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Random Forest and Multilayer Perceptron hybrid models integrated with the genetic algorithm for predicting pan evaporation of target site using a limited set of neighboring reference station data Earth Sci. Inform. (IF 2.8) Pub Date : 2024-04-01
Abstract This study explores the application of machine learning algorithms for the prediction of pan evaporation (Ep), which is a critical factor in water resource management for the assessment of water demand and usage. Specifically, this research evaluates the effectiveness of two base models: Random Forest (RF) and Multi-Layer Perceptron (MLP) and their optimized counterparts using a Genetic Algorithm
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Forecasting groundwater fluctuations caused by earthquakes using fuzzy logic and AHP Method: A case study from Iran Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-14 Hossein Rashidi Gooya, Homayoon Katibeh, Amjad Maleki
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Spatiotemporal analysis of land surface temperature trends in Nashik, India: A 30-year study from 1992 to 2022 Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-12 Kratika Sharma, Ritu Tiwari, Arun Kumar Wadhwani, Shobhit Chaturvedi
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MS-YOLO: integration-based multi-subnets neural network for object detection in aerial images Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-12 Xinyu Cao, Minglei Duan, Hongwei Ding, Zhijun Yang
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Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-12 Pranshu Pranjal, Dheeraj Kumar, Ashish Soni, R. S. Chatterjee
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A reliable and energy-aware end-to-end routing approach in sdn/fog-based iout Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-12 Reza Mohammadi
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Reliability of Monte Carlo simulation approach for estimating uniaxial compressive strength of intact rock Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-11 Adeyemi Emman Aladejare, Kayode Augustine Idowu, Toochukwu Ozoji
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Identifying pre-seismic ionospheric disturbances using space geodesy: A case study of the 2011 Lorca earthquake (Mw 5.1), Spain Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-11
Abstract This research work examines earthquake-induced ionospheric anomalies through an in-depth analysis of Total Electron Content (TEC) parameter. It involves modeling the ionospheric F2-layer by processing geodetic and geophysical data to generate regional TEC maps. Additionally, a geodetic approach is developed for short-term seismic hazard prediction, grounded in seismo-ionospheric interactions
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Design and implementation of an Automatic Deep Stacked Sparsely Connected Convolutional Autoencoder (ADSSCCA) neural network for remote sensing lithological mapping using calculated dropout Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-09 Charlie Gael Atangana Otele, Mathias Akong Onabid, Patrick Stephane Assembe
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An eXtreme Gradient Boosting prediction of uplift capacity factors for 3D rectangular anchors in natural clays Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-09 Duy Tan Tran, Tinnapat Onjaipurn, Divesh Ranjan Kumar, Weeraya Chim-Oye, Suraparb Keawsawasvong, Pitthaya Jamsawang
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Efficiency analysis of ITN loss function for deep semantic building segmentation Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-09 Mohammad Erfan Omati, Fatemeh Tabib Mahmoudi
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Post-stack seismic inversion through probabilistic neural networks and deep forward neural networks Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-08 Víctor Sotelo, Ovidio Almanza, Luis Montes
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How does extreme point sampling affect non-extreme simulation in geographical random forest? Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-08 Hui Wang, Meixu Chen, Zhe Wang, Li Huang, Christopher C. Caudill, Shijin Qu, Xiang Que
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KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-08 Xiang-Ye Zhang, Wan-Li Wang, Guang-Min Hu, Xing-Miao Yao
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Comparison of tree-based ensemble learning algorithms for landslide susceptibility mapping in Murgul (Artvin), Turkey Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-04
Abstract Turkey’s Artvin province is prone to landslides due to its geological structure, rugged topography, and climatic characteristics with intense rainfall. In this study, landslide susceptibility maps (LSMs) of Murgul district in Artvin province were produced. The study employed tree-based ensemble learning algorithms, namely Random Forest (RF), Light Gradient Boosting Machine (LightGBM), Categorical
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Clustering the temporal distribution pattern of sub-daily precipitations over Iran Earth Sci. Inform. (IF 2.8) Pub Date : 2024-03-04 Kousha Hoghoughinia, Bahram Saghafian, Saleh Aminyavari
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Correction to: Deep learning-based 1-D magnetotelluric inversion: performance comparison of architectures Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-24 Mehdi Rahmani Jevinani, Banafsheh Habibian Dehkordi, Ian J. Ferguson, Mohammad Hossein Rohban
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A systematic review of Earthquake Early Warning (EEW) systems based on Artificial Intelligence Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-24 Pirhossein Kolivand, Peyman Saberian, Mozhgan Tanhapour, Fereshteh Karimi, Sharareh Rostam Niakan Kalhori, Zohreh Javanmard, Soroush Heydari, Seyed Saeid Hoseini Talari, Seyed Mohsen Laal Mousavi, Maryam Alidadi, Mahnaz Ahmadi, Seyed Mohammad Ayyoubzadeh
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A multiscale road matching method based on hierarchical road meshes Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-22 Yuzhu Wang, Haowen Yan, Pengbo Li, Xiaomin Lu
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Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-21 Xu Wang, Wen Nie, Wei Xie, Yang Zhang
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Application of geophysical and multispectral imagery data for predictive mapping of a complex geo-tectonic unit: a case study of the East Vardar Ophiolite Zone, North-Macedonia Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-20 Filip Arnaut, Dragana Đurić, Uroš Đurić, Mileva Samardžić-Petrović, Igor Peshevski
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OpenEOcubes: an open-source and lightweight R-based RESTful web service for analyzing earth observation data cubes Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-19 Brian Pondi, Marius Appel, Edzer Pebesma
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Constraint information extraction for 3D geological modelling using a span-based joint entity and relation extraction model Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-16 Can Zhuang, Chunhua Liu, Henghua Zhu, Yuhong Ma, Guoping Shi, Zhizheng Liu, Bohan Liu
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AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-15 Uma Maheswara Rao Inkollu, J. K. R. Sastry
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K-Means Featurizer: A booster for intricate datasets Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-15 Kouao Laurent Kouadio, Jianxin Liu, Rong Liu, Yongfei Wang, Wenxiang Liu
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Exploring effect of scale dependency in LST downscaling – using convolution neural network-extreme learning machine (CNN-ELM) Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-14 Jidnyasa Patil, Sandeep Maithani, Surendra Kumar Sharma
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Multidimensional displacement analysis of Semeru Volcano, Indonesia following December 2021 eruption from multitrack InSAR observation Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-14 Argo Galih Suhadha, Harintaka Harintaka
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Deep learning-driven regional drought assessment: an optimized perspective Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-13 Chandrakant M. Kadam, Udhav V. Bhosle, Raghunath S. Holambe
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Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-13 Shouhang Du, Meiyun Zheng, Liyuan Guo, Yuhui Wu, Zijuan Li, Peiyi Liu
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Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-12 R Nagaraj, Lakshmi Sutha Kumar
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A SMOTified extreme learning machine for identifying mineralization anomalies from geochemical exploration data: a case study from the Yeniugou area, Xinjiang, China Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-12 Alina Shayilan, Yongliang Chen
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Reservoir porosity assessment and anomaly identification from seismic attributes using Gaussian process machine learning Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-08 Maulana Hutama Rahma Putra, Maman Hermana, Ida Bagus Suananda Yogi, Touhid Mohammad Hossain, Muhammad Faris Abdurrachman, Said Jadid A. Kadir
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Impacts of DEM type and resolution on deep learning-based flood inundation mapping Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-07
Abstract The increasing availability of hydrological and physiographic spatiotemporal data has boosted machine learning’s role in rapid flood mapping. Yet, data scarcity, especially high-resolution DEMs, challenges regions with limited access. This paper examines how DEM type and resolution affect flood prediction accuracy, utilizing a cutting-edge deep learning (DL) method called 1D convolutional
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Rainfall variability over multiple cities of India: analysis and forecasting using deep learning models Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-06 Jagabandhu Panda, Nistha Nagar, Asmita Mukherjee, Saugat Bhattacharyya, Sanjeev Singh
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Computing changes in regular square grids: towards integration of pixel and edge level analyses Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-05 Mihai-Sorin Stupariu
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Deep learning-based 1-D magnetotelluric inversion: performance comparison of architectures Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-03 Mehdi Rahmani Jevinani, Banafsheh Habibian Dehkordi, Ian J. Ferguson, Mohammad Hossein Rohban
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Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-03 Alireza Ghaemi, Seyed Arman Hashemi Monfared, Abdolhamid Bahrpeyma, Peyman Mahmoudi, Mohammad Zounemat-Kermani
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Positioning and detection of rigid pavement cracks using GNSS data and image processing Earth Sci. Inform. (IF 2.8) Pub Date : 2024-02-02 Ahmed A. Nasrallah, Mohamed A. Abdelfatah, Mohamed I. E. Attia, Gamal S. El-Fiky
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Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-31 Zhaocai Wang, Haifeng Zhao, Xiaoguang Bao, Tunhua Wu
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Quantitative study on color characteristics of urban park landscapes based on K-means clustering and SD. method Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-27 Jingyang Feng, Kai Zhang, Zhihong Xu, Chenfan Du, Xiaohong Tang, Lingqing Zhang
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Thermodynamic state shift observed prior to the 2011 Mw 9 East Japan earthquake through data mining using cellular automaton Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-26
Abstract In this study, we employed our previously developed data mining method to show that a thermodynamic state shift occurred preceding the 2011 Mw 9 East Japan Earthquake (GEJE), coinciding with the onset of crustal stress manifestations. Our discussion starts with the insights obtained from our prior research, which revealed that small ground vibration fluctuations (GVF) detected near the epicenter
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An effective underwater image enhancement based on the fusion of CLAHE and image constancy sharpening technique Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-26 Hena Prince, Binesh T
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Geological structure identification of coalbed methane reservoir based on trend surface and curvature analysis algorithms Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-25 Guoxu Chen, Ruirui Li, Li Cao, Fang Lv, Jing Yuan, Panpan Li, Shengdong Liu, Zhongcheng Li
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Manganese mineral prospectivity based on deep convolutional neural networks in Songtao of northeastern Guizhou Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-25 Kai Xu, Siyuan Zhao, Chonglong Wu, Sui Zhang, Liangjun Yuan, Changyu Yang, Yan Li, Yang Dong, Yongjin Wu, Shize Xiang, Chunfang Kong
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Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-25 Hussein Bizimana, Abdusselam Altunkaynak, Robert Kalin, Emmanuel Rukundo, Mathieu Mbati Mugunga, Osman Sönmez, Gamze Tuncer, Abdulkadir Baycan
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Prediction of reservoir evaporation considering water temperature and using ANFIS hybridized with metaheuristic algorithms Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-24 Boudjerda Marouane, Mohammed Abdullahi Mu’azu, Andrea Petroselli
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An ensemble deep learning approach for air quality estimation in Delhi, India Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-19 Anju S. Mohan, Lizy Abraham
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Wind farm site selection using GIS-based multicriteria analysis with Life cycle assessment integration Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-19 Abdullah Demir, Ali Ersin Dinçer, Cihan Çiftçi, Sedat Gülçimen, Nigmet Uzal, Kutay Yılmaz
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Assessment of 30 gridded precipitation datasets over different climates on a country scale Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-17 Alireza Araghi, Jan F. Adamowski
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Cross-sections compilation-adjustment method based on 2D-3D linkage in regional three dimensional geological modeling Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-16 Xuechao Wu, Gang Liu, Wenyao Fan, Shijie Peng, Genshen Chen, Junjie Cheng, Yongjin Wu
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Evaluation of total dissolved solids in rivers by improved neuro fuzzy approaches using metaheuristic algorithms Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-15 Mahdieh Jannatkhah, Rouhollah Davarpanah, Bahman Fakouri, Ozgur Kisi
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Flood susceptibility mapping through geoinformatics and ensemble learning methods, with an emphasis on the AdaBoost-Decision Tree algorithm, in Mazandaran, Iran Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-15 Maryam Jahanbani, Mohammad H. Vahidnia, Hossein Aghamohammadi, Zahra Azizi
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Multifractal Scaling characteristics of lineament networks of a fractured sandstone aquifer system Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-15 Safia Abdi, Mohamed Chettih
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Fuzzy Swin transformer for Land Use/ Land Cover change detection using LISS-III Satellite data Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-13 Sam Navin MohanRajan, Agilandeeswari Loganathan, Prabukumar Manoharan, Farhan A. Alenizi
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Suitability of the height above nearest drainage (HAND) model for flood inundation mapping in data-scarce regions: a comparative analysis with hydrodynamic models Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-13 Navin Tony Thalakkottukara, Jobin Thomas, Melanie K. Watkins, Benjamin C. Holland, Thomas Oommen, Himanshu Grover
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Application of hybrid model-based machine learning for groundwater potential prediction in the north central of Vietnam Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-12 Huu Duy Nguyen, Van Hong Nguyen, Quan Vu Viet Du, Cong Tuan Nguyen, Dinh Kha Dang, Quang Hai Truong, Ngo Bao Toan Dang, Quang Tuan Tran, Quoc-Huy Nguyen, Quang-Thanh Bui
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Deep neural network modeling of river discharge in a tropical humid watershed Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-12 Benjamin Nnamdi Ekwueme
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A compound approach for ten-day runoff prediction by coupling wavelet denoising, attention mechanism, and LSTM based on GPU parallel acceleration technology Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-10 Yi-yang Wang, Wen-chuan Wang, Dong-mei Xu, Yan-wei Zhao, Hong-fei Zang
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Study and application of deeply optimized neural network in roof stability evaluation Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-09 Huiyong Yin, Shuo Li, Guoliang Xu, Daolei Xie, Cheng Jiang, Fangying Dong, Houchen Wang, Bin Wu
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Research on satellite data-driven algorithm for ground-level ozone concentration inversion: case of Yunnan, China Earth Sci. Inform. (IF 2.8) Pub Date : 2024-01-08 Weiqiang Yu, Tao Feng, Xingwei Man, Huan Lin, Haonan Zhang, Rui Liu