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233 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).

Stock Portfolio Selection Device, Stock Portfolio Selection Method and Medium Storing Stock Portfolio Selection Program

InactiveUS20080249957A1Accurately valuateImproved business profitabilityFinanceStock portfolioCorrelation index
Upon selecting the stock portfolio, a plurality of corporate valuation index related data containing an intellectual asset related index is acquired (steps S1 to S6), analysis is performed with the acquired corporate valuation index related data and a company ranking corresponding to at least one prescribed index is created (steps S7 to S13 and S19), a prescribed number of companies is selected from the created company ranking (step S14), an investment ratio is selected in relation to each of the selected companies (step S15), and, based on the obtained distribution result of the investment ratio, a stock portfolio corresponding to the selected company is created and output (steps S16, S17). Therefore, a device for automatically selecting a more preferable stock portfolio based on the results upon performing a comprehensive valuation of companies using a corporate valuation index containing an intellectual asset related index is provided.
Owner:INTPROP BANK CORP (JP) +1

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

Commissioning of sensors

A method for commissioning sensors includes determining correlation data between the sensors and a plurality of actuators. The correlation data is based upon conditions detected by the sensors at a plurality of actuator settings. Correlation indexes are calculated from the correlation data, where a correlation index for a sensor is a function of the plurality of actuator settings and a particular actuator. In addition, each of the sensors is assigned to at least one of a plurality of actuator families based upon the calculated correlation indexes of the sensors to thereby commission the sensors.
Owner:HEWLETT PACKARD DEV CO LP

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

Commissioning of sensors

A method for commissioning sensors includes determining correlation data between the sensors and a plurality of actuators. The correlation data is based upon conditions detected by the sensors at a plurality of actuator settings. Correlation indexes are calculated from the correlation data, where a correlation index for a sensor is a function of the plurality of actuator settings and a particular actuator. In addition, each of the sensors is assigned to at least one of a plurality of actuator families based upon the calculated correlation indexes of the sensors to thereby commission the sensors.
Owner:HEWLETT PACKARD DEV CO LP

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

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

An integrated hydrotreating and steam pyrolysis process for the direct processing of a crude oil is provided to produce olefinic and aromatic petrochemicals. Crude oil and hydrogen are charged 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. Hydroprocessed effluent is thermally cracked in the presence of steam to produce a mixed product stream, which is separated. Hydrogen from the mixed product stream is purified and recycled to the hydroprocessing zone, and olefins and aromatics are recovered from the separated mixed product stream.
Owner:SAUDI ARABIAN OIL CO

Storage device and storage system including the same

A storage device may include a nonvolatile storage and a storage controller. The nonvolatile storage may include a map table which stores information including a logical address, a physical address corresponding to the logical address and a correlation index designating the physical address. The storage controller is configured to transmit the information to an external host device, and to access the nonvolatile storage based on a request and the correlation index, each of the request and the correlation index transmitted from the host device.
Owner:SAMSUNG ELECTRONICS CO LTD

Method For Cross-Domain Feature Correlation

A method for correlating information across distinct domains without requiring feature co-occurrence. The disparate information collections are broken down into features, and a correlation index with correlation score is created. To determine the correlation between distinct domains, an information artifact collection is reduced to a representational set of features, these features are replaced with correlated features using the correlation index, and the new set of features is matched against the second information artifact collection using an appropriate comparison technique. The correlation method allows a single input artifact to be matched against an existing collection, resulting in a set of correlated artifacts from the disparate collection, each ranked by correlation score.
Owner:FORTINET

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

Automatic parking locus optimization method based on full-simultaneous dynamic optimization framework

The invention discloses an automatic parking locus optimization method based on a full-simultaneous dynamic optimization framework, and brings forward a vehicle-environment integrated modeling dynamic optimization framework based on full-simultaneous solution strategy, for the purposes of solving the problem of safe parking at a narrow parking space within shortest time due to fast rhythm of cities, effectively eliminating influences exerted by different parking space shapes on locus planning strategies and optimizing a safe bump-free locus which has nonholonomic constraints and satisfies low-speed parking of vehicles within the shortest time. The method provided by the invention is crucially characterized in that vehicle-parking space obstacle avoidance integrated modeling is realized by use of an MPCC mathematic optimization technology, and at the same time, can optimize correlation indexes of vehicle kinetics and dynamics. According to the method, control information such as the speed, the front-wheel corner, the accelerated speed, the front-wheel angular velocity and the like of a vehicle tracking optimization locus can be directly obtained, and actual parking assistance is facilitated.
Owner:ZHEJIANG UNIV

Aero-engine service life prediction method based on label-free, unbalanced and initial value uncertain data

The invention discloses an aero-engine service life prediction method based on label-free, unbalanced and initial value uncertain data, which comprises the following steps of firstly, carrying out feature screening on an engine training data set by utilizing a correlation index and a trend index; then, obtaining a health state label through quantum fuzzy clustering, training a multivariable deep forest classifier, and obtaining an aero-engine health assessment model; meanwhile, training a long-short cycle memory neural network (LSTM) time sequence prediction model by utilizing the engine training data set; and finally, obtaining the maintenance time and the final residual service life (RUL) of the engine at different health stages by using the engine test data set according to the trainedhealth assessment model and the time sequence prediction model. According to the method, the defects of no label, imbalance and initial value uncertainty of observation data are overcome, and a technical reference is provided for maintenance decisions of the aero-engine in different subsequent health stages.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Hydrocracking method for blending ethylene tar

The invention discloses a hydrocracking method for blending ethylene tar, which comprises the following steps of: blending light fraction of ethylene tar into heavy distillate for hydrocracking, and contacting a hydrogenation protecting catalyst, a hydrogenation refining catalyst, a hydrogenation carbon residue removing catalyst and a hydrocracking catalyst in the presence of hydrogen to obtain hydrocracking crude oil, wherein partial hydrocracking crude oil is circulated and mixed with the light fraction and heavy distillate of the ethylene tar to enter a hydrocracking area, and the rest hydrocracking crude oil is future separated to obtain light fuel oil. By the method, the problem of high temperature rise of a hydrogenation reactor bed can be effectively solved; meanwhile, a method of grading the hydrogenation catalysts, the light fraction of the ethylene tar can be processed, and diesel with high cetane number and low condensation point and naphtha with high potential aromatic content can be produced; and compared with a state that the ethylene tar is not blended, the method has the advantage that the bureau of mines correlation index (BMCI) value of tail oil and the smoke point of jet fuel are not obviously changed.
Owner:CHINA PETROLEUM & CHEM CORP +1

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

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

An integrated hydrotreating and steam pyrolysis process for the direct processing of a crude oil is provided to produce olefinic and aromatic petrochemicals. Crude oil and hydrogen are charged 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. Hydroprocessed effluent is thermally cracked in the presence of steam to produce a mixed product stream, which is separated. Hydrogen from the mixed product stream is purified and recycled to the hydroprocessing zone, and olefins and aromatics are recovered from the separated mixed product stream.
Owner:SAUDI ARABIAN OIL CO

Technical correlation analysis method for evaluating patents

A technical correlation analysis method for evaluating patents includes the steps of: entering a technical term to determine a user-defined search, and to obtain a set of patent documents of search results; counting the number of times citing patent references in the patent documents, so as to generate a correlation index of the cited patent references; and ranking the patent references according to the correlation index of the cited patent references.
Owner:SUNONWEALTH ELECTRIC MACHINE IND

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

Atmospheric phase screen extraction method based on ground-based SAR (synthetic aperture radar) interference

InactiveCN104360332AImproved Interferometric AccuracyAccurate extractionRadio wave reradiation/reflectionThree levelData validation
The invention discloses an atmospheric phase screen extraction method based on ground-based SAR (synthetic aperture radar) interference. Atmospheric phase is extracted according to a ground-based radar differential interferometric phase model on basis of a least squares fitting linear deformation and time-space filtering method. The ground-based radar differential interferometric phase model has a full consideration of the ground-based radar imaging mechanism and the differential interference theory so as to extract an atmospheric phase screen. A PS (permanent scatterer) point selection method of three levels, amplitude dispersion index, correlation index and phase stability, is provided, the atmospheric phase screen of radar data of each scene is finally obtained by means of Kriging interpolation, and accurate extraction of the phase generated under atmospheric interference has an important role on improving radar interferometric precision. Correctness of the method is verified by measured dam data, and the method is of certain actual application value and universality.
Owner:HOHAI 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

An enterprise relocation risk assessment method based on a logical regression model

The invention discloses an enterprise relocation risk assessment method based on a logical regression model, which comprises the following steps of S1 collecting the information field of the enterprise relocation instance and the desensitized telecommunication data provided by an operator, and selecting relevant variables of the enterprise relocation; S2 dividing the related variables into data boxes; 3 screening out low prediction ability indexes; S4 eliminating the high correlation index; S5 constructing the enterprise emigration prediction model by logical regression; 6 testing that prediction model; S7 evaluating the risk of the enterprise relocation through the enterprise relocation prediction model outputted from the step S6. The enterprise migration prediction model based on the logical regression fills in the blank of the enterprise migration quantitative analysis model, and has strong prediction ability.
Owner:中电科新型智慧城市研究院有限公司

Method and system for network navy account number identification based on particle swarm optimization

The invention relates to a method for network navy account number identification based on particle swarm optimization. The method specifically comprises the following steps that step 1, user information of beta users is collected, lambda correlation indexes are extracted from each piece of user information, and therefore beta index vectors are obtained; step 2, weight allocation is conducted on the lambda indexes according to the requirements so that weight vectors can be obtained; step 3, the beta index vectors are ranked according to the size of each index in the index vectors so that lambda sequences can be obtained; step 4, each user is selected to serve as a particle, the particle swarm optimization is applied, and the particles satisfying the requirements are stored in a navy user list; step 5, all suspicious navy users in the navy user list are selected and all neighbors satisfying the requirements are added to the navy user list. At the real-time aspect, the method for network navy account number identification based on the particle swarm optimization is more suitable.
Owner:INST OF INFORMATION ENG CAS

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

Integrated hydroprocessing and fluid catalytic cracking for processing of a crude oil

An integrated hydroprocessing and fluid catalytic cracking process is provided for the direct processing of a crude oil to produce olefinic and aromatic petrochemicals. Crude oil and hydrogen are charged to a hydroprocessing zone operating under conditions effective to produce a hydroprocessed effluent having a reduced content of contaminants, an increased paraffinicity, reduced Bureau of Mines Correlation Index, and an increased American Petroleum Institute gravity. The hydroprocessed effluent is separated into a low boiling fraction and a high boiling fraction. The low boiling fraction is cracked in a first downflow reactor of a fluid catalytic cracking unit in the presence of a predetermined amount of catalyst to produce cracked products and spent catalyst, and the high boiling fraction is cracked in a second downflow reactor of the fluid catalytic cracking unit in the presence of a predetermined amount of catalyst to produce cracked products and spent catalyst. Spent catalyst from both the first and second downflow reactors are regenerated in a common regeneration zone, and first and second cracked product streams are recovered.
Owner:SAUDI ARABIAN OIL CO
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