DEVICE FOR DETECTING CONCENTRATION OF HEAVY METALS
20210341336 ยท 2021-11-04
Inventors
- Xiaoyong Bai (Guiyang, CN)
- Shijie Wang (Guiyang, CN)
- Shiqi Tian (Guiyang, CN)
- Qian Lu (Guiyang, CN)
- Jinfeng Wang (Guiyang, CN)
- Qin Li (Guiyang, CN)
- Luhua Wu (Guiyang, CN)
- Yujie Yang (Guiyang, CN)
- Chaojun Li (Guiyang, CN)
- Zeyin Hu (Guiyang, CN)
- Fei Chen (Guiyang, CN)
- Yuanhong Deng (Guiyang, CN)
Cpc classification
G01N21/31
PHYSICS
International classification
Abstract
The present invention relates to a device for detecting concentration of heavy metals. The device for detecting concentration of heavy metals acquires spectrum information of a carrier to be tested by utilizing a spectrum information acquiring system, a receiving system and a processing system. The device further processes the spectrum information to obtain the type of the carrier to be tested and the corresponding concentration of heavy metals. Therefore, the efficiency of acquiring the whole concentration of the heavy metals is remarkably improved. Furthermore, based on the specific structure of the device for detecting concentration of heavy metals provided by the present invention, the device for detecting concentration of heavy metals has the characteristics of simple structure and low costs.
Claims
1. A device for detecting concentration of heavy metals, comprising: a spectrum information acquiring system configured to acquire spectrum information of heavy metals in a carrier to be tested; a receiving system connected with the spectrum information acquiring system and configured to preprocess the spectrum information and determine a type of the carrier to be tested; and a processing system connected with the receiving system and configured to determine the concentration of the heavy metals in the carrier to be tested according to the preprocessed spectrum information.
2. The device for detecting concentration of heavy metals according to claim 1, wherein the spectrum information acquiring system comprises: a probe for detecting optical waves of the heavy metals in the carrier to be tested; a grating spectrometer connected with the probe and configured to separate the detected optical waves by diffraction to obtain a spectral band; and a detector connected with the grating spectrometer and configured to acquire spectrum information in the spectral band.
3. The device for detecting concentration of heavy metals according to claim 2, wherein the receiving system comprises: a spectrum optimizing device configured to optimize the spectral band and extract the spectrum information in the optimized spectral band, wherein the optimization comprises bad line repair, fringe removal and mixed pixel separation; and a preprocessing device connected with the spectrum optimizing device and configured to preprocess the extracted spectrum information, wherein the preprocessing comprises abnormal value elimination, smoothing process and noise reduction.
4. The device for detecting concentration of heavy metals according to claim 1, wherein the processing system comprises a computer.
5. The device for detecting concentration of heavy metals according to claim 1, further comprising a visual system connected with the processing system and configured to display the type of the carrier to be tested and the concentration of the heavy metals, which are transmitted by the processing system.
6. The device for detecting concentration of heavy metals according to claim 5, wherein the visual system comprises: a transmitter configured to wirelessly transmit the type of the carrier to be tested and the concentration of the heavy metals; and a client in wireless communication with the transmitter and configured to receive and display the type of the carrier to be tested and the concentration of the heavy metals.
7. The device for detecting concentration of heavy metals according to claim 6, wherein the transmitter comprises a Bluetooth module.
8. The device for detecting concentration of heavy metals according to claim 6, wherein the client comprises one of a mobile phone, a tablet computer or a laptop.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0017] To describe the technical solutions in the embodiments of the present invention or in the prior art more clearly, the following briefly introduces the accompanying drawings required for describing the embodiments. Apparently, the accompanying drawings in the following description show merely some embodiments of the present invention, and a person of ordinary skill in the art may still derive other accompanying drawings from these accompanying drawings without creative efforts.
[0018]
[0019]
[0020]
[0021]
REFERENCE SIGNS
[0022] 1-Charging port, 2-power supply, 3-spectrum information acquiring system, 4-receiving system, 5-processing system, 6-visual system, 31-probe, 32-grating spectrometer, 41-spectrum optimizing device, 42-preprocessing device, 51-calculating device, 61-transmitter, and 62-client.
DESCRIPTION OF THE EMBODIMENTS
[0023] The following clearly and completely describes the technical solutions in the embodiments of the present invention with reference to accompanying drawings in the embodiments of the present invention. Apparently, the described embodiments are merely a part rather than all of the embodiments of the present invention. All other embodiments obtained by a person of ordinary skill in the art based on the embodiments of the present invention without creative efforts shall fall within the protection scope of the present invention.
[0024] An objective of the present invention is to provide a device for detecting concentration of heavy metals, which can improve efficiency of acquiring the concentration of heavy metals while having the characteristics of simple structure, low costs and the like.
[0025] To make the foregoing objective, features, and advantages of the present invention more apparent and more comprehensible, the present invention is further described in detail below with reference to the accompanying drawings and specific embodiments.
[0026]
[0027] The spectrum information acquiring system 3 is used for acquiring spectrum information of heavy metals in a carrier to be tested by utilizing hyperspectral imaging technology.
[0028] The receiving system 4 is connected or in communication with the spectrum information acquiring system 3 and is configured to preprocess the spectrum information and determine the type of the carrier to be tested.
[0029] The processing system 5 is connected or in communication with the receiving system 4 and is configured to determine the concentration of the heavy metals in the carrier to be tested according to the preprocessed spectrum information.
[0030] As shown in
[0031] Optical waves of the carrier to be tested pass through the probe 31 and then are separated in diffraction by the grating spectrometer 32 such that a compound light with different wavelengths is dispersed into independent monochromatic lights. The monochromatic lights are sequenced in a descending order to form a spectral band. Then the spectrum information in the spectral band is acquired by the detector.
[0032] As shown in
[0033] The spectrum optimizing device 41 conducts optimization including bad line repair, fringe removal and mixed pixel separation on the acquired spectral band, and extracts effective spectrum information in the optimized spectral band.
[0034] The preprocessing device 42 is connected or in communication with the spectrum optimizing device 41 and stores preprocessed spectrum data after conducting preprocessing including abnormal value elimination, smoothing process and noise reduction on the extracted spectrum information in the spectral band. Additionally, the type of the carrier to be tested should be identified to soil, water, vegetation and the like after the spectrum information is preprocessed.
[0035] The whole preprocessing includes: First, based on the optimization on the spectral band, combining standard score (Z-score) with principal component analysis (PCA) to further screen a spectrum outlier, and eliminating the spectrum outlier as an abnormal value to ensure accuracy of a sample and an estimating result; Second, combining median filter with Savitzky-Golay smoothing filter to conduct noise reduction, convolution and smoothing on outlier-eliminated spectrum data; Third, on the basis of this, resampling the spectrum data at an interval of 10 nm, and utilizing the data as conversion basic data; and Fourth, conducting different forms of conversion on the basic data, wherein the different forms of conversion can include reflectance first-order differentiation, reflectance second-order differentiation, absorbance conversion, absorbance first-order differentiation, absorbance second-order differentiation, multiplicative scatter correction (MSC), standard normal variate (SNV) and the like, and the basic data is the reflectance of an original spectrum. To a certain extent, spectrum translation caused by moisture absorption can be eliminated, the spectrum information is amplified, colinearity of the spectrum data is improved, overfitting is prevented, and stability of a model is improved. Generally, the whole preprocessing may be autonomously completed by utilizing preset program codes.
[0036] The processing system 5 includes a calculating device 51 in which a heavy metal concentration calculation model is set. The processing system automatically operates a pre-programmed algorithm code input program to complete accurate estimation on the concentration of the heavy metals.
[0037] The heavy metal concentration calculation model is mainly divided into a linear model and a nonlinear model. The linear model includes, but is not limited to, a multiple stepwise regression model, a least squares model, a principal component regression model and the like. The nonlinear model includes, but is not limited to, a neural network model, a random forest model, a support vector machine model, an extreme learning machine model and the like.
[0038] The processing system 5 automatically selects an optimal model according to target heavy metals to be detected. The optimal model utilizes the spectrum data screened and preprocessed by the receiving system 4 as input data and the concentration of the heavy metals as output data, and such process is mainly autonomously completed based on the preset program codes.
[0039] Furthermore, the processing system 5 may be replaced with a computer to complete autonomous operation of the program codes.
[0040] The device for detecting concentration of heavy metals further includes a visual system 6 connected or in communication with the processing system 5 and used for displaying the type of the carrier to be tested and the concentration of the heavy metals, which are transmitted by the processing system 5.
[0041] The visual system 6 includes a transmitter 61 and a client 62.
[0042] The transmitter 61 is used for wirelessly transmitting the type of the carrier to be tested and the concentration of the heavy metals.
[0043] The client 62 wirelessly communicates with the transmitter 61 and is configured to receive and display the type of the carrier to be tested and the concentration of the heavy metals.
[0044] In one embodiment, the transmitter 61 is a Bluetooth module and the client 62 is a mobile phone, a tablet computer or a laptop.
[0045] The client can preset data including a background value, recommended daily allowance and the like to be compared with the result of the processing system 5 and provides a rational suggestion according to a comparison result.
[0046] The background value can input soil element background value data issued by a certain country or region and can also be replaced according to the newest research result. The recommended daily allowance can input data corresponding to the rational supply standard planned according to the research development and the domestic nutritional status.
[0047] An example of the comparison with the result of the processing system 5 is as follows: (1) if the processing system 5 calculates an average of the concentration of Pb in multiple soils of a certain region to be 5 mg/kg, but a preset Pb background value is 35 mg/kg, the region does not have a Pb pollution situation; (2) if the processing system 5 calculates the concentration of Zn in the vegetable is 3 mg, but the preset recommended daily allowance of Zn is 15 mg, five pieces of such vegetable can be eaten daily.
[0048] Therefore, the client can provide rational pollution prevention suggestions or scientific dietary pattern suggestions according to the above results.
[0049] Furthermore, to help the whole device for detecting concentration of heavy metals to be carried and applied, the device for detecting concentration of heavy metals can be further equipped with a charging port 1 and a power supply 2. The charging port 1 is used for charging the power for the whole device for detecting concentration of heavy metals. The power supply 2 powers the whole device.
[0050] As shown in
[0051] Based on the solution, the present invention provides the device for detecting concentration of heavy metals, which is based on the hyperspectral imaging technology. The device for detecting concentration of heavy metals combines the response relationship of the heavy metals and the spectrum to achieve instant acquisition of the concentration of the heavy metals. The device also effectively solves the problems that the traditional sampling method consumes time and efforts, has low efficiency and high costs and the like. Furthermore, the device for detecting concentration of heavy metals provided by the present invention further has the characteristics of simple operation, instant information acquisition, and high popularization and application values.
[0052] Each embodiment of the present specification is described in a progressive manner, each embodiment focuses on the difference from other embodiments, and the same and similar parts between the embodiments may refer to each other.
[0053] Several examples are used for illustration of the principles and implementation methods of the present invention. The description of the embodiments is used to help illustrate the method and its core principles of the present invention. In addition, a person of ordinary skill in the art can make various modifications in terms of specific embodiments and scope of application in accordance with the teachings of the present invention. In conclusion, the content of this specification shall not be construed as a limitation to the present invention.