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Earth Science Informatics

Ausgabe 3/2025

Inhalt (139 Artikel)

Multi-scale detail enhancement network for remote sensing road extraction

  • Research

Tingting Geng, Yuan Cao, Changqing Wang

Designing a deep learning-based framework for the prediction of lake surface closed curves

  • Research

Celso Augusto Guimarães Santos, Debasmita Misra, Sophia Ghanimeh, Adeyemi Olusola, Utkarsh Patel, Golmar Golmohammadi, Erfan Abdi, Vahid Karimi, Mohammad Ali Ghorbani

Geostatistical and multivariate analysis of phosphate evolution and its relationship with heavy metals in shallow groundwater in a Semi-Arid Basin

  • RESEARCH

Saadu Umar Wali, Noraliani Binti Alias, Abdulqadir Abubakar Usman, Abdullahi Umar, Nasiru Muhammad, Ismail Usman Kaoje, Buhari Samaila, Basiru Aliyu, Habiba Muhammad Ladan, Mudassiru Atiku, Sa’ad Ibrahim

Enhancing solar radiation forecasting accuracy with a hybrid SA-Bi-LSTM-Bi-GRU model

  • RESEARCH

Girijapati Sharma, Subhash Chandra, Arvind Kumar Yadav, Rahul Gupta

Advancing forest fire prediction: A multi-layer stacking ensemble model approach

  • Research

Fahad Shahzad, Kaleem Mehmood, Shoaib Ahmad Anees, Muhammad Adnan, Sultan Muhammad, Ijlal Haidar, Jamshid Ali, Khadim Hussain, Zhongke Feng, Waseem Razzaq Khan

Spatial and temporal evolution characteristics of land subsidence in Fuyang: time series InSAR monitoring and analysis of impacting factors

  • Research

Huaming Xie, Zixian Chen, Ting Zhang, Qianjiao Wu, Chukun Zhou, Ying Shu, Jiadong Wu, Liangjun Chen

A novel deep learning approach based on automatic weighted average ensemble for accurate forest burn scar extraction in Indian tropical deciduous forest

  • Research

Amrita Singh, A. O. Varghese, Jugal Kishore Mani, Ashish Kumar Sharma, G. Sreenivasan, Ashish Shrivastava

Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis

  • Open Access
  • RESEARCH

Emre Topçu, Fatih Karaçor, Burak Çırağ, İlteriş Taşkolu, Reşat Acar

Comparative evaluation of machine learning models for UAV-derived biomass estimation in Miombo Woodlands

  • RESEARCH

Goodluck S. Melitha, Japhet J. Kashaigili, Wilson A. Mugasha

Enhancing clustering of trajectories through optimization of geometric features

  • Research

Pooya Shivanasab, Rahim Ali Abbaspour, Alireza Chehreghan

Feasibility of a hybrid AHA-GPR model for predicting blasting fragmention in surface mines

  • Research

Zhi Yu, Lin-Feng Du, Jian-Xing Liu, Jian Zhou, Chuan-Qi Li

Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data

  • RESEARCH

Nihar Ranjan, Mubin Tamboli, Jayashree R. Prasad, Rajesh S. Prasad, Amol V. Dhumane

Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City

  • Research

Vitor Yuichi Hossaki, Rogério Galante Negri, Leonardo Bacelar Lima Santos, Tatiana Sussel Gonçalves Mendes, Adriano Bressane

EBC-YOLO: a remote sensing target recognition model adapted for complex environments

  • Research

Huakun Luo, Yuqi Wang, Youlin Chen, Xi Li, Jianhui Zhan, Deng Zuo

Mapping structures obscured by sediments of the southern Hanoi basin using gravity data

  • Research

Luan Thanh Pham, Korimilli Naga Durga Prasad, Franck Eitel Kemgang Ghomsi, Minh Le-Huy, Saulo P. Oliveira, Dat Viet Nguyen, Kha Van Tran, Thanh Duc Do

Enhanced identification of hydrologically sensitive areas via digital soil mapping and hydrological modeling in semi-arid regions

  • Research

Mahin Khosravi, Ali Asghar Zolfaghari, Seyed Hasan Kaboli, Maryam Raeesi, Karim Abbaspour, Heidar Ghafari

Estimation of suspended sediment load utilizing a super-optimized deep learning approach informed by the red fox optimization algorithm

  • RESEARCH

Mohammad Mahdi Malekpour, Mohammad Mehdi Ahmadi, Marcello Gugliotta, Mahmoud Mohammad Rezapour Tabari, Kourosh Qaderi

AI-driven plant health monitoring: evaluating the WRLSB-HPS algorithm for leaf disease classification

  • RESEARCH

Kumar P, Hannah Lalitha, D. Jeya Priya, Bala Subramanian C

STAT-LSTM: A multivariate spatiotemporal feature aggregation model for SPEI-based drought prediction

  • Open Access
  • Research

Ying Chen, Huanping Wu, Nengfu Xie, Xiaohe Liang, Lihua Jiang, Minghui Qiu, Yonglei Li

Bivariate probabilistic slope stability analysis using copulas and back analysis by Markov chain Monte Carlo

  • RESEARCH

Reyhaneh Yousefnezhad Choubari, Amir Malekpour Estalaki, Mehdi Esmaeili Varaki

Developments in deep learning algorithms for coastline extraction from remote sensing imagery: a systematic review

  • REVIEW

Saima Khurram, Amin Beiranvand Pour, Milad Bagheri, Effi Helmy Ariffin, Mohd Fadzil Akhir, Saiful Bahri Hamzah

Rotation-based outlier detection for geochemical anomaly identification in stream sediment multivariate data

  • Open Access
  • RESEARCH

Shahed Shahrestani, Ioan Sanislav, Hosein Fereydooni

Predicting water quality variables using gradient boosting machine: global versus local explainability using SHapley Additive Explanations (SHAP)

  • RESEARCH

Khaled Merabet, Fabio Di Nunno, Francesco Granata, Sungwon Kim, Rana Muhammad Adnan, Salim Heddam, Ozgur Kisi, Mohammad Zounemat-Kermani

Predicting flood risks using advanced machine learning algorithms with a focus on Bangladesh: influencing factors, gaps and future challenges

  • REVIEW

Abu Reza Md Towfiqul Islam, Md. Jannatul Naeem Jibon, Md Abubakkor Siddik, Javed Mallick, Saeed Alqadhi, Subodh Chandra Pal, Sanju Purohit, Venkatramanan Senapathi

Multi-scale feature pyramid-based crater detection on lunar surface

  • Research

Chinmayee Chaini, Vijay Kumar Jha, Kumar Rajnish

A comparison of LSTM-based Ensemble models for wind speed prediction in the Atlantic Ocean using optimised parameters

  • Methodology

Nadia Cardenas-Escobar, German Granados, Sandra García-Bustos, María Nela Pastuizaca Fernandez

Characterizing acid mine drainage in coal mine sumps using reflectance spectroscopy and PlanetScope SuperDove imagery

  • Research

Arie Naftali Hawu Hede, Ginting Jalu Kusuma, Syiaudi Maghfira, Abie Badhuraman, Anjar Dimara Sakti

Classification of design precipitation intensities for different return periods in Iran

  • RESEARCH

Alireza Abdolmanafi, Bahram Saghafian, Saleh Aminyavari

Review of machine learning and WEAP models for water allocation under climate change

  • Open Access
  • REVIEW

Deme Betele Hirko, Jakobus Andries Du Plessis, Adele Bosman

Global landslide mapping using tibetan plateau landslide dataset and improved YOLOX

  • RESEARCH

Defang Liu, Mingjie He, Ben Huang, Qi Dong, Shiqi Liu

Prediction and mapping of soil organic carbon stock via large datasets coupled with pedotransfer functions

  • RESEARCH

Subramanian Dharumarajan, Kabindra Adhikari, Ranabir Chakraborty, Beeman Kalaiselvi, Ramakrishnappa Vasundhara, Manickam Lalitha, Rajendra Hegde, Hittangi Prakash, Sreekumar Parvathy, C. G. Kusuma, Ayyappa Sathish, N. L. Rajesh, Praveenkumar Naikodi, K. T. Gurumurthy, P. L. Patil, Venkataramanappa Ramamurthy

Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency

  • Research

Jiehang Deng, Bin Hong, Weiming Wang, Guosheng Gu

Robust watermarking algorithm for oblique photography 3D models based on multi-level curvature and weighted distance

  • RESEARCH

Ruigang Nan, Liming Zhang, Yan Jin, Jianing Xie, Shuaikang Liu, Haoran Wang

Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas

  • Open Access
  • Software

Cristina Vittucci, Flavio Cordari, Leila Guerriero, Pierangelo Di Sanzo

Estimation of soil properties using machine learning techniques to improve hydrological modeling in a semiarid environment: Campo de Cartagena (Spain)

  • Open Access
  • Research

Francisco Alonso-Sarria, Arantzazu Blanco-Bernardeau, Francisco Gomariz-Castillo, Helena Jiménez-Bastida, Asunción Romero-Diaz

Predicting rock mass strength from drilling data using synergistic unsupervised and supervised machine learning approaches

  • Open Access
  • RESEARCH

Gbétoglo Charles Komadja, Erik Westman, Aditya Rana, Anye Vitalis

Mapping trends and analyzing key themes in low-cost sensors for air quality monitoring

  • Review

Kemal Maulana Alhasa, Hernani Yulinawati, Deni Kurnia, Heru Dwi Wahyono, Satmoko Yudo, Irwan Kustianto, Dodi Rusjadi Tatang Endi

Machine learning based mapping of physicochemical attributes in the Colombian Pacific seafloor

  • Open Access
  • Research

Dayanna Lucero Rosales-Estrella, Cristiam Victoriano Portilla-Cabrera, Ángela Inés Guzmán-Alvis, Claire Enterline, Alexandra Díaz Gil, Mario Rueda, Iván Felipe Benavides-Martínez

An automatic Lithofacies sample labeling method by integrating deep learning and Gaussian mixture model

  • Research

Zihao Mu, Chunsheng Li, Zongbao Liu, Tao Liu, Kejia Zhang, Haoran Wang, Haiwei Mu, Yuchen Yang

Accuracy enhancement in land subsidence prediction using lightgbm and metaheuristic optimization

  • RESEARCH

Masoud Shirali, Javad Hatamiafkoueieh, Yury Razoumny, Dryga Danila Olegovich

MSTC: a unified encoding method for geophysical big data retrieval

  • METHODOLOGY

Henggao Geng, Suping Peng, Tao He, Na Xu, Zhangang Wang, Xianlei Xu, Xiaoqin Cui, Wenfeng Du, Yang Li, Kunheng Li

Artificial neural network modeling for predicting PM10, PM2.5, NOX, and SO2 in coal mining areas

  • REVIEW

Akash Mishra, Navin Prasad, Tanushree Bhattacharya, Bindhu Lal

Generating microscopic images of rocks using generative artificial intelligence (GenAI)

  • Open Access
  • RESEARCH

Mariusz Młynarczuk, Magdalena Habrat

Seismic-induced landslides susceptibility mapping of the NEOM area, northwestern Saudi Arabia using machine learning models

  • RESEARCH

Bosy A. El-Haddad, Ahmed M. Youssef, Ali M. Mahdi, Zeinab Karimi, Hamid Reza Pourghasemi

The relation between vertical crustal deformation and hydrological changes in the São Francisco River basin from 2014 to 2024

  • Research

Henry D. Montecino, Júlia I. Pontes, Rodrigo M. Gonçalves, Aharon Cuevas

Kolmogorov-Arnold networks: a new approach for runoff forecasting

  • RESEARCH

Yuan Yao, Xiaopeng Wang, Fanwei Meng, Biqiong Wu, Hui Cao, Haoqiang Zhang, Jie Zhao

Iterative geostatistical seismic inversion with adaptive local variogram models

  • Research

Shaghayegh Esmaeilzadeh, Ali Moradzadeh, Omid Asghari, Reza Mohebian

CMUNet neural network-based water body survey management upstream of hydropower station

  • RESEARCH

Yipeng Qiu, Haicheng Tian, A. P. Xuliang Duan, Ao Feng, Antong Deng

Enhanced generalized normal distribution optimization for interpreting magnetic data caused by subsurface mineral deposits

  • Research

S. Sungkono, Juan P. G. N. Rochman, Saifuddin, Hendra Grandis, Dheo Callisto Furi, Khalid S. Essa, Arkoprovo Biswas

CNN-based transfer learning for self-potential inversion

  • METHODOLOGY

Yian Cui, Xiangbo Yang, Hao Li, Pu Wang, Jing Xie, Jianxin Liu

Correction: Implementing a new Research Data Alliance recommendation, the I-ADOPT framework, for the naming of environmental variables of continental surfaces

  • Open Access
  • Correction

Charly Coussot, Isabelle Braud, Véronique Chaffard, Brice Boudevillain, Sylvie Galle

The tectonic basement in the inflection area between the Tucano Norte Sub-basin and Jatobá Basin (Northeastern Brazil) using aeromagnetic and gravimetric data

  • RESEARCH

Nicolas Rodrigues Hispagnol, Juarez Lourenço, Andrés Reinaldo Rodriguez Papa, Tiago Rafael Gregory, Byanca Cristiane Cristo Junior Cardoso

Transforming petrophysical well-logs to images: leveraging deep learning for lithology recognition

  • Research

Kamyar Mohammadi, Seyed Hamid Reza Mousavi, Seyed Mojtaba Hosseini-Nasab, Mohammad Shahbazi

R3DFEM: an R package for running the 3D-CMCC-FEM model

  • SOFTWARE

Elia Vangi, Daniela Dalmonech, Alessio Collalti

Martian Swiss Cheese detection and volume estimation using shape from shading in very high-resolution imagery

  • METHODOLOGY

Eduardo Soares Nascimento, Renato César dos Santos, Guilherme Henrique Barros de Souza, Guilherme Pina Cardim, Samara Calçado de Azevedo, Pedro Pina, Erivaldo Antonio da Silva

A hybrid deep learning model in predicting weather temperature

  • Research

Behshid Yasavoli, Arezou Habibirad, Zohreh Javanshiri

New approach to reduce the uncertainty level of the shear wave velocity prediction by utilizing ensemble model: A case study from Sirt Basin, Libya

  • Research

Mohammed A. Amir, Hamzah S. Amir, Mohamed I. Abdel-Fattah, Mohamed O. Elsteil, Saad Mogren, Elkhedr Ibrahim, Bassem S. Nabawy, Mohamed Ramah, Mohamed Reda

Assessment of future groundwater level using modflow code under different managerial scenarios in the Serres river basin, Greece

  • Open Access
  • Research

Christos Mattas, Stylianos Voudouris, Sofia Foti, Konstantinos Voudouris

Impact of major tropical volcanic eruptions on air temperatures in the Middle East

  • Research

Gholamreza Roshan, Abdolazim Ghanghermeh, Stefan W. Grab, Ecmel Erlat, Murat Türkeş

A novel TCN-augmented CNN-LSTM architecture for accurate monthly runoff forecasting

  • RESEARCH

Dong-mei Xu, Qi-qi Zeng, Wen-chuan Wang, Miao Gu, Yi-yang Wang, Zong Li

Trend surface analysis for sub- and supra-ore geochemical anomaly discrimination

  • RESEARCH

Hamid Geranian, Mahyar Yousefi, Mobin Saremi

SCAFaultNet: application of a hybrid attention network based on multi-scale feature fusion in seismic fault identification

  • Research

Chengyang Xu, Kai Xu, Niannian Qu, Chunfang Kong, Guanglong Zhou, Weiyi Lv

Regularization of jagged polygon building outlines using improved RMBR algorithm

  • RESEARCH

Nam-Hyok Pak, Kum-Chol Om, Ryong-Chol Kang, Yong-Ho Kang, Tae-Song Chon

Seeing through the clouds: enhanced snow and cloud segmentation in sentinel-2 imagery with mDeepLabV3+

  • Open Access
  • Research

Getnet Demil, Ali Torabi Haghighi, Björn Klöve, Mourad Oussalah

Optimizing analysis and interpretation of portable XRF data: a case study in the pre-salt Santos Basin, Brazil

  • Research

Letícia Lopes dos Santos, Josiane Branco Plantz, Laís de Oliveira Ferreira, Jeferson Santos, Hélisson Nascimento dos Santos, Leonardo Borghi

Evaluation of decision tree on ASTER statistical data for segregating alteration zones in Darrehzar deposit, Iran

  • Research

Aliyeh Seifi, Saeed Yousefi, Ahmad Aryafar, Mahdieh Hosseinjanizadeh, Arash Salajegheh, Hadi Farhadian

Enhanced hyperspectral image classification with optimized band selection and Resnext maxout network

  • RESEARCH

Sheela Jayachandran, Aparna Shivampeta, Chaya Ravindra, Mohammed Abdulmajeed Moharram, Divya Meena Sundaram, Sachi Nandan Mohanty

Four decades of trends in invisible gold research: a web of science-based bibliometric analysis (1985–2024)

  • REVIEW

Medet Junussov, Maxat K. Kembayev, Gulnur Mekenbek, Nessipzhan Mukhamediyarova, Manshuk Kokkuzova, Aizada Assambayeva, Rustem Abirov

Hyperspectral image classification based on dual-feature transformation fusion transformer

  • Research

Meitong Liu, Fei Yu, Zhenya Diao, Zheming Huang, Hongrun Wu, Yingpin Chen

A visual balance calculation method for wemaps combining fuzzy clustering and multi-factor driving

  • RESEARCH

Rongjuan Ma, Haowen Yan, Xiaomin Lu, Zhaoyang Hou, Xiaolong Wang, Pengbo Li, Tianshu Chu, Fukang Mao

Structural architecture of al-madinah, saudi arabia: an integrated analysis using remote sensing and aeromagnetic data

  • Research

Eslam Elawadi, Sayed S. R. Moustafa, Mohamed Metwaly, Muhammad Waqar Azeem

Rock mass exposure fracture detection through 2D close-range images using image processing techniques: a review

  • Open Access
  • Review

Maryam Esmaeili, Tommaso Beni, Giovanni Gigli, Veronica Tofani

Recognition of rock formation while drilling based on optimized machine learning algorithms

  • Research

Cancan Liu, Xigui Zheng, Haifeng Wang, Niaz Muhammad Shahani, Yankun Ma, Zike Meng

Identifying suitable dam sites using geospatial data and machine learning: a case study of the katsina-ala river in Benue State, Nigeria

  • RESEARCH

Ugochukwu Charles Akajiaku, Elijah Ige Ohimain, Ebikombo-ere B. Olodiama, Desmond Rowland Eteh, Ayebawanaemi G. Winston, Prince Chukwuemeka, Anslem O. Otutu, Becky Peremoboere Bamiekumo, Okes Imoni

Advancing cryospheric studies: a historical perspective on radio-echo soundgram analysis techniques

  • Review

Adithya Awati, Ankush Sirvi, Charan Gowda BM, Meshank Bansal, Vindhya P Malagi, Deepshree Buchade

A convolutional neural network-based segmentation approach for oil spill detection in satellite imagery with explainable AI

  • Research

Arjun Kumar Bose Arnob, M. F. Mridha, Meshal Alfarhood, Dunren Che, Mejdl Safran

Application of the BNDVI index as proxy for burn severity assessment

  • Open Access
  • Research

Giuseppe Esposito, Daniela Famiani

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