Chinese Journal of Lasers, Volume. 51, Issue 8, 0810004(2024)

Land Cover Classification Method Integrating Spaceborne LiDAR Combined with Multispectral Images

Xing Huang1, Xuyan Hu2, Weiwei Liu3, and Hong Zhao4、*
Author Affiliations
  • 1Lishui Institute of Territorial Spatial Planning and Mapping, Lishui 323000, Zhejiang , China
  • 2Zhejiang South Comprehensive Engineering Survey and Mapping Institute Co., Hangzhou 310030, Zhejiang , China
  • 3Zhejiang Academy of Surveying and Mapping Science and Technology, Hangzhou 311121, Zhejiang , China
  • 4College of Aeronautics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, Jiangsu , China
  • show less
    References(29)

    [1] Abbasi M K, Zafar M, Khan S R. Influence of different land-cover types on the changes of selected soil properties in the mountain region of Rawalakot Azad Jammu and Kashmir[J]. Nutrient Cycling in Agroecosystems, 78, 97-110(2007).

    [2] Dallmeyer A, Claussen M. The influence of land cover change in the Asian monsoon region on present-day and mid-Holocene climate[J]. Biogeosciences, 8, 1499-1519(2011).

    [3] Cheng F, Wang C, Wang J L et al. Trend analysis of building height and total floor space in Beijing, China using ICESat/GLAS data[J]. International Journal of Remote Sensing, 32, 8823-8835(2011).

    [5] Mallet C, Bretar F, Roux M et al. Relevance assessment of full-waveform lidar data for urban area classification[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 66, S71-S84(2011).

    [6] Molijn R A, Lindenbergh R C, Gunter B C. ICESat laser full waveform analysis for the classification of land cover types over the cryosphere[J]. International Journal of Remote Sensing, 32, 8799-8822(2011).

    [7] Tan J Q, Zhan Q M, Han L et al. ICESat/GLAS full waveform signal processing for land cover classification in Antarctica prince Charles Mountains[J]. Geomatics & Spatial Information Technology, 39, 8-12(2016).

    [8] Nelson R, Ranson K J, Sun G et al. Estimating Siberian timber volume using MODIS and ICESat/GLAS[J]. Remote Sensing of Environment, 113, 691-701(2009).

    [9] Yao W, Krzystek P, Heurich M. Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data[J]. Remote Sensing of Environment, 123, 368-380(2012).

    [10] Neuenschwander A L, Magruder L A, Tyler M. Landcover classification of small-footprint, full-waveform lidar data[J]. Journal of Applied Remote Sensing, 3, 033544(2009).

    [11] Fieber K D, Davenport I J, Ferryman J M et al. Analysis of full-waveform LiDAR data for classification of an orange orchard scene[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 82, 63-82(2013).

    [12] Pirotti F. IceSAT/GLAS waveform signal processing for ground cover classification: state of the art[J]. Italian Journal of Remote Sensing, 42, 13-26(2010).

    [13] Duong H, Pfeifer N, Lindenbergh R. Full waveform analysis: ICESat laser data for land cover classification[J]. International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 36, 30-35(2006).

    [14] Cheng X. Waveform-based classification of medium-footpoint LVIS data[C], 9-17(2013).

    [15] Chen X Y, Yun T, Xue L F et al. Classification of tree species based on LiDAR point cloud data[J]. Laser & Optoelectronics Progress, 56, 122801(2019).

    [16] Ghosh S, Nandy S, Patra S et al. Land cover classification using ICESat/GLAS full waveform data[J]. Journal of the Indian Society of Remote Sensing, 45, 327-335(2017).

    [17] Chen B W, Shi S, Gong W et al. Target classification of hyperspectral lidar based on optimization selection of spatial-spectral features[J]. Acta Optica Sinica, 43, 1228008(2023).

    [18] Lu X Y, Yun T, Xue L F et al. Effective feature extraction and identification method based on tree laser point cloud[J]. Chinese Journal of Lasers, 46, 0510002(2019).

    [19] Wang X W, Cheng X, Li Z et al. Lake water footprint identification from time-series ICESat/GLAS data[J]. IEEE Geoscience and Remote Sensing Letters, 9, 333-337(2012).

    [20] Wang X W, Gong P, Zhao Y Y et al. Water-level changes in China's large lakes determined from ICESat/GLAS data[J]. Remote Sensing of Environment, 132, 131-144(2013).

    [21] Gong P, Li Z, Huang H B et al. ICESat GLAS data for urban environment monitoring[J]. IEEE Transactions on Geoscience and Remote Sensing, 49, 1158-1172(2011).

    [22] Liu C X, Huang H B, Gong P et al. Joint use of ICESat/GLAS and Landsat data in land cover classification: a case study in Henan Province, China[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, 511-522(2015).

    [23] Ranson K J, Sun G, Kovacs K et al. Landcover attributes from ICESat GLAS data in Central Siberia[C], 753-756(2004).

    [24] Zhou M W, Liu Q H, Liu Q et al. A method for classification by fusing full-waveform airborne laser scanning data and aerial images[J]. Remote Sensing Technology and Application, 25, 821-827(2010).

    [25] Zhang A W, Dong Z, Kang X Y. Feature selection algorithms of airborne LiDAR combined with hyperspectral images based on XGBoost[J]. Chinese Journal of Lasers, 46, 0404003(2019).

    [26] Wang X L, Yan H W, Zhou L et al. Using SVM classify Landsat image to analyze the spatial and temporal characteristics of main urban expansion analysis in Democratic People's Republic of Korea[J]. Remote Sensing for Land & Resources, 32, 163-171(2020).

    [27] Liu L X, He D, Li M Z et al. Identification of Xinjiang jujube varieties based on hyperspectral technique and machine learning[J]. Chinese Journal of Lasers, 47, 1111002(2020).

    [28] Hu H Y, Hui Z Y, Li N. Airborne LiDAR point cloud classification based on multiple-entity eigenvector fusion[J]. Chinese Journal of Lasers, 47, 0810002(2020).

    [29] Zhang A W, Dong Z, Kang X Y. Feature selection algorithms of airborne LiDAR combined with hyperspectral images based on XGBoost[J]. Chinese Journal of Lasers, 46, 0404003(2019).

    Tools

    Get Citation

    Copy Citation Text

    Xing Huang, Xuyan Hu, Weiwei Liu, Hong Zhao. Land Cover Classification Method Integrating Spaceborne LiDAR Combined with Multispectral Images[J]. Chinese Journal of Lasers, 2024, 51(8): 0810004

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: remote sensing and sensor

    Received: Jul. 27, 2023

    Accepted: Oct. 9, 2023

    Published Online: Mar. 29, 2024

    The Author Email: Zhao Hong (nuaazhaohong@nuaa.edu.cn)

    DOI:10.3788/CJL231063

    CSTR:32183.14.CJL231063

    Topics