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Canadian Journal of Remote Sensing
Journal canadien de télédétection
Volume 46, 2020 - Issue 3
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Research Article

The Second Generation Canadian Wetland Inventory Map at 10 Meters Resolution Using Google Earth Engine

La deuxième génération de la carte de l'inventaire canadien des milieux humides à une résolution de 10 mètres en utilisant Google Earth Engine

Masoud Mahdianparia C-CORE, 1 Morrissey Rd., St. John’s, NL, A1B 3X5, Canada;b Department of Electrical and Computer Engineering, Memorial University of Newfoundland, St. John’s, NL, A1B 3X5, CanadaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-7234-959X
ORCID Icon,
Brian Briscoc The Canada Centre for Mapping and Earth Observation, Ottawa, ON, K1S 5K2, Canada
,
Jean Elizabeth Grangera C-CORE, 1 Morrissey Rd., St. John’s, NL, A1B 3X5, Canada
,
Fariba Mohammadimanesha C-CORE, 1 Morrissey Rd., St. John’s, NL, A1B 3X5, CanadaORCID Iconhttps://orcid.org/0000-0002-9472-2324
ORCID Icon,
Bahram Salehid Department of Environmental Resources Engineering, State University of New York College of Environmental Science and Forestry (SUNY ESF), Syracuse, NY, 13210, USAORCID Iconhttps://orcid.org/0000-0002-7742-5475
ORCID Icon,
Sarah Bankse Environment and Climate Change Canada, National Wildlife Research Centre, Ottawa, ON, L7S 1A1, Canada
,
Saeid Homayounif Centre Eau Terre Environnement, Institut National de la Recherche Scientifique (INRS), Québec, CanadaORCID Iconhttps://orcid.org/0000-0002-0214-5356
ORCID Icon,
Laura Bourgeau-Chavezg Michigan Tech Research Institute, Michigan Technological University, Ann Arbor, MI, USA
&
Qihao Wengh Department of Earth and Environmental Systems, Center for Urban and Environmental Change, Indiana State University, Terre Haute, IN, 47809, USAORCID Iconhttps://orcid.org/0000-0002-2498-0934
ORCID Icon show all
Pages 360-375 | Received 05 May 2020, Accepted 25 Jul 2020, Published online: 08 Aug 2020

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Alex Okiemute Onojeghuo, Ajoke Ruth Onojeghuo, Michelle Cotton, Johnathan Potter & Brennan Jones. (2021) Wetland mapping with multi-temporal sentinel-1 & -2 imagery (2017 – 2020) and LiDAR data in the grassland natural region of alberta. GIScience & Remote Sensing 58:7, pages 999-1021.
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Hossein Shafizadeh-Moghadam, Morteza Khazaei, Seyed Kazem Alavipanah & Qihao Weng. (2021) Google Earth Engine for large-scale land use and land cover mapping: an object-based classification approach using spectral, textural and topographical factors. GIScience & Remote Sensing 58:6, pages 914-928.
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Ali Jamali, Masoud Mahdianpari, Brian Brisco, Jean Granger, Fariba Mohammadimanesh & Bahram Salehi. (2021) Wetland Mapping Using Multi-Spectral Satellite Imagery and Deep Convolutional Neural Networks: A Case Study in Newfoundland and Labrador, Canada. Canadian Journal of Remote Sensing 47:2, pages 243-260.
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M. Mahdianpari, H. Jafarzadeh, J. E. Granger, F. Mohammadimanesh, B. Brisco, B. Salehi, S. Homayouni & Q. Weng. (2020) A large-scale change monitoring of wetlands using time series Landsat imagery on Google Earth Engine: a case study in Newfoundland. GIScience & Remote Sensing 57:8, pages 1102-1124.
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Articles from other publishers (37)

Michael Merchant, Brian Brisco, Masoud Mahdianpari, Laura Bourgeau-Chavez, Kevin Murnaghan, Ben DeVries & Aaron Berg. (2023) Leveraging google earth engine cloud computing for large-scale arctic wetland mapping. International Journal of Applied Earth Observation and Geoinformation 125, pages 103589.
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Jahangeer Jahangeer, Ligang Zhang & Zhenghong Tang. (2023) Evaluating wetland hydrological performance under three different conservation programs in Nebraska, United States, during 2018–2021. JAWRA Journal of the American Water Resources Association.
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Néstor Veas-Ayala, Marcela Alfaro-Córdoba & Adolfo Quesada-Román. (2022) Costa Rican wetlands vulnerability index. Progress in Physical Geography: Earth and Environment 47:4, pages 521-540.
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Alex Okiemute Onojeghuo & Ajoke Ruth Onojeghuo. (2023) Wetlands Mapping with Deep ResU-Net CNN and Open-Access Multisensor and Multitemporal Satellite Data in Alberta’s Parkland and Grassland Region. Remote Sensing in Earth Systems Sciences 6:1-2, pages 22-37.
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MohammadAli Hemati, Mahdi Hasanlou, Masoud Mahdianpari & Fariba Mohammadimanesh. (2023) Iranian wetland inventory map at a spatial resolution of 10 m using Sentinel-1 and Sentinel-2 data on the Google Earth Engine cloud computing platform. Environmental Monitoring and Assessment 195:5.
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Martin Karlson & David Bastviken. (2023) Multi‐Source Mapping of Peatland Types Using Sentinel‐1, Sentinel‐2, and Terrain Derivatives—A Comparison Between Five High‐Latitude Landscapes. Journal of Geophysical Research: Biogeosciences 128:4.
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Ansa Shafi, Shengbo Chen, Mirza Waleed & Muhammad Sajjad. (2023) Leveraging machine learning and remote sensing to monitor long-term spatial-temporal wetland changes: Towards a national RAMSAR inventory in Pakistan. Applied Geography 151, pages 102868.
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Pedro Pérez-Cutillas, Alberto Pérez-Navarro, Carmelo Conesa-García, Demetrio Antonio Zema & Jesús Pilar Amado-Álvarez. (2023) What is going on within google earth engine? A systematic review and meta-analysis. Remote Sensing Applications: Society and Environment 29, pages 100907.
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John M. Melack & Laura L. Hess. (2023) Areal extent of vegetative cover: A challenge to regional upscaling of methane emissions. Aquatic Botany 184, pages 103592.
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Reena Thakur & Prashant Panse. 2023. Mobile Radio Communications and 5G Networks. Mobile Radio Communications and 5G Networks 281 296 .
Hamid Jafarzadeh, Masoud Mahdianpari, Eric W. Gill, Brian Brisco & Fariba Mohammadimanesh. (2022) Remote Sensing and Machine Learning Tools to Support Wetland Monitoring: A Meta-Analysis of Three Decades of Research. Remote Sensing 14:23, pages 6104.
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Natsuki Sasaki & Toshihiko Sugai. (2022) Mountain Wetland Distributions Controlled by Landforms and Snow Depth at Quaternary Volcanoes in Northeastern Japan: Assessing the Vulnerability of Wetlands to Reduced Snowfall. Wetlands 42:8.
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Thuy Thi Phuong Vu, Tien Dat Pham, Neil Saintilan, Andrew Skidmore, Hung Viet Luu, Quang Hien Vu, Nga Nhu Le, Huu Quang Nguyen & Bunkei Matsushita. (2022) Mapping Multi-Decadal Mangrove Extent in the Northern Coast of Vietnam Using Landsat Time-Series Data on Google Earth Engine Platform. Remote Sensing 14:18, pages 4664.
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Ligang Zhang, Qiao Hu & Zhenghong Tang. (2022) Using Sentinel-2 Imagery and Machine Learning Algorithms to Assess the Inundation Status of Nebraska Conservation Easements during 2018–2021. Remote Sensing 14:17, pages 4382.
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Michael Merchant, Brian Brisco, Masoud Mahdianpari, Jean Granger, Fariba Mohammadimanesh, Ben DeVries & Aaron Berg. (2022) A Desktop-Based Methodology for Collecting Wetland Reference data over Inaccessible Arctic Landscapes. A Desktop-Based Methodology for Collecting Wetland Reference data over Inaccessible Arctic Landscapes.
Hamid Jafarzadeh, Masoud Mahdianpari & Eric Gill. (2022) Wetland Mapping by Jointly Use of Convolutional Neural Network and Graph Convolutional Network. Wetland Mapping by Jointly Use of Convolutional Neural Network and Graph Convolutional Network.
Ajay Kaul & Sneha Raina. (2022) Support vector machine versus convolutional neural network for hyperspectral image classification: A systematic review. Concurrency and Computation: Practice and Experience 34:15.
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Liping Yang, Joshua Driscol, Sarigai Sarigai, Qiusheng Wu, Haifei Chen & Christopher D. Lippitt. (2022) Google Earth Engine and Artificial Intelligence (AI): A Comprehensive Review. Remote Sensing 14:14, pages 3253.
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Nalina NarasimhaswamyNalina DasappaK.C. Rohit, B.E. RangaswamyDivakara SG, Sumathra ManokaranA.H. Manjunatha Reddy. (2022) WETLAND INVENTORY, ASSESSMENT AND MONITORING. PARIPEX INDIAN JOURNAL OF RESEARCH, pages 28-32.
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Ankit Modi, Vishal Kapoor & Vinod Tare. (2022) River space: A hydro-bio-geomorphic framework for sustainable river-floodplain management. Science of The Total Environment 812, pages 151470.
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Laurence Hubert‐Moy, Clémence Rozo, Gwenhael Perrin, Frédéric Bioret & Sébastien Rapinel. (2022) Large‐scale and fine‐grained mapping of heathland habitats using open‐source remote sensing data. Remote Sensing in Ecology and Conservation.
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Camile Sothe, Alemu Gonsamo, Joyce Arabian, Werner A. Kurz, Sarah A. Finkelstein & James Snider. (2022) Large Soil Carbon Storage in Terrestrial Ecosystems of Canada. Global Biogeochemical Cycles 36:2.
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Hui Yang, Xiuguo Liu, Qihao Chen & Yuanye Cao. (2022) Mapping Dongting Lake Wetland Utilizing Time Series Similarity, Statistical Texture, and Superpixels With Sentinel-1 SAR Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 8235-8244.
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Hamid Jafarzadeh, Masoud Mahdianpari & Eric W. Gill. (2022) Wet-GC: A Novel Multimodel Graph Convolutional Approach for Wetland Classification Using Sentinel-1 and 2 Imagery With Limited Training Samples. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 5303-5316.
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Sen Zhang, Hebing Zhang, Xiaohe Gu, Jinbao Liu, Ziyan Yin, Qian Sun, Zhonghui Wei & Yuchun Pan. (2022) Monitoring the Spatio-Temporal Changes of Non-Cultivated Land via Long-Time Series Remote Sensing Images in Xinghua. IEEE Access 10, pages 84518-84534.
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Masoud Mahdianpari, Brian Brisco, Bahram Salehi, Jean Granger, Fariba Mohammadimanesh, Megan Lang & Souleymane Toure. 2022. Radar Remote Sensing. Radar Remote Sensing 357 373 .
Christopher NdehedeheChristopher Ndehedehe. 2022. Satellite Remote Sensing of Terrestrial Hydrology. Satellite Remote Sensing of Terrestrial Hydrology 527 576 .
Rabia Munsaf Khan, Bahram Salehi, Masoud Mahdianpari, Fariba Mohammadimanesh, Giorgos Mountrakis & Lindi J. Quackenbush. (2021) A Meta-Analysis on Harmful Algal Bloom (HAB) Detection and Monitoring: A Remote Sensing Perspective. Remote Sensing 13:21, pages 4347.
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S. Mohammad Mirmazloumi, Armin Moghimi, Babak Ranjgar, Farzane Mohseni, Arsalan Ghorbanian, Seyed Ali Ahmadi, Meisam Amani & Brian Brisco. (2021) Status and Trends of Wetland Studies in Canada Using Remote Sensing Technology with a Focus on Wetland Classification: A Bibliographic Analysis. Remote Sensing 13:20, pages 4025.
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Qiang Chen, Cuiping Zhong, Changfeng Jing, Yuanyuan Li, Beilei Cao & Qianhao Cheng. (2021) Rapid Mapping and Annual Dynamic Evaluation of Quality of Urban Green Spaces on Google Earth Engine. ISPRS International Journal of Geo-Information 10:10, pages 670.
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Ying Lu & Le Wang. (2021) How to automate timely large-scale mangrove mapping with remote sensing. Remote Sensing of Environment 264, pages 112584.
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Mohammad Ali Hemati, Mahdi Hasanlau, Masaud Mahdianpari & Fariba Mohammadimanesh. (2021) Wetland Mapping of Northern Provinces of Iran Using Sentinel-1 and Sentinel-2 in Google Earth Engine. Wetland Mapping of Northern Provinces of Iran Using Sentinel-1 and Sentinel-2 in Google Earth Engine.
Saheba Bhatnagar, Laurence Gill, Shane Regan, Stephen Waldren & Bidisha Ghosh. (2021) A nested drone-satellite approach to monitoring the ecological conditions of wetlands. ISPRS Journal of Photogrammetry and Remote Sensing 174, pages 151-165.
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Yuan Qi, Shiwei Li, Youhua Ran, Hongwei Wang, Jichun Wu, Xihong Lian & Dongliang Luo. (2021) Mapping Frozen Ground in the Qilian Mountains in 2004–2019 Using Google Earth Engine Cloud Computing. Remote Sensing 13:1, pages 149.
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Masoud Mahdianpari, Brian Brisco, Jean Granger, Fariba Mohammadimanesh, Bahram Salehi, Saeid Homayouni & Laura Bourgeau-Chavez. (2021) The Third Generation of Pan-Canadian Wetland Map at 10 m Resolution Using Multisource Earth Observation Data on Cloud Computing Platform. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 8789-8803.
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Meisam Amani, Brian Brisco, Sahel Mahdavi, Arsalan Ghorbanian, Armin Moghimi, Evan R. DeLancey, Michael Merchant, Raymond Jahncke, Lee Fedorchuk, Amy Mui, Thierry Fisette, Mohammad Kakooei, Seyed Ali Ahmadi, Brigitte Leblon & Armand LaRocque. (2021) Evaluation of the Landsat-Based Canadian Wetland Inventory Map Using Multiple Sources: Challenges of Large-Scale Wetland Classification Using Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 32-52.
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Brian Brisco, Masoud Mahdianpari & Fariba Mohammadimanesh. (2020) Hybrid Compact Polarimetric SAR for Environmental Monitoring with the RADARSAT Constellation Mission. Remote Sensing 12:20, pages 3283.
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