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聚焦于轻小型遥感器技术的发展,综述了无人机遥感技术在森林资源监测、健康评估和灾害管理等林业领域的应用进展。首先介绍了搭载于无人机的可见光、多光谱、高光谱、热红外和激光雷达等遥感器技术,阐述了其主要特性、显著优势和适用场景;然后深入探讨了这些遥感技术在林业管理中的具体应用,展示了其在提升森林监测效率和精确度以及在灾害响应和生态保护方面的重要作用;最后讨论了面临的主要挑战和发展需求,包括无人机平台的优化、遥感设备的改进、数据处理与信息提取技术的提升,强调了跨学科研究成果的综合应用对于推动遥感技术革新及其在林业中应用拓展的重要性;旨在为林业管理与研究人员提供一种全面的视角,审视无人机遥感技术的现状与未来趋势,进而支持森林资源的可持续管理与保护。
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王海涛,余晓敏,陆海霞,吕婧.无人机遥感影像特征点子像素定位研究[J].地理空间信息,2023(08).
Xinya Wang,Qian Hu,Yingsong Cheng,Jiayi Ma.Hyperspectral Image Super-Resolution Meets Deep Learning: A Survey and Perspective[J].IEEE/CAA Journal of Automatica Sinica,2023(08).
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王棣,耿增超,佘雕,和文祥,侯琳.秦岭典型林分土壤有机碳储量及碳氮垂直分布[J].生态学报,2015(16).
Zhou Kai,Cao Lin,Shen Xin,Wang Guibin.Novel spectral indices for enhanced estimations of 3-dimentional flavonoid contents for Ginkgo plantations using UAV-borne LiDAR and hyperspectral data[J].Remote Sensing of Environment,2023.
Weicheng Xu,Feifan Yang,Guangchao Ma,Jinhao Wu,Jiapei Wu,Yubin Lan.Multiscale Inversion of Leaf Area Index in Citrus Tree by Merging UAV LiDAR with Multispectral Remote Sensing Data[J].Agronomy,2023.
Scheeres Janneke,de Jong Johan,Brede Benjamin,Brancalion Pedro H.S.,Broadbent Eben Noth,Zambrano Angelica Maria Almeyda,Gorgens Eric Bastos,Silva Carlos Alberto,Valbuena Ruben,Molin Paulo,Stark Scott,Rodrigues Ricardo Ribeiro,Santoro Giulio Brossi,Resende Angélica Faria,de Almeida Catherine Torres,de Almeida Danilo Roberti Alves.Distinguishing forest types in restored tropical landscapes with UAV-borne LIDAR[J].Remote Sensing of Environment,2023.
Huo Langning,Lindberg Eva,Bohlin Jonas,Persson Henrik Jan.Assessing the detectability of European spruce bark beetle green attack in multispectral drone images with high spatial- and temporal resolutions[J].Remote Sensing of Environment,2023.
Han Chunming,Liu Jia,Ding Yixing,Chai Peng,Bian Xiaolin.Recognition of Area without Understory Vegetation Based on the RGB-UAV Ultra-High Resolution Images in Red Soil Erosion Area[J].Remote Sensing,2023.
Ma Yunqiang,Lu Junjia,Huang Xiao.Damage Diagnosis of Pinus yunnanensis Canopies Attacked by Tomicus Using UAV Hyperspectral Images[J].Forests,2022.
Cheng Jinpeng,Yang Hao,Qi Jianbo,Sun Zhendong,Han Shaoyu,Feng Haikuan,Jiang Jingyi,Xu Weimeng,Li Zhenhong,Yang Guijun,Zhao Chunjiang.Estimating canopy-scale chlorophyll content in apple orchards using a 3D radiative transfer model and UAV multispectral imagery[J].Computers and Electronics in Agriculture,2022.
Huang Rong,Yao Wei,Xu Zhong,Cao Lin,Shen Xin.Information fusion approach for biomass estimation in a plateau mountainous forest using a synergistic system comprising UAS-based digital camera and LiDAR[J].Computers and Electronics in Agriculture,2022.
Mantau Aprinaldi Jasa,Widayat Irawan Widi,Leu JenqShiou,K?ppen Mario.A Human-Detection Method Based on YOLOv5 and Transfer Learning Using Thermal Image Data from UAV Perspective for Surveillance System[J].Drones,2022(10).
Qin Haiming,Zhou Weiqi,Yao Yang,Wang Weimin.Individual tree segmentation and tree species classification in subtropical broadleaf forests using UAV-based LiDAR, hyperspectral, and ultrahigh-resolution RGB data[J].Remote Sensing of Environment,2022.
Wang Ruifan,Bao Tiantian,Tian Shangfeng,Song Linghan,Zhong Shuangwen,Liu Jian,Yu Kunyong,Wang Fan.Quantifying Understory Vegetation Cover of Pinus massoniana Forest in Hilly Region of South China by Combined Near-Ground Active and Passive Remote Sensing[J].Drones,2022.
Liao Kuo,Yang Fan,Dang Haofei,Wu Yunzhong,Luo Kunfa,Li Guiying.Detection of Eucalyptus Leaf Disease with UAV Multispectral Imagery[J].Forests,2022.
VizcayaMartínez Diego Arturo,FloresdeSantiago Francisco,ValderramaLanderos Luis,Serrano David,RodríguezSobreyra Ranulfo,ÁlvarezSánchez León Felipe,FloresVerdugo Francisco.Monitoring detailed mangrove hurricane damage and early recovery using multisource remote sensing data.[J].Journal of environmental management,2022.
Panagiotidis Dimitrios,Abdollahnejad Azadeh,Slavík Martin.3D point cloud fusion from UAV and TLS to assess temperate managed forest structures[J].International Journal of Applied Earth Observation and Geoinformation,2022.
Liu Hao,Cao Fuliang,She Guanghui,Cao Lin.Extrapolation Assessment for Forest Structural Parameters in Planted Forests of Southern China by UAV-LiDAR Samples and Multispectral Satellite Imagery[J].Remote Sensing,2022.
Sankey Temuulen,Tatum Julia.Thinning increases forest resiliency during unprecedented drought[J].Scientific Reports,2022.
Moran Christopher J.,Hoff Valentijn,Parsons Russell A.,Queen Lloyd P.,Seielstad Carl A..Mapping Fine-Scale Crown Scorch in 3D with Remotely Piloted Aircraft Systems[J].Fire,2022.
Ito Takehiko Y.,Miyazaki Atsushi,Koyama Lina A.,Kamada Kisa,Nagamatsu Dai.Antler detection from the sky: deer sex ratio monitoring using drone‐mounted thermal infrared sensors[J].Wildlife Biology,2022.
Yin Shiyun,Zhou Kai,Cao Lin,Shen Xin.Estimating the Horizontal and Vertical Distributions of Pigments in Canopies of Ginkgo Plantation Based on UAV-Borne LiDAR, Hyperspectral Data by Coupling PROSAIL Model[J].Remote Sensing,2022.
Bian Zunjian,Wu Shengbiao,Roujean Jean-Louis,Cao Biao,Li Hua,Yin Gaofei,Du Yongming,Xiao Qing,Liu Qinhuo.A TIR forest reflectance and transmittance (FRT) model for directional temperatures with structural and thermal stratification[J].Remote Sensing of Environment,2022.
Fraser Benjamin T.,Congalton Russell G..Monitoring Fine-Scale Forest Health Using Unmanned Aerial Systems (UAS) Multispectral Models[J].Remote Sensing,2021.
Zhao Yixin,Sun Bo,Liu Shimin,Zhang Cun,He Xiang,Xu Duo,Tang Wei.Identification of mining induced ground fissures using UAV and infrared thermal imager: Temperature variation and fissure evolution[J].ISPRS Journal of Photogrammetry and Remote Sensing,2021.
Almeida Danilo Roberti Alves de,Broadbent Eben North,Ferreira Matheus Pinheiro,Meli Paula,Zambrano Angelica Maria Almeyda,Gorgens Eric Bastos,Resende Angelica Faria,de Almeida Catherine Torres,do Amaral Cibele Hummel,Corte Ana Paula Dalla,Silva Carlos Alberto,Romanelli João P.,Prata Gabriel Atticciati,de Almeida Papa Daniel,Stark Scott C.,Valbuena Ruben,Nelson Bruce Walker,Guillemot Joannes,Féret Jean-Baptiste,Chazdon Robin,Brancalion Pedro H.S..Monitoring restored tropical forest diversity and structure through UAV-borne hyperspectral and lidar fusion[J].Remote Sensing of Environment,2021.
Liu Yujie,Zhan Zhongyi,Ren Lili,Ze Sangzi,Yu Linfeng,Jiang Qi,Luo Youqing.Hyperspectral evidence of early-stage pine shoot beetle attack in Yunnan pine[J].Forest Ecology and Management,2021.
Furukawa Flavio,Laneng Lauretta Andrew,Ando Hiroaki,Yoshimura Nobuhiko,Kaneko Masami,Morimoto Junko.Comparison of RGB and Multispectral Unmanned Aerial Vehicle for Monitoring Vegetation Coverage Changes on a Landslide Area[J].Drones,2021.
da Costa Máira Beatriz Teixeira,Silva Carlos Alberto,Broadbent Eben North,Leite Rodrigo Vieira,Mohan Midhun,Liesenberg Veraldo,Stoddart Jaz,do Amaral Cibele Hummel,de Almeida Danilo Roberti Alves,da Silva Anne Laura,Ré Y. Goya Lucas Ruggeri,Cordeiro Victor Almeida,Rex Franciel,Hirsch Andre,Marcatti Gustavo Eduardo,Cardil Adrian,de Mendonça Bruno Araujo Furtado,Hamamura Caio,Corte Ana Paula Dalla,Matricardi Eraldo Aparecido Trondoli,Hudak Andrew T.,Zambrano Angelica Maria Almeyda,Valbuena Ruben,de Faria Bruno Lopes,Silva Junior Celso H.L.,Aragao Luiz,Ferreira Manuel Eduardo,Liang Jingjing,e Carvalho Samuel de Pádua Chaves,Klauberg Carine.Beyond trees: Mapping total aboveground biomass density in the Brazilian savanna using high-density UAV-lidar data[J].Forest Ecology and Management,2021.
Gao Qiong,Yu Mei.Canopy Density and Roughness Differentiate Resistance of a Tropical Dry Forest to Major Hurricane Damage[J].Remote Sensing,2021.
Arroyo-Mora J. Pablo,Kalacska Margaret,Løke Trond,Schläpfer Daniel,Coops Nicholas C.,Lucanus Oliver,Leblanc George.Assessing the impact of illumination on UAV pushbroom hyperspectral imagery collected under various cloud cover conditions[J].Remote Sensing of Environment,2021.
Wang Lin,Zhou Yuzhen,Hu Qiao,Tang Zhenghong,Ge Yufeng,Smith Adam,Awada Tala,Shi Yeyin.Early Detection of Encroaching Woody Juniperus virginiana and Its Classification in Multi-Species Forest Using UAS Imagery and Semantic Segmenta tion Algorithms[J ] .Remote Sensing,2021.
Oliveira Cinthia Pereira de,Ferreira Rinaldo Luiz Caraciolo,da Silva José Antônio Aleixo,Lima Robson Borges de,Silva Emanuel Araújo,Silva Anderson Francisco da,Lucena Josias Divino Silva de,dos Santos Nattan Adler Tavares,Lopes Iran Jorge Corrêa,Pessoa Mayara Maria de Lima,Melo Cybelle Laís SoutoMaior Sales de.Modeling and Spatialization of Biomass and Carbon Stock Using LiDAR Metrics in Tropical Dry Forest, Brazil[J].Forests,2021.
Li Bingyao,Hou Jingming,Li Donglai,Yang Dong,Han Hao,Bi Xu,Wang Xinghua,Hinkelmann Reinhard,Xia Junqiang.Application of LiDAR UAV for High-Resolution Flood Modelling[J].Water Resources Management,2021.
Nguyen Ha Trang,Lopez Caceres Maximo Larry,Moritake Koma,Kentsch Sarah,Shu Hase,Diez Yago.Individual Sick Fir Tree ( Abies mariesii ) Identification in Insect Infested Forests by Means of UAV Images and Deep Learning[J ] .Remote Sensing,2021.
Hang Renlong,Liu Qingshan,Li Zhu.Spectral Super-Resolution Network Guided by Intrinsic Properties of Hyperspectral Imagery.[J].IEEE transactions on image processing : a publication of the IEEE Signal Processing Society,2021.
Du Baojia,Mao Dehua,Wang Zongming,Qiu Zhiqiang,Yan Hengqi,Feng Kaidong,Zhang Zhongbin.Mapping Wetland Plant Communities Using Unmanned Aerial Vehicle Hyperspectral Imagery by Comparing Object/Pixel-Based Classifications Combining Multiple Machine-Learning Algorithms[J].IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING,2021.
Sankey Temuulen,Hultine Kevin,Blasini Davis,Koepke Dan,Bransky Nathaniel,Grady Kevin,Cooper Hillary,Gehring Catherine,Allan Gerard.UAV thermal image detects genetic trait differences among populations and genotypes of Fremont cottonwood (Populus fremontii, Salicaceae)[J].Remote Sensing in Ecology and Conservation,2020.
Arunima Singh,Sunni Kanta Prasad Kushwaha.Forest Degradation Assessment Using UAV Optical Photogrammetry and SAR Data[J].Journal of the Indian Society of Remote Sensing,2020.
Srinivasa Raju Kolanuvada,Kishore Kowtham Ilango.Automatic Extraction of Tree Crown for the Estimation of Biomass from UAV Imagery Using Neural Networks[J].Journal of the Indian Society of Remote Sensing,2020.
Zhang Ning,Wang Yueting,Zhang Xiaoli.Extraction of tree crowns damaged by Dendrolimus tabulaeformis Tsai et Liu via spectral-spatial classification using UAV-based hyperspectral images[J].Plant Methods,2020.
Amina Khan,Sumeet Gupta,Sachin Kumar Gupta.Multi-hazard disaster studies: Monitoring, detection, recovery, and management, based on emerging technologies and optimal techniques[J].International Journal of Disaster Risk Reduction,2020.
Adam Belmonte,Temuulen Sankey,Joel A. Biederman,John Bradford,Scott J. Goetz,Thomas Kolb,Travis Woolley.UAV ‐derived estimates of forest structure to inform ponderosa pine forest restoration[J].Remote Sensing in Ecology and Conservation,2020(2).
Hendel Isabelle Gabriele,Ross Gregory M..Efficacy of Remote Sensing in Early Forest Fire Detection: A Thermal Sensor Comparison[J].Canadian Journal of Remote Sensing,2020.
Juan Picos,Guillermo Bastos,Daniel Míguez,Laura Alonso,Julia Armesto.Individual Tree Detection in a Eucalyptus Plantation Using Unmanned Aerial Vehicle (UAV)-LiDAR[J].Remote Sensing,2020.
Xuegang Mao,Liang Zhu,Fan Wenyi.Object-Oriented Automatic Identification of Forest Gaps Using Digital Orthophoto Maps and LiDAR Data[J].Canadian Journal of Remote Sensing,2020.
Abdulla Al-Kaff,Ángel Madridano,Sergio Campos,Fernando García,David Martín,Arturo de la Escalera.Emergency Support Unmanned Aerial Vehicle for Forest Fire Surveillance[J].Electronics,2020.
Lloyd Windrim,Angus J Carnegie,Murray Webster,Mitch Bryson.Tree Detection and Health Monitoring in Multi-Spectral Aerial Imagery and Photogrammetric Pointclouds using Machine Learning[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2020.
Petra Đomlija,Sanja Bernat Gazibara,Željko Arbanas,Snježana Mihalić Arbanas.Identification and Mapping of Soil Erosion Processes Using the Visual Interpretation of LiDAR Imagery[J].ISPRS International Journal of Geo-Information,2019.
Use and categorization of Light Detection and Ranging vegetation metrics in avian diversity and species distribution research[J].Diversity and Distributions,2019.
Luke Wallace,Daisy S. Saldias,Karin Reinke,Samuel Hillman,Bryan Hally,Simon Jones.Using orthoimages generated from oblique terrestrial photography to estimate and monitor vegetation cover[J].Ecological Indicators,2019.
Camile Sothe,Michele Dalponte,Cláudia Maria de Almeida,Marcos Benedito Schimalski,Carla Luciane Lima,Veraldo Liesenberg,Gabriela Takahashi Miyoshi,Antonio Maria Garcia Tommaselli.Tree Species Classification in a Highly Diverse Subtropical Forest Integrating UAV-Based Photogrammetric Point Cloud and Hyperspectral Data[J].Remote Sensing,2019.
Mohammad Imangholiloo,Ninni Saarinen,Lauri Markelin,Tomi Rosnell,Roope Näsi,Teemu Hakala,Eija Honkavaara,Markus Holopainen,Juha Hyyppä,Mikko Vastaranta.Characterizing Seedling Stands Using Leaf-off and Leaf-on Photogrammetric Point Clouds and Hyperspectral Imagery Acquired from Unmanned Aerial Vehicle[J].Forests,2019.
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Lin Cao,Hao Liu,Xiaoyao Fu,Zhengnan Zhang,Xin Shen,Honghua Ruan.Comparison of UAV LiDAR and Digital Aerial Photogrammetry Point Clouds for Estimating Forest Structural Attributes in Subtropical Planted Forests[J].Forests,2019.
Kepu Wang,Tiejun Wang,Xuehua Liu.A Review: Individual Tree Species Classification Using Integrated Airborne LiDAR and Optical Imagery with a Focus on the Urban Environment[J].Forests,2018.
Lei Deng,Zhihui Mao,Xiaojuan Li,Zhuowei Hu,Fuzhou Duan,Yanan Yan.UAV-based multispectral remote sensing for precision agriculture: A comparison between different cameras[J].ISPRS Journal of Photogrammetry and Remote Sensing,2018.
Ning Zhang,Xiaoli Zhang,Guijun Yang,Chenghao Zhu,Langning Huo,Haikuan Feng.Assessment of defoliation during the D e ndrolimus tabulaeformis Tsai et Liu disaster outbreak using UAV-based hyperspectral images[J].Remote Sensing of Environment,2018.
Lei Deng,Yanan Yan,Huili Gong,Fuzhou Duan,Ruofei Zhong.The effect of spatial resolution on radiometric and geometric performances of a UAV-mounted hyperspectral 2D imager[J].ISPRS Journal of Photogrammetry and Remote Sensing,2018.
Chinsu Lin,Shih-Yu Chen,Chia-Chun Chen,Chia-Huei Tai.Detecting newly grown tree leaves from unmanned-aerial-vehicle images using hyperspectral target detection techniques[J].ISPRS Journal of Photogrammetry and Remote Sensin,2018.
Huang Hongyu,Li Xu,Chen Chongcheng.Individual Tree Crown Detection and Delineation From Very-High-Resolution UAV Images Based on Bias Field and Marker-Controlled Watershed Segmentation Algorithms[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2018.
Clare Webster,Matthew Westoby,Nick Rutter,Tobias Jonas.Three-dimensional thermal characterization of forest canopies using UAV photogrammetry[J].Remote Sensing of Environment,2018.
Jingjing Cao,Wanchun Leng,Kai Liu,Lin Liu,Zhi He,Yuanhui Zhu.Object-Based Mangrove Species Classification Using Unmanned Aerial Vehicle Hyperspectral Images and Digital Surface Models[J].Remote Sensing,2018.
Paavo Nevalainen,Aura Salmivaara,Jari Ala-Ilomäki,Samuli Launiainen,Juuso Hiedanpää,Leena Finér,Tapio Pahikkala,Jukka Heikkonen.Estimating the Rut Depth by UAV Photogrammetry[J].Remote Sensing,2017.
Telmo Adão,Jonáš Hruška,Luís Pádua,José Bessa,Emanuel Peres,Raul Morais,Joaquim João Sousa.Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry[J].Remote Sensing,2017.
Riccardo Ludovisi,Flavia Tauro,Riccardo Salvati,Sacha Khoury,Giuseppe Mugnozza Scarascia,Antoine Harfouche.UAV-Based Thermal Imaging for High-Throughput Field Phenotyping of Black Poplar Response to Drought[J].Frontiers in Plant Science,2017.
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