文献类型： 外文期刊
作者： Li, Fang 1 ; Lu, Anxiang 2 ; Wang, Jihua 2 ; You, Tianyan 1 ;
作者机构： 1.Jiangsu Univ, Sch Agr Engn, Inst Agr Engn, Zhenjiang 212013, Jiangsu, Peoples R China
2.Beijing Res Ctr Agr Stand & Testing, Beijing 100097, Peoples R China
关键词： Levenberg-Marquart; back-propagation neural network; soil; heavy metal
期刊名称：INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION （ 影响因子：0.796； 五年影响因子：0.972 ）
ISSN： 0826-8185
年卷期： 2021 年 36 卷
页码：
收录情况： SCI
摘要： X-ray fluorescence (XRF) technology is a widely used method for rapid detection of heavy metals in soil. It is important to establish accurate models of the XRF spectrometer. Firstly, the influence of sample particle size on the detection results was investigated, and the 100 mesh was the most suitable particle size. All spectra were pre-processed before modelling using the Savitzky-Golay smoothing with seven points and the wavelet transform method with Coif 3 wavelet base at the ninth level for noise deduction and baseline correction. The error back-propagation artificial neural network (BP-ANN) learning algorithm optimized by Levenberg-Marquart (LM) algorithm was selected to establish soil heavy metal models. The results indicated that the modelling results were sufficiently accurate. The BP-ANN method optimized with LM algorithm was applied in the XRF research field for the first time, which provides some technical support for the establishment of rapid detection models of heavy metals in soil.
- 相关文献
作者其他论文 更多>>
-
Interactions of traditional and biodegradable microplastics with neonicotinoid pesticides
作者：Wang, Kang;Chen, Wei;Wang, Kang;Chen, Wei;Wang, Kang;Li, Cheng;Li, Haifeng;Li, Fang;Xu, Li;Liu, Qi;Khan, Kifayatullah
关键词：Microplastic; Neonicotinoid pesticide; Adsorption-desorption mechanism; Aging; Bioavailability
-
Unveiling the hidden impact: How biodegradable microplastics influence CO 2 and CH 4 emissions and Volatile Organic Compounds (VOCs) profiles in soil ecosystems
作者：Wang, Yihao;Zhao, Chunjiang;Lu, Anxiang;Dong, Daming;Gong, Wenwen;Wang, Yihao
关键词：Biodegradable microplastics; Paddy and upland soils; Greenhouse gases; Volatile Organic Compounds; Optical gas sensor
-
Identification and visualization of environmental microplastics by Raman imaging based on hyperspectral unmixing coupled machine learning
作者：Li, Fang;Lu, Anxiang;Xu, Li;Liu, Dongsheng;Guo, Xuetao;Zhang, Zhenming;Martin, Francis L.;Martin, Francis L.
关键词：Microplastic; Raman imaging; Alternating volume maximization; Hyperspectral unmixing; Machine learning
-
Meso- and microplastic contamination in mulching cultivated soil at a national scale, China
作者：Li, Fang;Wang, Kang;Xu, Li;Xue, Yinghao;Jin, Tuo;Li, Jing;Liu, Dongsheng
关键词：Meso- and microplastics; Mulching cultivated soil; National scale; Affecting factors; Sources
-
Application of the k-Means Algorithm and the Gaussian Mixture Model (GMM) - African Vulture Optimization Algorithm (AVOA) for the Resolution of Overlapping Energy-Dispersive X-Ray Fluorescence (EDXRF) Peaks
作者：Niu, Chuanle;Li, Fang;Lu, Anxiang;Niu, Chuanle;Ren, Shun;Lu, Anxiang;Lu, Anxiang
关键词：African vulture optimization algorithm (AVOA); energy-dispersive X-ray fluorescence (EDXRF); Gaussian mixture model (GMM); k-means algorithm
-
Target and suspect screening of pesticide residues in soil samples from peach orchards using liquid chromatography quadrupole time-of-flight mass spectrometry
作者：Li, Haifeng;Gong, Wenwen;Lv, Wenxiao;Wang, Youran;Dong, Wentao;Lu, Anxiang
关键词：Multi-residue analysis; Peach orchard soil; UPLC-Q-TOF; MS; Target and suspect screening; Identification strategy and workflow; Spatial distribution
-
Identification of chilling-tolerant genes in maize via bulked segregant analysis sequencing
作者：Yan, Min;Li, Fang;Zhao, Jiuran;Ma, Yun;Li, Fang;Sun, Qingpeng
关键词：Bulked segregant analysis; Candidate genes; Cold; Kompetitive allele specific PCR; Maize
