Application Of Machine Learning In Slope Stability Assessment

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Application Of Machine Learning In Slope Stability Assessment
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Author : Zhang Wengang
language : en
Publisher: Springer Nature
Release Date : 2023-07-08
Application Of Machine Learning In Slope Stability Assessment written by Zhang Wengang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-08 with Technology & Engineering categories.
This book focuses on the application of machine learning in slope stability assessment. The contents include: overview of machine learning approaches, the mainstream smart in-situ monitoring techniques, the applications of the main machine learning algorithms, including the supervised learning, unsupervised learning, semi- supervised learning, reinforcement learning, deep learning, ensemble learning, etc., in slope engineering and landslide prevention, introduction of the smart in-situ monitoring and slope stability assessment based on two well-documented case histories, the prediction of slope stability using ensemble learning techniques, the application of Long Short-Term Memory Neural Network and Prophet Algorithm in Slope Displacement Prediction, displacement prediction of Jiuxianping landslide using gated recurrent unit (GRU) networks, seismic stability analysis of slopes subjected to water level changes using gradient boosting algorithms, efficient reliability analysis of slopes in spatially variable soils using XGBoost, efficient time-variant reliability analysis of Bazimen landslide in the Three Gorges Reservoir Area using XGBoost and LightGBM algorithms, as well as the future work recommendation.The authors also provided their own thoughts learnt from these applications as well as work ongoing and future recommendations.
Application Of Machine Learning In Slope Stability Assessment
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Author : Wengang Zhang (Civil Engineer)
language : en
Publisher:
Release Date : 2023
Application Of Machine Learning In Slope Stability Assessment written by Wengang Zhang (Civil Engineer) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with Artificial intelligence categories.
"This book focuses on the application of machine learning in slope stability assessment. The contents include: overview of machine learning approaches, the mainstream smart in-situ monitoring techniques, the applications of the main machine learning algorithms, including the supervised learning, unsupervised learning, semi-supervised learning, reinforcement learning, deep learning, ensemble learning, etc., in slope engineering and landslide prevention, introduction of the smart in-situ monitoring and slope stability assessment based on two well-documented case histories, the prediction of slope stability using ensemble learning techniques, the application of Long Short-Term Memory Neural Network and Prophet Algorithm in Slope Displacement Prediction, displacement prediction of Jiuxianping landslide using gated recurrent unit (GRU) networks, seismic stability analysis of slopes subjected toj water level changes using gradient boosting algorithms, efficient reliability analysis of slopes in spatially variable soils using XGBoost, efficient time-variant reliability analysis of Bazimen landslide in the Tree Gorges Reservoir Area using XGBoost and LightGBM algorithms, as well as the future work recommendation. The authors also provided their own thoughts learnt from these applications as well as work ongoing and future recommendations"--Page 4 of cover.
Neutrosophic Sets And Systems Vol 75 2025
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Author : Florentin Smarandache
language : en
Publisher: Infinite Study
Release Date : 2025-01-06
Neutrosophic Sets And Systems Vol 75 2025 written by Florentin Smarandache and has been published by Infinite Study this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-06 with Mathematics categories.
“Neutrosophic Sets and Systems” has been created for publications on advanced studies in neutrosophy, neutrosophic set, neutrosophic logic, neutrosophic probability, neutrosophic statistics that started in 1995 and their applications in any field, such as the neutrosophic structures developed in algebra, geometry, topology, etc. Neutrosophy is a new branch of philosophy that studies the origin, nature, and scope of neutralities, as well as their interactions with different ideational spectra. This theory considers every notion or idea together with its opposite or negation
Landslide Susceptibility Risk Assessment And Sustainability
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Author : Gopal Krishna Panda
language : en
Publisher: Springer Nature
Release Date : 2024-05-14
Landslide Susceptibility Risk Assessment And Sustainability written by Gopal Krishna Panda and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-14 with Nature categories.
The book illustrates a geospatial and geostatistical approach to data analysis, modeling, risk assessment, and visualization, as well as landslide hazard management in the hilly region. This book investigates cutting-edge methodologies based on open source software and R statistical programming and modeling in current decision-making procedures, with a particular emphasis on recent advances in data mining techniques and robust modeling in torrential rainfall and earthquake induced landslide hazard.
Landslides Analysis Modeling And Mitigation
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Author : Kripamoy Sarkar
language : en
Publisher: Springer Nature
Release Date : 2025-03-18
Landslides Analysis Modeling And Mitigation written by Kripamoy Sarkar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-18 with Science categories.
The book aims to enhance understanding of landslides by focusing on detection, prediction, and monitoring. Recently, the number of significant landslides and the damage they cause has increased globally. Landslides are among the most devastating natural hazards, resulting in widespread damage to habitats on local, regional, and global scales. Experts from around the world have shared their experiences in landslide research and practice, which may help stakeholders mitigate and predict these events. The book comprises chapters on ✔ Dynamics, mechanisms, and processes of landslides. ✔ Mapping and assessment of hazard, vulnerability, and risk associated with landslides. ✔ Geological, geotechnical, hydrological, and geophysical modelling for landslides. ✔ Numerical simulation of slope to analyse their stability. ✔ Monitoring and early warning of landslides. ✔ Application of remote sensing and GIS techniques in monitoring and assessment of landslides. The book is very much helpful for researchers, practitioners, and decision-makers to adapt suitable modern techniques for landslide study.
Real World Applications Of Ai Innovation
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Author : Mallik, Saurav
language : en
Publisher: IGI Global
Release Date : 2024-12-02
Real World Applications Of Ai Innovation written by Mallik, Saurav and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-02 with Computers categories.
Artificial intelligence (AI) innovation works to transform various sectors, driving efficiency, enhancing decision-making, and creating new opportunities for growth. From healthcare and finance to agriculture and entertainment, real-world applications of AI are demonstrating its potential to solve complex problems and improve everyday life. As these technologies continue to evolve, further exploration into the integration of AI into different fields may allow for a more efficient, sustainable, and innovative future. Real-World Applications of AI Innovation explores the latest advancements and practical applications of artificial intelligence across various domains. It delves into cutting-edge AI methodologies, algorithms, and technologies, providing readers with a deep understanding of the current landscape and future trends in AI research and development. This book covers topics such as smart farming, machine learning, and deep neural networks, and is a useful resource for computer engineers, scientists, medical professionals, agriculturalists, educators, researchers, academicians, and business owners.
Machine Learning In Geohazard Risk Prediction And Assessment
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Author : Biswajeet Pradhan
language : en
Publisher: Elsevier
Release Date : 2025-07-01
Machine Learning In Geohazard Risk Prediction And Assessment written by Biswajeet Pradhan and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-01 with Science categories.
Machine Learning in Geohazard Risk Prediction and Assessment: From Microscale Analysis to Regional Mapping presents an overview of the most recent developments in machine learning techniques that have reshaped our understanding of geo-materials and management protocols of geo-risk. The book covers a broad category of research on machine-learning techniques that can be applied, from microscopic modeling to constitutive modeling, to physics-based numerical modeling, to regional susceptibility mapping. This is a good reference for researchers, academicians, graduate and undergraduate students, professionals, and practitioners in the field of geotechnical engineering and applied geology. - Introduces machine-learning techniques in the risk management of geo-hazards, particularly recent developments - Covers a broader category of research and machine-learning techniques that can be applied, from microscopic modeling to constitutive modeling, to physics-based numerical modeling, to regional susceptibility mapping - Contains contributions from top researchers around the world, including authors from the UK, USA, Australia, Austria, China, and India
Monitoring Early Warning And Mitigation Of Natural And Engineered Slopes Volume Iv
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Author : Wen Nie
language : en
Publisher: Frontiers Media SA
Release Date : 2025-05-27
Monitoring Early Warning And Mitigation Of Natural And Engineered Slopes Volume Iv written by Wen Nie and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-27 with Science categories.
Natural and engineered slopes are widely distributed worldwide, including mountain slopes, highway slopes, mine slopes, reservoir dams, etc. These slopes could become unstable due to natural factors or human activities, causing catastrophic loss of life and infrastructure destruction. Therefore, these slopes require constant monitoring to provide early warning and enable mitigation. Advanced monitoring equipment, information technology, and multidisciplinary interaction theories have created new opportunities and challenges in this discipline. Recently, advanced monitoring devices, information technologies, and multidisciplinary intersection theories have contributed to the monitoring, early warning and mitigation of natural and engineered slopes. However, effective and efficient monitoring, precise early warning, low-cost and low-timeconsuming remediation, and reliable risk assessment remain obstacles. This Research Topic aims to present the most recent innovative advancements and state-of-the-art natural and engineered slope monitoring, early warning, mitigation, and risk assessment.
Proceedings Of The 10th Asian Mining Congress 2023
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Author : Amalendu Sinha
language : en
Publisher: Springer Nature
Release Date : 2023-10-25
Proceedings Of The 10th Asian Mining Congress 2023 written by Amalendu Sinha and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-25 with Science categories.
Rising concern about climate change and strong societal expectations with increasing complexities of mineral deposits being mined, call for more innovative exploration and exploitation technologies with higher productivity and recovery including eco-friendly strategies and policies in place for long term sustainability of the mineral Industry. It is now ardently necessary to identify and define the best mining practices addressing societal needs. In view of these, The Mining, Geological and Metallurgical Institute of India (MGMI), established way back on 16th January 1906, and one of the oldest institutions of this kind in the world, is organizing the 10th Asian Mining Congress (AMC) during November 06-09, 2023 in Kolkata, India with the Theme, “Roadmap for Best Mining Practices vis-à-vis Global Transformation”. The AMC and International Mining Exhibition (IME), held concurrently, are flagship international events organized by MGMI biennially since its centenary year. This series have provided ample opportunities to all stakeholders including practicing engineers, machinery manufacturers, planners, regulators, academicians, scientists and policy makers, for sharing their knowledge, experience and expertise and exhibit their products that can benefit the mining and mineral industries not only in the Asian region but also globally. This proceeding of 10th AMC contains the articles written by eminent persons and stalwarts in their respective domains. It is a collection of contemporary articles narrating recent advancements in mining sector.
Proceedings Of The International Conference On Innovations For Sustainable And Responsible Mining
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Author : Xuan-Nam Bui
language : en
Publisher: Springer Nature
Release Date : 2020-10-25
Proceedings Of The International Conference On Innovations For Sustainable And Responsible Mining written by Xuan-Nam Bui and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-25 with Science categories.
This volume gathers the latest advances, innovations, and applications in the field of mining, geology and geo-spatial technologies, as presented by leading researchers and engineers at the International Conference on Innovations for Sustainable and Responsible Mining (ISRM), held in Hanoi, Vietnam on October 15-17 2020. The contributions cover a diverse range of topics, including mining technology, drilling and blasting engineering, tunneling and geotechnical applications, mineral processing, mine management and economy, environmental risk assessment and management, mining and local development, mined land rehabilitation, water management and hydrogeology, regional Geology and tectonics, spatial engineering for monitoring natural resources and environment change, GIS and remote sensing for natural disaster monitoring, risk mapping and revisualization, natural resources monitoring and management, mine occupational safety and health. Selected by means of a rigorous peer-review process, they will spur novel research directions and foster future multidisciplinary collaborations.