN103472149ADetermination of Menthol ConcentrationGuaranteed reliabilityComponent separationWithdrawing sample devicesMentholated cigaretteRelative standard deviation
The invention provides a method for analyzing influence of a mentholated cigarette processing process on a production environment, aiming at solving the problem in the prior art that the menthol content in a mentholated cigarette production environment can not be accurately measured. According to the invention, an atmosphere sample during the mentholated cigarette processing process is captured through an on-line capturing device, and the concentration of menthol in the mentholated cigarette production environment is measured by a thermal desorption-gas chromatography-mass spectrography technology. The method is simple to operate and reliable to quantify, an analysis result is accurate and effective, the linear relation of a standard curve is good, the correlation index r<2> equals to 0.9999, a detection limit of the method reaches 0.34 microgram / m <3>, the recovery rate of the menthol in the production environment is 97.92% to 102.38%, and the relative standard deviation (RSD) is 6.57%. The method ensures the reliability and objectivity of an environmental menthol quantifying result in the cigarette processing process, and is of great significance to alleviation of pollution to a production line and a production environment.
Owner:SHANGHAI TOBACCO GRP CO LTD
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