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  1. No Access

    Article

    A new approach to dividing the tectonic setting of igneous rocks: machine learning and GeoTectAI software

    For a long time, elucidating the tectonic setting of unknown rock samples has been a focal point for geologists. Traditional methodologies for this purpose have been scrutinized increasingly due to their inher...

    Ming Lei, Wenyan Cai, **ao Liu, Chao Zhang, Qingyi Cui… in Earth Science Informatics (2024)

  2. No Access

    Article

    Evaluating parameter inversion efficiency in Heterogeneous Groundwater models using Karhunen-Loève expansion: a comparative study of genetic algorithm, ensemble smoother, and MCMC

    Groundwater modeling is essential for effective water resource management. However, the heterogeneous distribution of hydrogeological parameters, such as hydraulic conductivity (K), significantly impacts the a...

    Zitao Wang, Chao Yue, Jian** Wang in Earth Science Informatics (2024)

  3. No Access

    Article

    Ontology-driven relational data map** for constructing a knowledge graph of porphyry copper deposits

    Geoscience knowledge graph has become a popular topic in recent years. A series of studies have been reported to introduce the construction and application of geoscience knowledge graphs from different views. ...

    Chengbin Wang, Liangquan Tan, Yuanjun Li, Mingguo Wang… in Earth Science Informatics (2024)

  4. No Access

    Article

    Surface water extraction from high-resolution remote sensing images based on an improved U-net network model

    This paper proposes a surface water extraction method from high-resolution remote sensing images based on an improved U-Net network model. The GF-6 satellite is a significant achievement in optical remote sens...

    Guoqing Wang, Guoxu Chen, Bin Sui, Li’ao Quan, Er’rui Ni… in Earth Science Informatics (2024)

  5. No Access

    Article

    A deep learning-based method for deep information extraction from multimodal data for geological reports to support geological knowledge graph construction

    Earth science research has entered a period of major transition centered on building new knowledge systems and driven by the overwhelming availability of vast amounts of data. Obtaining a comprehensive underst...

    Yan Chen, Miao Tian, Qirui Wu, Liufeng Tao, Tingyao Jiang… in Earth Science Informatics (2024)

  6. No Access

    Article

    Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods

    Petroleum reservoirs are often influenced by various flow behaviours including the mixture of gas, water and oil. The gas relative permeability is used to estimate how much of the gas in the reservoir is produ...

    Enming Li, Ning Zhang, Bin **, Zhi Yu, Yewuhalashet Fissha… in Earth Science Informatics (2024)

  7. No Access

    Article

    K-Means Featurizer: A booster for intricate datasets

    Machine Learning (ML) has become pivotal across various fields, offering innovative solutions to complex data challenges. Professionals typically seek models that excel in both performance and reliability, aim...

    Kouao Laurent Kouadio, Jianxin Liu, Rong Liu, Yongfei Wang… in Earth Science Informatics (2024)

  8. No Access

    Article

    Study and application of deeply optimized neural network in roof stability evaluation

    Deep coal seam mining causes instability and collapse of coal seam roof frequently, which seriously affects the safety production and threatens the personal safety of underground personnel. In order to evaluat...

    Huiyong Yin, Shuo Li, Guoliang Xu, Daolei **e, Cheng Jiang… in Earth Science Informatics (2024)

  9. No Access

    Article

    Intelligent recognition of shale fracture network images based on transfer learning

    This study presents an intelligent identification method for shale crack networks based on transfer learning. Focuses on investigating the main physical parameters of shale similar materials based on the simil...

    Qin Wang, Jiangchun Hu, PengFei Liu, GuangLin Sun in Earth Science Informatics (2024)

  10. No Access

    Article

    Modeling the spatiotemporal heterogeneity and changes of slope stability in rainfall-induced landslide areas

    Rainfall-induced landslides are sudden, widespread, and prone to cause significant loss of life and property. To explore the heterogeneity and changes in slope stability under extreme rainfall conditions, we t...

    **ang Que, **nhan Zhuang, **aogang Ma, Yuting Lai… in Earth Science Informatics (2024)

  11. No Access

    Article

    A novel global average temperature prediction model——based on GM-ARIMA combination model

    In recent years, under the influence of changes in natural conditions and human social activities, the issue of global warming has become increasingly prominent. So it is crucial to effectively predict the fut...

    **aoxin Chen, Zhansi Jiang, Hao Cheng, Hongxin Zheng… in Earth Science Informatics (2024)

  12. No Access

    Article

    Research on time series change point detection and influencing factors under machine learning: based on PM2.5 concentration data in Hefei city

    To analyze the temporal variation characteristics of PM2.5 concentration and its influencing factors in Hefei, this paper utilizes mixed frequency data of air pollution and socio-economic development from 2013 to...

    Maosen **a, Linlin Dong, Lingling Jiang, Min Zeng in Earth Science Informatics (2024)

  13. No Access

    Article

    Arbitrary-oriented ship detection based on Kullback-Leibler divergence regression in remote sensing images

    Ship detection is a meaningful and challenging task in processing of remote sensing image data. Specifically, the main challenges faced by ship detection in remote sensing images (RSIs) include the variable di...

    Yantong Chen, Jialiang Wang, Yanyan Zhang, Yang Liu in Earth Science Informatics (2023)

  14. No Access

    Article

    Prediction of compressive strength of granite: use of machine learning techniques and intelligent system

    The accurate determination of uniaxial compressive strength (UCS) plays a vital role in the initial design phase of rock engineering and rock geotechnics. Traditionally, this assessment entails costly, time-in...

    Zhi Yu, Jian Zhou, Liuqing Hu in Earth Science Informatics (2023)

  15. No Access

    Article

    Enhancing the performance of tunnel water inflow prediction using Random Forest optimized by Grey Wolf Optimizer

    In this research, a groundbreaking intelligent model named the GWO-RF model is introduced for the prediction of water inflow (WI) during tunnel construction. WI is a prevalent and intricate occurrence that sig...

    Jian Zhou, Yulin Zhang, Chuanqi Li, Weixun Yong, Yingui Qiu… in Earth Science Informatics (2023)

  16. No Access

    Article

    Assessment of the performance of GPS-PWV and rainfall event prediction by using precise products from different analysis centers

    Precipitable water vapor (PWV) is a fundamental parameter in measuring atmospheric water vapor. By using the precise point positioning (PPP) technique, the PWV can be retrieved by Global Positioning System (GP...

    Juntao Wu, Mingkun Su, **aoLiang Shen, Lei Qiao… in Earth Science Informatics (2023)

  17. Article

    Open Access

    Implementation and verification of a real-time system for automatic aftershock forecasting in China

    In this paper, an automatic aftershock forecasting system for China is presented. Based on a parameter-free historical analogy method, this system can produce short-term aftershock forecast, including seismic ...

    Zhumei Liu, Haikun Jiang, Shengle Li, Mingxiao Li, Jian Liu… in Earth Science Informatics (2023)

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  18. No Access

    Article

    Impervious surface Map** and its spatial–temporal evolution analysis in the Yellow River Delta over the last three decades using Google Earth Engine

    The unique geographical location of the land-sea transition makes the ecological environment of the Yellow River Delta very fragile and vulnerable to human activities. As one of the characteristics of anthropo...

    Jiantao Liu, Yexiang Li, Yan Zhang, Quanlong Feng… in Earth Science Informatics (2023)

  19. No Access

    Article

    Spatial prediction using random forest spatial interpolation with sample augmentation: a case study for precipitation map**

    Spatial prediction(SP) based on machine learning(ML) has been applied to soil water quality, air quality, marine environment, etc. However, there are still deficiencies in dealing with the problem of small sam...

    Jiao Sijia, Wu Tianjun, Luo Jiancheng, Zhou Ya’nan, Dong Wen… in Earth Science Informatics (2023)

  20. No Access

    Article

    Forecasting system with sub-model selection strategy for photovoltaic power output forecasting

    Photovoltaic power output forecasting has been focused on worldwide due to its environmental benefits and soaring load demand of the electricity market. Many forecasting technologies have been developed to inc...

    Zhenkun Liu, ** Li, Danxiang Wei, Jianzhou Wang… in Earth Science Informatics (2023)

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