Machine learning in modelling land-use and land cover-change (LULCC): Current status, challenges and prospects
出版年份 2022 全文链接
标题
Machine learning in modelling land-use and land cover-change (LULCC): Current status, challenges and prospects
作者
关键词
LULC, Deep learning, Machine learning, Artificial neural network, Remote sensing, Cellular automata, Self-organizing map
出版物
SCIENCE OF THE TOTAL ENVIRONMENT
Volume 822, Issue -, Pages 153559
出版商
Elsevier BV
发表日期
2022-02-01
DOI
10.1016/j.scitotenv.2022.153559
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- Semantic segmentation of PolSAR image data using advanced deep learning model
- (2021) Rajat Garg et al. Scientific Reports
- Satellite Image Time Series Analysis for Big Earth Observation Data
- (2021) Rolf Simoes et al. Remote Sensing
- Monitoring Land Use Changes and Their Future Prospects Using GIS and ANN-CA for Perak River Basin, Malaysia
- (2021) Muhammad Talha Zeshan et al. Water
- Cropping Pattern Mapping in an Agro-Natural Heterogeneous Landscape Using Sentinel-2 and Sentinel-1 Satellite Datasets
- (2021) Grace Rebecca Aduvukha et al. Agriculture-Basel
- CBERS data cubes for land use and land cover mapping in the Brazilian Cerrado agricultural belt
- (2021) Michel E. D. Chaves et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Modeling flood plain wetland transformation in consequences of flow alteration in Punarbhaba river in India and Bangladesh
- (2020) Swapan Talukdar et al. JOURNAL OF CLEANER PRODUCTION
- Mapping smallholder and large-scale cropland dynamics with a flexible classification system and pixel-based composites in an emerging frontier of Mozambique
- (2020) Adia Bey et al. REMOTE SENSING OF ENVIRONMENT
- Identification of successional trajectory over 30 Years and evaluation of reclamation effect in coal waste dumps of surface coal mine
- (2020) Jing Li et al. JOURNAL OF CLEANER PRODUCTION
- Modelling spatio-temporal patterns of soil carbon and greenhouse gas emissions in grazing lands: Current status and future prospects
- (2020) Junye Wang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Land Cover Mapping in Cloud-Prone Tropical Areas Using Sentinel-2 Data: Integrating Spectral Features with Ndvi Temporal Dynamics
- (2020) Chong Huang et al. Remote Sensing
- Land-Use Land-Cover Classification by Machine Learning Classifiers for Satellite Observations—A Review
- (2020) Swapan Talukdar et al. Remote Sensing
- Coupling cellular automata with area partitioning and spatiotemporal convolution for dynamic land use change simulation
- (2020) Yuehui Qian et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Deep Learning for Land Use and Land Cover Classification Based on Hyperspectral and Multispectral Earth Observation Data: A Review
- (2020) Ava Vali et al. Remote Sensing
- Modeling Combined Effects of Temperature and Structure on Competition and Growth of Multispecies Biofilms in Microbioreactors
- (2020) Mojtaba Aghajani Delavar et al. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH
- Do anthropogenic factors affect the improvement of vegetation cover in resource-based region?
- (2020) Dingrao Feng et al. JOURNAL OF CLEANER PRODUCTION
- Applications of Remote Sensing in Precision Agriculture: A Review
- (2020) Rajendra P. Sishodia et al. Remote Sensing
- Recent Applications of Landsat 8/OLI and Sentinel-2/MSI for Land Use and Land Cover Mapping: A Systematic Review
- (2020) Michel E. D. Chaves et al. Remote Sensing
- Reconstructing the historical patterns of forest stand based on CA-AdaBoost-ANN model
- (2020) Xin Zhan et al. FOREST ECOLOGY AND MANAGEMENT
- Wetland conversion risk assessment of East Kolkata Wetland: A Ramsar site using random forest and support vector machine model
- (2020) Sasanka Ghosh et al. JOURNAL OF CLEANER PRODUCTION
- A new framework to map fine resolution cropping intensity across the globe: Algorithm, validation, and implication
- (2020) Chong Liu et al. REMOTE SENSING OF ENVIRONMENT
- Remote Sensing in Agriculture—Accomplishments, Limitations, and Opportunities
- (2020) Sami Khanal et al. Remote Sensing
- Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products
- (2020) Karine R. Ferreira et al. Remote Sensing
- Effects of grazing management on spatio-temporal heterogeneity of soil carbon and greenhouse gas emissions of grasslands and rangelands: Monitoring, assessment and scaling-up
- (2020) Junye Wang et al. JOURNAL OF CLEANER PRODUCTION
- Prediction of Land Use and Land Cover Changes for North Sumatra, Indonesia, Using an Artificial-Neural-Network-Based Cellular Automaton
- (2019) Saputra et al. Sustainability
- Meta-analysis of deep neural networks in remote sensing: A comparative study of mono-temporal classification to support vector machines
- (2019) Shahriar S. Heydari et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Deep learning in remote sensing applications: A meta-analysis and review
- (2019) Lei Ma et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- A deep learning framework for land-use/land-cover mapping and analysis using multispectral satellite imagery
- (2019) Victor Alhassan et al. NEURAL COMPUTING & APPLICATIONS
- Beyond land cover change: towards a new generation of land use models
- (2019) Peter H Verburg et al. Current Opinion in Environmental Sustainability
- Effect of land‐use and land‐cover change on mangrove blue carbon: A systematic review
- (2019) Sigit D. Sasmito et al. GLOBAL CHANGE BIOLOGY
- Deep Learning for Hyperspectral Image Classification: An Overview
- (2019) Shutao Li et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Tempo-spatial changes and main anthropogenic influence factors of vegetation fractional coverage in a large-scale opencast coal mine area from 1992 to 2015
- (2019) Min Zhang et al. JOURNAL OF CLEANER PRODUCTION
- Bioenergy and ecosystem services trade-offs and synergies in marginal agricultural lands: A remote-sensing-based assessment method
- (2019) Davide Longato et al. JOURNAL OF CLEANER PRODUCTION
- A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level
- (2019) Hao Jiang et al. GLOBAL CHANGE BIOLOGY
- Urban Land Use and Land Cover Change Prediction via Self-Adaptive Cellular Based Deep Learning With Multisourced Data
- (2019) Lin Mu et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Superpixel-enhanced deep neural forest for remote sensing image semantic segmentation
- (2019) Li Mi et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Deep learning classifiers for hyperspectral imaging: A review
- (2019) M.E. Paoletti et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Soybean yield prediction from UAV using multimodal data fusion and deep learning
- (2019) Maitiniyazi Maimaitijiang et al. REMOTE SENSING OF ENVIRONMENT
- Remote sensing for agricultural applications: A meta-review
- (2019) M. Weiss et al. REMOTE SENSING OF ENVIRONMENT
- Supervised and Semi-Supervised Self-Organizing Maps for Regression and Classification Focusing on Hyperspectral Data
- (2019) Felix M. Riese et al. Remote Sensing
- Multiscale Dynamic Graph Convolutional Network for Hyperspectral Image Classification
- (2019) Sheng Wan et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Change Detection in Multisource VHR Images via Deep Siamese Convolutional Multiple-Layers Recurrent Neural Network
- (2019) Hongruixuan Chen et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- VPRS-Based Regional Decision Fusion of CNN and MRF Classifications for Very Fine Resolution Remotely Sensed Images
- (2018) Ce Zhang et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Recent Advances on Spectral–Spatial Hyperspectral Image Classification: An Overview and New Guidelines
- (2018) Lin He et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Mining transition rules of cellular automata for simulating urban expansion by using the deep learning techniques
- (2018) Jialv He et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Implementation of machine-learning classification in remote sensing: an applied review
- (2018) Aaron E. Maxwell et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Algorithms for semantic segmentation of multispectral remote sensing imagery using deep learning
- (2018) Ronald Kemker et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Spectral-spatial classification of hyperspectral imagery with cooperative game
- (2018) Ji Zhao et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Detecting the dynamics of vegetation disturbance and recovery in surface mining area via Landsat imagery and LandTrendr algorithm
- (2018) Yongjun Yang et al. JOURNAL OF CLEANER PRODUCTION
- A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach
- (2018) Yaping Cai et al. REMOTE SENSING OF ENVIRONMENT
- Response of net primary production to land use and land cover change in mainland China since the late 1980s
- (2018) Jun Li et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Modeling the hydrological impacts of land use/land cover changes in the Andassa watershed, Blue Nile Basin, Ethiopia
- (2018) Temesgen Gashaw et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Identification of the disturbance and trajectory types in mining areas using multitemporal remote sensing images
- (2018) Zhen Yang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Spatio-temporal urban growth dynamics of Lagos Metropolitan Region of Nigeria based on Hybrid methods for LULC modeling and prediction
- (2018) Jianzhu Wang et al. European Journal of Remote Sensing
- Noise Reduction in Hyperspectral Imagery: Overview and Application
- (2018) Behnood Rasti et al. Remote Sensing
- Understanding Forest Health with Remote Sensing, Part III: Requirements for a Scalable Multi-Source Forest Health Monitoring Network Based on Data Science Approaches
- (2018) Angela Lausch et al. Remote Sensing
- Mapping Spatiotemporal Patterns and Multi-Perspective Analysis of the Surface Urban Heat Islands across 32 Major Cities in China
- (2018) Juan Wang et al. ISPRS International Journal of Geo-Information
- Land use change modeling through an integrated Multi-Layer Perceptron Neural Network and Markov Chain analysis (case study: Arasbaran region, Iran)
- (2018) Vahid Nasiri et al. JOURNAL OF FORESTRY RESEARCH
- Global land change from 1982 to 2016
- (2018) Xiao-Peng Song et al. NATURE
- Understanding the Mississippi River Delta as a Coupled Natural-Human System: Research Methods, Challenges, and Prospects
- (2018) Nina Lam et al. Water
- A Random Forest-Cellular Automata modelling approach to explore future land use/cover change in Attica (Greece), under different socio-economic realities and scales
- (2018) Dimitrios Gounaridis et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Joint Deep Learning for land cover and land use classification
- (2018) Ce Zhang et al. REMOTE SENSING OF ENVIRONMENT
- Semantic Classification of Urban Trees Using Very High Resolution Satellite Imagery
- (2017) Dawei Wen et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network
- (2017) Guangliang Cheng et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Fully Convolutional Networks for Semantic Segmentation
- (2017) Evan Shelhamer et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- A comparative approach to modelling multiple urban land use changes using tree-based methods and cellular automata: the case of Greater Tokyo Area
- (2017) Guodong Du et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Sugarcane yield prediction in Brazil using NDVI time series and neural networks ensemble
- (2017) Jeferson Lobato Fernandes et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Semantic labeling in very high resolution images via a self-cascaded convolutional neural network
- (2017) Yongcheng Liu et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Integrative analysis of the Lake Simcoe watershed (Ontario, Canada) as a socio-ecological system
- (2017) Alex Neumann et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Advances in Hyperspectral Image and Signal Processing: A Comprehensive Overview of the State of the Art
- (2017) Pedram Ghamisi et al. IEEE Geoscience and Remote Sensing Magazine
- Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources
- (2017) Xiao Xiang Zhu et al. IEEE Geoscience and Remote Sensing Magazine
- Advanced Spectral Classifiers for Hyperspectral Images: A review
- (2017) Pedram Ghamisi et al. IEEE Geoscience and Remote Sensing Magazine
- Scenario prediction of emerging coastal city using CA modeling under different environmental conditions: a case study of Lingang New City, China
- (2016) Yongjiu Feng et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- An Active Learning Framework for Hyperspectral Image Classification Using Hierarchical Segmentation
- (2016) Zhou Zhang et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- A Time-Weighted Dynamic Time Warping Method for Land-Use and Land-Cover Mapping
- (2016) Victor Maus et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Multiscale and Multifeature Normalized Cut Segmentation for High Spatial Resolution Remote Sensing Imagery
- (2016) Yanfei Zhong et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Blind spectral unmixing based on sparse component analysis for hyperspectral remote sensing imagery
- (2016) Yanfei Zhong et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Optical remotely sensed time series data for land cover classification: A review
- (2016) Cristina Gómez et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Geospatial big data handling theory and methods: A review and research challenges
- (2016) Songnian Li et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Big Data for Remote Sensing: Challenges and Opportunities
- (2016) Mingmin Chi et al. PROCEEDINGS OF THE IEEE
- The vegetation greenness trend in Canada and US Alaska from 1984–2012 Landsat data
- (2016) Junchang Ju et al. REMOTE SENSING OF ENVIRONMENT
- Learning a Transferable Change Rule from a Recurrent Neural Network for Land Cover Change Detection
- (2016) Haobo Lyu et al. Remote Sensing
- Deep Learning for Remote Sensing Data: A Technical Tutorial on the State of the Art
- (2016) Liangpei Zhang et al. IEEE Geoscience and Remote Sensing Magazine
- Modeling land use and land cover changes in a vulnerable coastal region using artificial neural networks and cellular automata
- (2015) Yi Qiang et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- A comparison of plot-based satellite and Earth system model estimates of tropical forest net primary production
- (2015) Cory C. Cleveland et al. GLOBAL BIOGEOCHEMICAL CYCLES
- Collaborative Active and Semisupervised Learning for Hyperspectral Remote Sensing Image Classification
- (2015) Lunjun Wan et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Hierarchical Unsupervised Change Detection in Multitemporal Hyperspectral Images
- (2015) Sicong Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Sequential Spectral Change Vector Analysis for Iteratively Discovering and Detecting Multiple Changes in Hyperspectral Images
- (2015) Sicong Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Dimension Reduction Using Spatial and Spectral Regularized Local Discriminant Embedding for Hyperspectral Image Classification
- (2015) Yicong Zhou et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Robust Rooftop Extraction From Visible Band Images Using Higher Order CRF
- (2015) Er Li et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Towards building a data-intensive index for big data computing – A case study of Remote Sensing data processing
- (2015) Yan Ma et al. INFORMATION SCIENCES
- Drivers of land cover and land use changes in St. Louis metropolitan area over the past 40 years characterized by remote sensing and census population data
- (2015) Maitiniyazi Maimaitijiang et al. International Journal of Applied Earth Observation and Geoinformation
- Unmanned aerial platform-based multi-spectral imaging for field phenotyping of maize
- (2015) M Zaman-Allah et al. Plant Methods
- Urban land cover classification using airborne LiDAR data: A review
- (2015) Wai Yeung Yan et al. REMOTE SENSING OF ENVIRONMENT
- Simulation of land use/land cover change and its effects on the hydrological characteristics of the upper reaches of the Hanjiang Basin
- (2014) Zhimin Deng et al. Environmental Earth Sciences
- Terrestrial gross primary production inferred from satellite fluorescence and vegetation models
- (2014) Nicholas C. Parazoo et al. GLOBAL CHANGE BIOLOGY
- Comparative Assessment of Supervised Classifiers for Land Use–Land Cover Classification in a Tropical Region Using Time-Series PALSAR Mosaic Data
- (2014) Tomohiro Shiraishi et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Meta-discoveries from a synthesis of satellite-based land-cover mapping research
- (2014) Le Yu et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Land-use/cover classification in a heterogeneous coastal landscape using RapidEye imagery: evaluating the performance of random forest and support vector machines classifiers
- (2014) Elhadi Adam et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Forecasting crop yield using remotely sensed vegetation indices and crop phenology metrics
- (2013) Douglas K. Bolton et al. AGRICULTURAL AND FOREST METEOROLOGY
- Clarity versus complexity: Land-use modeling as a practical tool for decision-makers
- (2013) Terry L. Sohl et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Acquisition, Orthorectification, and Object-based Classification of Unmanned Aerial Vehicle (UAV) Imagery for Rangeland Monitoring
- (2013) Andrea S. Laliberte et al. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- Predictive Modelling of Contagious Deforestation in the Brazilian Amazon
- (2013) Isabel M. D. Rosa et al. PLoS One
- Land Use/Land Cover Change Analysis Using Object-Based Classification Approach in Munessa-Shashemene Landscape of the Ethiopian Highlands
- (2013) Mengistie Kindu et al. Remote Sensing
- Alternatively Constrained Dictionary Learning For Image Superresolution
- (2013) Xiaoqiang Lu et al. IEEE Transactions on Cybernetics
- Advances in Spectral-Spatial Classification of Hyperspectral Images
- (2012) M. Fauvel et al. PROCEEDINGS OF THE IEEE
- Heathland conservation status mapping through integration of hyperspectral mixture analysis and decision tree classifiers
- (2012) S. Delalieux et al. REMOTE SENSING OF ENVIRONMENT
- Supervised and unsupervised landuse map generation from remotely sensed images using ant based systems
- (2011) Anindya Halder et al. APPLIED SOFT COMPUTING
- Modeling urban land use change by the integration of cellular automaton and Markov model
- (2011) DongJie Guan et al. ECOLOGICAL MODELLING
- A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery
- (2011) Dennis C. Duro et al. REMOTE SENSING OF ENVIRONMENT
- Accessing free Landsat data via the Internet: Africa's challenge
- (2011) David P. Roy et al. Remote Sensing Letters
- Continuous fields of land cover for the conterminous United States using Landsat data: first results from the Web-Enabled Landsat Data (WELD) project
- (2011) Matthew C. Hansen et al. Remote Sensing Letters
- Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions
- (2010) Holger R. Maier et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Cellular automata models for the simulation of real-world urban processes: A review and analysis
- (2010) Inés Santé et al. LANDSCAPE AND URBAN PLANNING
- Drought-Induced Reduction in Global Terrestrial Net Primary Production from 2000 Through 2009
- (2010) M. Zhao et al. SCIENCE
- Precision Agriculture and Food Security
- (2010) R. Gebbers et al. SCIENCE
- Addressing foundational elements of regional land-use change forecasting
- (2009) Terry L. Sohl et al. LANDSCAPE ECOLOGY
- Trajectories of land use change in Europe: a model-based exploration of rural futures
- (2009) Peter H. Verburg et al. LANDSCAPE ECOLOGY
- Estimating impervious surfaces from medium spatial resolution imagery using the self-organizing map and multi-layer perceptron neural networks
- (2009) Xuefei Hu et al. REMOTE SENSING OF ENVIRONMENT
- An Automated Artificial Neural Network System for Land Use/Land Cover Classification from Landsat TM Imagery
- (2009) Hui Yuan et al. Remote Sensing
- Using neural networks and cellular automata for modelling intra‐urban land‐use dynamics
- (2008) C. M. Almeida et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Crop area estimation using high and medium resolution satellite imagery in areas with complex topography
- (2008) G. J. Husak et al. JOURNAL OF GEOPHYSICAL RESEARCH
- Review of the self-organizing map (SOM) approach in water resources: Analysis, modelling and application
- (2007) A.M. Kalteh et al. ENVIRONMENTAL MODELLING & SOFTWARE
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now