• Laser & Optoelectronics Progress
  • Vol. 60, Issue 17, 1728001 (2023)
Wen Liu1, Ling Han2,*, Ming Liu2, and Liangzhi Li1
Author Affiliations
  • 1College of Geological Engineering and Surveying, Chang'an University, Xi'an 710064, Shaanxi , China
  • 2College of Land Engineering, Chang'an University, Xi'an 710064, Shaanxi , China
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    DOI: 10.3788/LOP222358 Cite this Article Set citation alerts
    Wen Liu, Ling Han, Ming Liu, Liangzhi Li. Inversion of Cd Content in Soil Around Mining Area Based on GaoFen-5 Hyperspectral Band Selection[J]. Laser & Optoelectronics Progress, 2023, 60(17): 1728001 Copy Citation Text show less
    References

    [1] Liu R P, Xu Y N, Zhang J H et al. Effects of heavy metal pollution on farmland soils and crops: a case study of the Xiaoqinling Gold Belt, China[J]. China Geology, 3, 402-410(2020).

    [2] Yu Y, Wang Y C, Zhou H D et al. Biomagnification of heavy metals in the aquatic food chain in Daning River of the Three Gorges Reservoir during initial impoundment[J]. Environmental Science, 34, 3847-3853(2013).

    [3] Li C T, Zhang Y Y, Chen H Z et al. Near-infrared spectral waveband selection for soil potassium content based on simulated annealing[J]. Laser & Optoelectronics Progress, 59, 1330002(2022).

    [4] Kemper T, Sommer S. Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy[J]. Environmental Science & Technology, 36, 2742-2747(2002).

    [5] Ma W B, Tan K, Du Q et al. Estimating soil heavy metal concentration using hyperspectral data and weighted K-NN method[C](2016).

    [6] Zou B, Tu Y L, Jiang X L et al. Estimation of Cd content in soil using combined laboratory and field DS spectroscopy[J]. Spectroscopy and Spectral Analysis, 39, 3223-3231(2019).

    [7] Liu J M, Zheng C, Zhang L M et al. Hyperspectral image classification method based on image reconstruction feature fusion[J]. Chinese Journal of Lasers, 48, 0910001(2021).

    [8] Feng F B, Li W, Du Q et al. Dimensionality reduction of hyperspectral image with graph-based discriminant analysis considering spectral similarity[J]. Remote Sensing, 9, 323(2017).

    [9] Meng J H, Wu B F, Du X et al. A review and outlook of applying remote sensing to precision agriculture[J]. Remote Sensing for Land & Resources, 23, 1-7(2011).

    [10] Cai D Q, Wu Q Y, Cao X J et al. Quantitative retrieval of soil heavy metal content in Longkou wastewater irrigation area based on HJ1A-HSI images[J]. Safety and Environmental Engineering, 22, 33-39(2015).

    [11] Yin F, Wu M M, Liu L et al. Predicting the abundance of copper in soil using reflectance spectroscopy and GF5 hyperspectral imagery[J]. International Journal of Applied Earth Observation and Geoinformation, 102, 102420(2021).

    [12] Bai H, Yang Y, Cui Q F et al. Retrieval of heavy metal content in soil using GF-5 satellite images based on GA-XGBoost model[J]. Laser & Optoelectronics Progress, 59, 1230001(2022).

    [13] Lin J, Liang W J, Jiao Y et al. Ecological and health risk assessment of heavy metals in farmland soil around the gold mining area in Tongguan of Shaanxi Province[J]. Geology in China, 48, 749-763(2021).

    [14] Wang H Y, Han L, Xie D N et al. Distribution characteristics of heavy metals in farmland soils around mining areas and pollution assessment[J]. Environmental Science, 43, 2104-2114(2022).

    [15] Kang Y F, Wang S G, Han F F et al. Destriping methods of CBERS-02C satellite image based on improved moment matching[J]. Geomatics and Information Science of Wuhan University, 40, 1582-1587(2015).

    [16] Adler-Golden S M, Matthew M W, Bernstein L S et al. Atmospheric correction for shortwave spectral imagery based on MODTRAN4[J]. Proceedings of SPIE, 3753, 61-69(1999).

    [17] Zhu Y H, Deng R D, Lu Y F et al. Varying characteristics of spectral reflectivity in different humidities of yellow-brown earth and its significance in remote sensing[J]. Acta Pedologica Sinica, 21, 194-202(1984).

    [18] Zhao H L, Gan S, Yuan X P et al. Inversion of soil iron based on multi-scale continuous wavelet decomposition[J]. Acta Optica Sinica, 42, 2230002(2022).

    [19] Savitzky A, Golay M J E. Smoothing and differentiation of data by simplified least squares procedures[J]. Analytical Chemistry, 36, 1627-1639(1964).

    [20] Hu J, Liu Y D, Ouyang A G et al. Mid-infrared spectroscopy detection of methanol content in methanol gasoline based on CARS band screening[J]. Laser & Optoelectronics Progress, 56, 233002(2019).

    [21] Yao X, Li H N, Zhang Y Q et al. Design method of optical window with narrow bandpass frequency selective surface based on genetic algorithm and equivalent circuit model[J]. Chinese Journal of Lasers, 49, 0603004(2022).

    [22] Li H D, Liang Y Z, Xu Q S et al. Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration[J]. Analytica Chimica Acta, 648, 77-84(2009).

    [23] Tang S H, Zhu Q J. Effects of the initial population, crossover and mutation rate to the results of genetic algorithms and a possible solution scheme[J]. Bulletin of Science and Technology, 17, 1-7(2001).

    [24] Wold S, Sjöström M, Eriksson L. PLS-regression: a basic tool of chemometrics[J]. Chemometrics and Intelligent Laboratory Systems, 58, 109-130(2001).

    [25] Kong W J, Ding J L, Chai T Y et al. Large-dimensional multi-objective evolutionary algorithms based on improved average ranking[C], 502-507(2010).

    [26] Huang C P, Liu B, Zhang X et al. Study on band selection and optimal spectral resolution for prediction of Cu contamination in soils[J]. Remote Sensing Technology and Application, 25, 341, 353-357(2010).

    [27] Jiang Z L, Yang Y S, Sha J M. Application of GWR model in hyperspectral prediction of soil heavy metals[J]. Acta Geographica Sinica, 72, 533-544(2017).

    [28] Cheng Y S, Zhou Y. Research progress and trend of quantitative monitoring of hyperspectral remote sensing for heavy metals in soil[J]. The Chinese Journal of Nonferrous Metals, 31, 3450-3467(2021).

    [29] Wang S. The study of heavy metal pollution of articultural soils and crops of Tongguan Shaanxi Province[D], 20-21(2014).

    Wen Liu, Ling Han, Ming Liu, Liangzhi Li. Inversion of Cd Content in Soil Around Mining Area Based on GaoFen-5 Hyperspectral Band Selection[J]. Laser & Optoelectronics Progress, 2023, 60(17): 1728001
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