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Geocarto International Volume 37, 2022 - Issue 3
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Original Articles

Synergistic use of particle swarm optimization, artificial neural network, and extreme gradient boosting algorithms for urban LULC mapping from WorldView-3 images

Alireza Hamedianfara Department of Geosciences and Geography, University of Helsinki, Helsinki, FinlandCorrespondence[email protected] [email protected]
ORCID Iconhttps://orcid.org/0000-0003-0377-6405
ORCID Icon,
Mohamed Barakat A. Gibrilb GIS and Remote Sensing Center, Research Institute of Sciences and Engineering, University of Sharjah, Sharjah, UAEORCID Iconhttps://orcid.org/0000-0002-6465-6231
ORCID Icon,
Mohammadjavad Hosseinpoorc Department of Computer Engineering, Estahban Branch, Islamic Azad University, Estahban, Iran
&
Petri K. E. Pellikkaa Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland;d Institute for Atmospheric and Earth System Research, Faculty of Science, University of Helsinki, Finland
Pages 773-791 | Received 25 Nov 2019, Accepted 22 Feb 2020, Published online: 12 Mar 2020

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Suchen Xu, Wu Xiao, Linlin Ruan, Wenqi Chen & Jingnan Du. (2023) Assessment of ensemble learning for object-based land cover mapping using multi-temporal Sentinel-1/2 images. Geocarto International 38:1.
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Saeid Janizadeh, Mehdi Vafakhah, Zoran Kapelan & Naghmeh Mobarghaee Dinan. (2022) Hybrid XGboost model with various Bayesian hyperparameter optimization algorithms for flood hazard susceptibility modeling. Geocarto International 37:25, pages 8273-8292.
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Articles from other publishers (13)

Atul Srivastava, Samiksha Shukla, Prafull Singh & Pawan Kumar Jha. (2023) Spatio-temporal dynamics of land use/cover and land surface temperature in Prayagraj city, India. Indoor and Built Environment 32:6, pages 1250-1268.
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Ismail Colkesen, Taskin Kavzoglu, Ayhan Atesoglu, Hasan Tonbul & Muhammed Yusuf Ozturk. (2023) Multi-seasonal evaluation of hybrid poplar (P. Deltoides) plantations using Worldview-3 imagery and State-Of-The-Art ensemble learning algorithms. Advances in Space Research 71:7, pages 3022-3044.
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S. Rohini & S. Narayana Reddy. (2023) Land use and land cover detection system using an intelligent framework. International Journal of Information Technology 15:3, pages 1661-1677.
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Reena Thakur & Prashant Panse. 2023. Mobile Radio Communications and 5G Networks. Mobile Radio Communications and 5G Networks 281 296 .
Muhammad Nasar Ahmad, Zhenfeng Shao & Akib Javed. (2022) Modelling land use/land cover (LULC) change dynamics, future prospects, and its environmental impacts based on geospatial data models and remote sensing data. Environmental Science and Pollution Research 30:12, pages 32985-33001.
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Shawky Mansour, Mohammed Alahmadi, Peter M. Atkinson & Ashraf Dewan. (2022) Forecasting of Built-Up Land Expansion in a Desert Urban Environment. Remote Sensing 14:9, pages 2037.
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Rami Al-Ruzouq, Abdallah Shanableh, Mohamad Ali Khalil, Waleed Zeiada, Khaled Hamad, Saleh Abu Dabous, Mohamed Barakat A. Gibril, Ghadeer Al-Khayyat, Kamil E. Kaloush, Saeed Al-Mansoori & Ratiranjan Jena. (2022) Spatial and Temporal Inversion of Land Surface Temperature along Coastal Cities in Arid Regions. Remote Sensing 14:8, pages 1893.
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Wei Cui, Xin He, Meng Yao, Ziwei Wang, Yuanjie Hao, Jie Li, Weijie Wu, Huilin Zhao, Cong Xia, Jin Li & Wenqi Cui. (2021) Knowledge and Spatial Pyramid Distance-Based Gated Graph Attention Network for Remote Sensing Semantic Segmentation. Remote Sensing 13:7, pages 1312.
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Soyoung Park & Jinsoo Kim. (2021) The Predictive Capability of a Novel Ensemble Tree-Based Algorithm for Assessing Groundwater Potential. Sustainability 13:5, pages 2459.
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Ganesh B. Rajendran, Uma M. Kumarasamy, Chiara Zarro, Parameshachari B. Divakarachari & Silvia L. Ullo. (2020) Land-Use and Land-Cover Classification Using a Human Group-Based Particle Swarm Optimization Algorithm with an LSTM Classifier on Hybrid Pre-Processing Remote-Sensing Images. Remote Sensing 12:24, pages 4135.
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Rami Al-Ruzouq, Mohamed Barakat A. Gibril, Abdallah Shanableh, Abubakir Kais, Osman Hamed, Saeed Al-Mansoori & Mohamad Ali Khalil. (2020) Sensors, Features, and Machine Learning for Oil Spill Detection and Monitoring: A Review. Remote Sensing 12:20, pages 3338.
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Sanjiwana Arjasakusuma, Sandiaga Swahyu Kusuma & Stuart Phinn. (2020) Evaluating Variable Selection and Machine Learning Algorithms for Estimating Forest Heights by Combining Lidar and Hyperspectral Data. ISPRS International Journal of Geo-Information 9:9, pages 507.
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Mohamed Barakat A. Gibril, Bahareh Kalantar, Rami Al-Ruzouq, Naonori Ueda, Vahideh Saeidi, Abdallah Shanableh, Shattri Mansor & Helmi Z. M. Shafri. (2020) Mapping Heterogeneous Urban Landscapes from the Fusion of Digital Surface Model and Unmanned Aerial Vehicle-Based Images Using Adaptive Multiscale Image Segmentation and Classification. Remote Sensing 12:7, pages 1081.
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