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Method for establishing models for rapidly predicting crude oil properties by the aid of attenuated total reflection probe and near-infrared spectroscopy and application of method

A near-infrared spectrometer and attenuated total reflection technology, which is applied in the direction of instruments, measuring devices, scientific instruments, etc., can solve the problems of sample spectrum distortion, heavy field instrument maintenance workload, signal-to-noise ratio and sensitivity reduction, etc.

Active Publication Date: 2018-02-16
EAST CHINA UNIV OF SCI & TECH
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Contamination of the window or lens surface of the transflective probe will affect the luminous flux and reduce the sensitivity, and the interference of external light during the test will reduce the signal-to-noise ratio and sensitivity of the test
Conventional transmission optical fiber probes do not carry enough sample information when measuring dark crude oil, and in practical applications, the flow cell is easily adhered by viscous crude oil, resulting in sample spectrum distortion, low model prediction accuracy, and heavy on-site instrument maintenance workload. , affecting the actual application effect

Method used

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  • Method for establishing models for rapidly predicting crude oil properties by the aid of attenuated total reflection probe and near-infrared spectroscopy and application of method
  • Method for establishing models for rapidly predicting crude oil properties by the aid of attenuated total reflection probe and near-infrared spectroscopy and application of method
  • Method for establishing models for rapidly predicting crude oil properties by the aid of attenuated total reflection probe and near-infrared spectroscopy and application of method

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Embodiment 1

[0121] The specific steps of the present invention are described below with the embodiment of API prediction including:

[0122] Step 1: Collect 100 different types of crude oil samples, 80 as a calibration set, and 20 as a verification set.

[0123] Step 2: The temperature of the sample is controlled at 30°C, and a BRUKER near-infrared spectrometer and ATR probe are selected for test determination. Measure the near-infrared spectrum of crude oil samples by directly inserting the ATR probe into each crude oil sample, and the scanning range of the spectrum is 4000-12500cm -1 , resolution 16cm -1 , the cumulative number of scans is 32 times. And measure the API of the crude oil sample according to the traditional standard method. image 3 is the original near-infrared spectrum of crude oil. It can be seen that the baseline of the original spectrum drifts seriously, and the spectral peaks overlap seriously.

[0124] Step 3: Select 8000-4000cm -1 The absorbance in the spectr...

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Abstract

The invention discloses a method for establishing models for rapidly predicting crude oil properties by the aid of an attenuated total reflection probe and a near-infrared spectroscopy and an application of the method. The method includes: 1), establishing a training set of crude oil, and measuring properties of the crude oil in the training set; 2), measuring a near-infrared spectrogram of the crude oil in a near-infrared spectral region with the attenuated total reflection probe; 3), subjecting near-infrared spectrum, of the crude oil, obtained in the step 2) to pre-processing; 4), performing selection of training set samples on pre-processed spectrum data, and removing abnormal sample points; 5), selecting specific spectrum wave numbers according to to-be-measured properties of the crude oil and the spectrum data of the crude oil and establishing mathematical correlation models between the crude oil properties and the near-infrared spectrum data by the aid of a partial least squaresmethod. With the method, unknown crude oil properties can be predicated and analyzed rapidly; complex sample pretreatment is not needed, and the method has the advantages of simpleness in operation,high signal-to-noise ratio of the near-infrared spectrum, high precision of quantitative analysis of the models and the like.

Description

technical field [0001] The invention relates to a method for constructing a model for quickly predicting properties of crude oil by using an attenuated total reflection probe and a near-infrared spectrometer and an application thereof. Background technique [0002] Crude oil is the most important raw material for refining and chemical enterprises. On the one hand, the demand for crude oil has increased sharply, the import volume has expanded, and the price has remained high and fluctuated frequently; There are many characteristics such as differences in properties, high requirements for feed materials to the device, and difficulty in grasping the properties of blended oil. These have brought tremendous pressure to refining and chemical enterprises. Timely access to the current crude oil property evaluation data—that is, crude oil rapid evaluation, will provide support for the optimization of production processes such as crude oil trade, crude oil transportation, crude oil b...

Claims

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Application Information

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IPC IPC(8): G01N21/359G01N21/3577
CPCG01N21/3577G01N21/359
Inventor 钱锋钟伟民隆建杨明磊杜文莉
Owner EAST CHINA UNIV OF SCI & TECH
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