Explore a selection of works produced by faculty in the Department of Geological and Mining Engineering and Sciences at Michigan Technological University.

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Works from 2023

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Stochastic inversion combining seismic data, facies properties, and advanced multiple-point geostatistics, Mohammed Mohammed Abuzaied, Snehamoy Chatterjee, and Roohollah Askari

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Reply to the ‘Critical comment on Aneeshkumar, V. et al., 2022, Lithos 426–427, 106779, Meteorite impact at Ramgarh, India: Petrographic and geochemical evidence, and new geochronological insights’ by W.U. Reimold et al., 2022, Lithos, V. Aneeshkumar, Saranya R. Chandran, S. James, M. Santosh, Devika Padmakumar, J. Aswathi, S. Keerthy, Y. Anilkumar, M. N. Praveen, M. Satyanarayanan, and K. S. Sajinkumar

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Monitoring of Subsidence Over a Continuous Miner-Based Coal Mine Caving Panels Using PS-InSAR Technique, J. Anil, Kapil Kumar, Sahendra Ram, S. Chatterjee, and A. K. Gorai

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Semi-Supervised Learning Method for the Augmentation of an Incomplete Image-Based Inventory of Earthquake-Induced Soil Liquefaction Surface Effects, Adel Asadi, Laurie Gaskins Baise, Christina Sanon, Magaly Koch, Snehamoy Chatterjee, and Babak Moaveni

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Children first: women’s perspectives on evacuation at Fuego volcano and implications for disaster risk reduction, Beth A. Bartel and Ailsa K. Naismith

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Landslide Susceptibility Assessment of a Part of the Western Ghats (India) Employing the AHP and F-AHP Models and Comparison with Existing Susceptibility Maps, Sheela Bhuvanendran Bhagya, Anita Saji Sumi, Sankaran Balaji, Jean Homian Danumah, Romulus Costache, Ambujendran Rajaneesh, Ajayakumar Gokul, Chandini Padmanabhapanicker Chandrasenan, Renata Pacheco Quevedo, Alfred Johny, Kochappi Sathyan Sajinkumar, Sunil Saha, Rajendran Shobha Ajin, Pratheesh Chacko Mammen, Kamal Abdelrahman, Mohammed S. Fnais, and Mohamed Abioui

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Observing ocean ecosystem responses to volcanic ash, K. M. Bisson, S. Gassó, N. Mahowald, S. Wagner, B. Koffman, S. A. Carn, S. Deutsch, E. Gazel, S. Kramer, N. Krotkov, C. Mitchell, M. E. Pritchard, K. Stamieszkin, and C. Wilson

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Magnetic characterization of the Daule chondrite (Ecuador's first meteorite fall): The case of elusive tetrataenite?, K. E. Bristol, A. V. Smirnov, E. J. Piispa, M. R.Ramirez Navas, A. Kosterov, and E. V. Kulakov

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A compendium of the best-preserved terrestrial hypervelocity impact crater in a basaltic terrain: The Lonar, India, Saranya R. Chandran, S. James, J. Aswathi, Devika Padmakumar, T. Sadeeda Marjan, R. B.Binoj Kumar, Anil Chavan, Subhash Bhandari, and K. S. Sajinkumar

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Unravelling the dynamics and hazards of the June 3rd, 2018, pyroclastic density currents at Fuego volcano (Guatemala), Sylvain J. Charbonnier, Franco Garin, Lizzette A. Rodríguez, Karla Ayala, Sahira Cancel, Rudiger Escobar-Wolf, Gustavo Chigna, Carla Chun-Quinillo, Dulce González, William Chigna, Kevin Chun-Quinillo, Roberto Mérida, Francisco Juarez, and Eliza S. Calder

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Terrain Characterization via Machine vs. Deep Learning Using Remote Sensing, Jordan Ewing, Thomas Oommen, Jobin Thomas, Anush Kasaragod, Richard Dobson, Colin Brooks, Paramsothy Jayakumar, Michael Cole, and Tulga Ersal

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Version 2 of the global catalogue of large anthropogenic and volcanic SO2 sources and emissions derived from satellite measurements, Vitali E. Fioletov, Chris A. McLinden, Debora Griffin, Ihab Abboud, Nickolay Krotkov, Peter J.T. Leonard, Can Li, Joanna Joiner, Nicolas Theys, and Simon Carn

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Infrasound detection of approaching lahars, J B. Johnson, A Roca, A Pineda, R Mérida, R. Escobar-Wolf, J F. Anderson, J Mock, A Bosa, G Bejar, and G. P. Waite

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Underestimated Passive Volcanic Sulfur Degassing Implies Overestimated Anthropogenic Aerosol Forcing, U. A. Jongebloed, A. J. Schauer, J. Cole-Dai, C. G. Larrick, R. Wood, T. P. Fischer, S. A. Carn, S. Salimi, S. R. Edouard, S. Zhai, L. Geng, and B. Alexander

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Evolutionary history of western Eos Chaos of Valles Marineris, Mars: Insights from morphological characteristics, Asif Iqbal Kakkassery, V. J. Rajesh, Rishitosh K. Sinha, Devika Padmakumar, and K. S. Sajinkumar

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Comments on ‘Reconstruction of subsurface configuration of Mohar (Dhala) impact structure, Shivpuri district, MP’ by Roy et al. (2023), J. Earth Syst. Sci., Vol. 132, 35, S. Keerthy and K. S. Sajinkumar

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Tracing titanomagnetite alteration with magnetic measurements at cryogenic temperatures, Andrei Kosterov, Leonid Surovitskii, Valerii Maksimochkin, Svetlana Yanson, and Aleksey Smirnov

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Integrating flexibility in open pit mine planning to survive commodity price decline, Lawrence Madziwa, Mallikarjun Pillalamarry, and Snehamoy Chatterjee

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UAV-Based Quantification of Dynamic Lahar Channel Morphology at Volcán de Fuego, Guatemala, Jerry C. Mock, Jeffrey B. Johnson, Armando Pineda, Gustavo Bejar, and Amilcar Roca

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Outboard Onset of Ross Orogen Magmatism and Subsequent Igneous and Metamorphic Cooling Linked to Slab Rollback during Late-Stage Gondwana Assembly, Timothy Paulsen, John Encarnación, Anne Grunow, Jeffrey Benowitz, Paul Layer, Chad Deering, and Jakub Sliwinski

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Wildfire Risk Zone Mapping in Contrasting Climatic Conditions: An Approach Employing AHP and F-AHP Models, Aishwarya Sinha, Suresh Nikhil, Rajendran Shobha Ajin, Jean Homian Danumah, Sunil Saha, Romulus Costache, Ambujendran Rajaneesh, Kochappi Sathyan Sajinkumar, Kolangad Amrutha, Alfred Johny, Fahad Marzook, Pratheesh Chacko Mammen, Kamal Abdelrahman, Mohammed S. Fnais, and Mohamed Abioui

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From science to policy—Toward an approach linking extreme rainfall events to climate resilience and policy development: A case study from Kerala, India, K. P. Sudheer, Jobin Thomas, P. J. Jainet, Sinan Nizar, Sahila Beegum, Dawn Emil Sebastian, Jesna, and D. S. Pai

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Community-based natural hazard vulnerability assessment in rural Jamaica, Heather R. Thole, Kari Henquinet, and Gregory P. Waite

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Impact of COVID-19 Lockdown on Ambient Air Quality in the Southwest Coastal Urban Regions of India, George Thomas, Jobin Thomas, R. S. Devika, Anju Krishnan, Anju V. Mathew, and Amrutha J. Nair

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Assessment of the potential of green wall on modification of local urban microclimate in humid tropical climate using ENVI-met model, George Thomas, Jobin Thomas, Gianny Mariya Mathews, Sachin P. Alexander, and Jan Jose

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Controls on the Stratiform Copper Mineralization in the Western Syncline, Upper Peninsula, Michigan, William C. Williams and Theodore J. Bornhorst

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On the Geomorphic, Meteorological, and Hydroclimatic Drivers of the Unusual 2018 Early Summer Salt Dust Storms in Central Asia, Xin Xi

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Multi-Sensor and Multi-Scale Remote Sensing Approach for Assessing Slope Instability along Transportation Corridors Using Satellites and Uncrewed Aircraft Systems, Marta Zocchi, Anush Kasaragod, Abby Jenkins, Chris Cook, Richard Dobson, Thomas Oommen, Dana Van Huis, Beau Taylor, Colin Brooks, Roberta Marini, Francesco Troiani, and Paolo Mazzanti

Works from 2022

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Performance evaluation of machine learning and statistical techniques for modelling landslide susceptibility with limited field data, Ashokan Laila Achu, Jobin Thomas, Chandrika Dhanapalan Aju, Praveen Kolappapillai Remani, and Girish Gopinath

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Evaluation of machine learning techniques with AVIRIS-NG dataset in the identification and mapping of minerals, Neelam Agrawal, Himanshu Govil, Snehamoy Chatterjee, Gaurav Mishra, and Sudipta Mukherjee

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Novel MLR-RF-Based Geospatial Techniques: A Comparison with OK, Waqas Ahmad, Khan Muhammad, Hylke Jan Glass, Snehamoy Chatterjee, Asif Khan, and Abid Hussain

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The tale of three landslides in the Western Ghats, India: lessons to be learnt, R. S. Ajin, D. Nandakumar, A. Rajaneesh, T. Oommen, Yunus P. Ali, and K. S. Sajinkumar

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Terrestrial impact craters track the voyage of lithospheric plates, V. Aneeshkumar, G. K. Indu, M. Santosh, S. James, Saranya R. Chandran, Devika Padmakumar, and Sajinkumar K. S.

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InSAR as a tool for monitoring hydropower projects: A review, J. Aswathi, R. B. Binoj Kumar, Thomas Oommen, E. H. Bouali, and K. S. Sajinkumar

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Furthering the precision of RUSLE soil erosion with PSInSAR data: an innovative model, J. Aswathi, K. S. Sajinkumar, K. S. Sajinkumar, A. Rajaneesh, T. Oommen, E. H. Bouali, R. B. Binoj Kumar, V. R. Rani, Jobin Thomas, K. P. Thrivikramji, R. S. Ajin, R. S. Ajin, M. Abioui, and M. Abioui

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Sources of Hydrothermal Fluids Inferred from Oxygen and Carbon Isotope Composition of Calcite, Keweenaw Peninsula Native Copper District, Michigan, USA, Thomas Bodden, Theodore J. Bornhorst, Florence Bégué, and Chad Deering

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Seismic Refraction Studies Of Weathered Volcanic Slopes For Characterizing Rainfall-Induced Landslide Potential, Luke Bowman, Joshua P. Richardson, John S. Gierke, Fredy Cruz, and Rutilio Parada

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Long-term stability of conduit dynamics at Fuego volcano, Guatemala, 2008–2015, Kyle Brill, Greg Waite, Simon A. Carn, Amilcar Elias Roca Palma, and Gustavo Chigna

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Evaluation of Various Data Acquisition Scenarios for the Retrieval of Seismic Body Waves from Ambient Noise Seismic Interferometry Technique via Numerical Modeling, Haitao Cao, Erdi Apatay, Garvie Crane, Boming Wu, Ke Gao, and Roohollah Askari

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Out of the blue: Volcanic SO2 emissions during the 2021–2022 eruptions of Hunga Tonga—Hunga Ha’apai (Tonga), S. A. Carn, N. A. Krotkov, B. L. Fisher, and C. Li

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Machine learning and data augmentation approach for identification of rare earth element potential in Indiana Coals, USA, Snehamoy Chatterjee, Maria Mastalerz, Agnieszka Drobniak, and C. Özgen Karacan

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Terrestrial Martian Analog Heritage of Kachchh Basin, Western India, Anil Chavan, Subham Sarkar, Adarsh Thakkar, Jaymeet Solanki, Chirag Jani, Subhash Bhandari, Satadru Bhattacharya, Bhawanisingh G. Desai, Dwijesh Ray, Anil D. Shukla, K. S. Sajinkumar, Souvik Mitra, Saibal Gupta, Gaurav Chauhan, and M. G. Thakkar

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Skip Nav Destination RESEARCH ARTICLE| MARCH 16, 2022 Assessing the effect of melt extraction from mushy reservoirs on compositions of granitoids: From a global database to a single batholith, J. Cornet, O. Bachmann, J. Ganne, A. Fiedrich, C. Huber, C. D. Deering, and X. Feng

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Detached structural model of the Keweenaw fault system, Lake Superior region, North America: Implications for its origin and relationship to the Midcontinent Rift System, James M. DeGraff and Brad T. Carter

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Application of Fuzzy Logic and Fractal Modeling Approach for Groundwater Potential Mapping in Semi-Arid Akka Basin, Southeast Morocco, Fatima Zahra Echogdali, Said Boutaleb, Rosine Basseu Kpan, Mohammed Ouchchen, Amine Bendarma, Hasna El Ayady, Kamal Abdelrahman, Mohammed S. Fnais, Kochappi Sathyan Sajinkumar, and Mohamed Abioui

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Assessment of soil erosion risk in a semi-arid climate watershed using SWAT model: case of Tata basin, South-East of Morocco, F. Z. Echogdali, S. Boutaleb, S. Taia, M. Ouchchen, M. Id-Belqas, R. B. Kpan, M. Abioui, J. Aswathi, and K. S. Sajinkumar

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Optimization Techniques and their Applications to Mine Systems, Amit Kumar Gorai and Snehamoy Chatterjee

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Evaluating the relation between land use changes and the 2018 landslide disaster in Kerala, India, Lina Hao, Cees van Westen, A. Rajaneesh, K. S. Sajinkumar, Tapas Ranjan Martha, and Pankaj Jaiswal

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Final inversion of the Midcontinent Rift during the Rigolet Phase of the Grenvillian Orogeny, Eben B. Hodgin, Nicholas L. Swanson-Hysell, James M. DeGraff, Andrew R.C. Kylander-Clark, Mark D. Schmitz, Andrew C. Turner, Yiming Zhang, and Daniel A. Stolper

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Flood Hazard Index Application in Arid Catchments: Case of the Taguenit Wadi Watershed, Lakhssas, Morocco, Mustapha Ikirri, Farid Faik, Fatima Zahra Echogdali, Isabel Margarida Horta Ribeiro Antunes, Mohamed Abioui, Kamal Abdelrahman, Mohammed S. Fnais, Abderrahmane Wanaim, Mouna Id-Belqas, Said Boutaleb, Kochappi Sathyan Sajinkumar, and Adolfo Quesada-Román

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Meteorite impact crater positions based on paleo-positions and its unrestrained latitudinal distribution, S. James, Saranya R. Chandran, J. Aswathi, Devika Padmakumar, V. Aneeshkumar, G. K. Indu, and K. S. Sajinkumar

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Meteorite impact craters as hotspots for mineral resources and energy fuels: A global review, S. James, Saranya R. Chandran, M. Santosh, A. P. Pradeepkumar, M. N. Praveen, and K. S. Sajinkumar

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Lake and drained lake basin systems in lowland permafrost regions, Benjamin M. Jones, Guido Grosse, Louise M. Farquharson, Pascale Roy-Léveillée, Alexandra Veremeeva, Mikhail Z. Kanevskiy, Benjamin V. Gaglioti, Amy L. Breen, Andrew D. Parsekian, Mathias Ulrich, and Kenneth M Hinkel

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Integrated Parametric Graph Closure and Branch-and-Cut Algorithm for Open Pit Mine Scheduling under Uncertainty, Devendra Joshi, Amol Paithankar, Snehamoy Chatterjee, and Sk Md Equeenuddin

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A Versatile Software for Statistical Data Analysis and Spatial Correlation, Dmitry Krivopaltsev, Leonid Surovitskii, and Mikhail Lukin

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Surface layer modulus prediction of asphalt pavement based on LTPP database and machine learning for Mechanical-Empirical rehabilitation design applications, Miaomiao Li, Qingli Dai, Peifeng Su, Zhanping You, and Yunxiang Ma

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Gold price forecasting using multivariate stochastic model, Lawrence Madziwa, Mallikarjun Pillalamarry, and Snehamoy Chatterjee

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Silent Very Long Period Seismic Events (VLPs) at Stromboli Volcano, Italy, Kathleen F. McKee, Diana C. Roman, Gregory P. Waite, and David Fee

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Urinary concentrations of metals before and after volcanic eruption: a natural experiment surrounding the eruption of Volcán de Fuego, 2018, Natalie R. Neumann, Jaime Butler-Dawson, Lyndsay Krisher, Diana Jaramillo, Daniel Pilloni, Greg Waite, Yaqiang Li, Stephen B. Wittels, Kathrin Schilling, Lee S. Newman, and Katherine A. James

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Spatial snowdrift modelling for an open natural terrain using a physically-based linear particle distribution equation, Noriaki Ohara, Siwei He, Andrew D. Parsekian, Benjamin M. Jones, Rodrigo C. Rangel, Ian Nichols, and Kenneth M Hinkel

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A new Stefan equation to characterize the evolution of thermokarst lake and talik geometry, Noriaki Ohara, Benjamin M. Jones, Andrew D. Parsekian, Kenneth M Hinkel, Katsu Yamatani, Mikhail Kanevskiy, Rodrigo C. Rangel, Amy L. Breen, and Helena Bergstedt

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Medical Image Segmentation Using U-Net and Progressive Neuron Expansion, Sidike Paheding, Abel A. Reyes, Mohammad Alam, and Vijayan K. Asari

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GAF-NAU: Gramian Angular Field encoded Neighborhood Attention U-Net for Pixel-Wise Hyperspectral Image Classification, Sidike Paheding, Abel A. Reyes, Anush Kasaragod, and Thomas Oommen

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Volcano-pluton connections at the Lake City magmatic center (Colorado, USA), Ayla S. Pamukçu, Blair Schoene, Chad Deering, C. Brenhin Keller, and Michael P. Eddy

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A 0–1 knapsack problem-based approach for solving open-pit mining problem with type-2 fuzzy parameters, Aparna Pramanik, Chiranjit Changdar, Abhinandan Khan, Snehamoy Chatterjee, Rajat Kumar Pal, and Sudip Kumar Sahana

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Machine learning as a tool to classify extra-terrestrial landslides: A dossier from Valles Marineris, Mars, A. Rajaneesh, C. L. Vishnu, T. Oommen, V. J. Rajesh, and K. S. Sajinkumar

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Lonar Impact Crater, India: the Best-Preserved Terrestrial Hypervelocity Impact Crater in a Basaltic Terrain as a Potential Global Geopark, Saranya R. Chandran, S. James, J. Aswathi, Devika Padmakumar, R. B.Binoj Kumar, Anil Chavan, Vivek Bhore, Krishna Kajale, Subhash Bhandari, and K. S. Sajinkumar

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Migrating rivers, consequent paleochannels: The unlikely partners and hotspots of flooding, K. S. Sajinkumar, A Arya, A Rajaneesh, T. Oommen, Ali P. Yunus, V R. Rani, Ram Avatar, and K P. Thrivikramji

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Remote sensing for energy resources: Introduction, K. S. Sajinkumar and Thomas Oommen

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The Tertiary sequence of Varkala coastal cliffs, southwestern India: An ideal site for Global Geopark, K. S. Sajinkumar, M. Santosh, V. R. Rani, Subhash Anand, A. P. Pradeepkumar, Anil Chavan, K. P. Thrivikramji, and P. V. Ramachandran

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Volcanic emissions, aerosol processes, and climatic effects, Anja Schmidt and Simon Carn

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Flood vulnerability of a few areas in the foothills of the Western Ghats: a comparison of AHP and F-AHP models, Chandini P.C. Senan, R. S. Ajin, Jean Homian Danumah, Romulus Costache, Alireza Arabameri, A. Rajaneesh, K. S. Sajinkumar, and Sekhar L. Kuriakose

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Pressure and saturation changes estimated from extended elastic impedance properties using time-lapse seismic data: Enfield Field, NW Australia, Sergey Shevchenko and Wayne Pennington

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Zircon U-Pb geochronology and trace element dataset from the Southern Rocky Mountain Volcanic Field, Colorado, USA, J T. Sliwinski, M Guillong, P W. Lipman, M J. Zimmerer, C. D. Deering, and O Bachmann

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Experimental Multiblast Craters and Ejecta—Seismo-Acoustics, Jet Characteristics, Craters, and Ejecta Deposits and Implications for Volcanic Explosions, Ingo Sonder, Alison Graettinger, Tracianne B. Neilsen, Robin S. Matoza, Jacopo Taddeucci, Julie Oppenheimer, Greg Waite, and et. al.

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Transcrustal magmatic systems: evidence from andesites of the southern Taupo Volcanic Zone, Christopher Svoboda, Tyrone O. Rooney, Guillaume Girard, and Chad Deering

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Influence of the Preparation Technique on the Magnetic Characteristics of ε-Fe2O3-Based Composites, Dmitriy O. Testov, Kamil G. Gareev, Ivan K. Khmelnitskiy, Andrei Kosterov, Leonid Surovitskii, and Victor V. Luchinin

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Infrasound observations and constraints on the 2018 eruption of Kīlauea Volcano, Hawaii, Weston Thelen, Gregory P. Waite, John Lyons, and David Fee

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Non-uniform effect of COVID-19 lockdown on the air quality in different local climate zones of the urban region of Kochi, India, George Thomas, Jobin Thomas, Anju V. Mathew, R. S. Devika, Anju Krishnan, and Amrutha J. Nair

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Physical vulnerability evaluation of buildings exposed to Balia Nala landslide using indicator-based approach and GIS: a case study of Nainital town, Uttarakhand, India, Himani Tiwari, Ramesh Veerappan, Harshita Tiwari, and Thomas Oommen

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Pre-eruptive excess volatiles and their relationship to effusive and explosive eruption styles in semi-plugged volcanoes, Sri Budhi Utami, Juan Andùjar, Fidel Costa, Bruno Scaillet, Hanik Humaida, and Simon Carn

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Buried bedrock valleys revealed in Michigan's central Upper Peninsula using the horizontal-to-vertical spectral ratio passive seismic method, Sarah M. VanderMeer, El Hachemi Bouali, Alan E. Kehew, William A. Sauck, and Robb Gillespie

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Lava Volume from Remote Sensing Data: Comparisons with Reverse Petrological Approaches for Two Types of Effusive Eruption, Pauline Verdurme, Simon Carn, Andrew J.L. Harris, Diego Coppola, Andrea Di Muro, Santiago Arellano, and Lucia Gurioli

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Challenges of modeling rainfall triggered landslides in a data-sparse region: A case study from the Western Ghats, India, C. L. Vishnu, T. Oommen, Snehamoy Chatterjee, and K. S. Sajinkumar

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Understanding of Structural and Surface Tension Properties of Asphalt Model Using Molecular Dynamics Simulation, Lingyun You, Theodora Spyriouni, Qingli Dai, Zhanping You, Jaroslaw Drelich, and Ashok Khanal

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Electromagnetic Spectrum Contribution in Astronomy, Health, Atmospheric, Geology and Environment Applications, Seyed Zekavat, Fatemeh Afghah, Roohollah Askari, Jacques Delabrouille, Nancy French, Jason C. Furtado, Shaul Hanany, and Victor Lubecke

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Early Cambrian renewal of the geodynamo and the origin of inner core structure, Tinghong Zhou, John A. Tarduno, Francis Nimmo, Rory D. Cottrell, Richard K. Bono, Mauricio Ibanez-Mejia, Wentao Huang, Matt Hamilton, Kenneth Kodama, Aleksey Smirnov, Ben Crummins, and Frank Padgett

Works from 2021

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Landslide inventory and susceptibility models considering the landslide typology using deep learning: Himalayas, India, Somnath Bera, Vaibhav Kumar Upadhyay, Balamurugan Guru, and Thomas Oommen

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Remote sensing-based statistical approach for defining drained lake basins in a continuous Permafrost region, North Slope of Alaska, Helena Bergstedt, Benjamin M. Jones, Kenneth M Hinkel, Louise Farquharson, Benjamin V. Gaglioti, Andrew D. Parsekian, Mikhail Kanevskiy, Noriaki Ohara, Amy L. Breen, Rodrigo C. Rangel, Guido Grosse, and Ingmar Nitze

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Physical modeling of fluid-filled fractures using the dynamic photoelasticity technique, Haitao Cao, Ezequiel F. Medici, and Roohollah Askari

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Laboratory Measurements of the Impact of Fracture and Fluid Properties on the Propagation of Krauklis Waves, Haitao Cao, Seiji Nakagawa, and Roohollah Askari

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ADVANCES IN UV SATELLITE MONITORING OF VOLCANIC EMISSIONS, Simon Carn, Nickolay A. Krotkov, Nicholas Theys, and Can Li

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Deep Trek: Science of Subsurface Habitability & Life on Mars, Charles D. Edwards, Barbara Sherwood-Lollar, Sushil Atreya, Alexis Templeton, Anthony Freeman, Woodward Fischer, Snehamoy Chatterjee, and et. al.

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A GIS Tool for Infinite Slope Stability Analysis (GIS-TISSA), R. Escobar-Wolf, Jonathon Sanders, C. L. Vishnu, Thomas Oommen, and K. S. Sajinkumar

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Characterizing soil stiffness using thermal remote sensing and machine learning, Jordan Ewing, T. Oommen, Paramsothy Jayakumar, and Russell Alger

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Equity in Designing a Summer International Research Experience: Recruitment and Partnerships for a Graduate Field School in El Salvador, John S. Gierke, Luke Bowman, Emily Clark, Kari B. Henquinet, and Angie Carter

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Synergistic use of ASTER, L-band ALOS PALSAR, and hyperspectral AVIRIS-NG data for exploration of lode type gold deposit – A study in Hutti Maski Schist Belt, India, Arindam Guha, Snehamoy Chatterjee, Thomas Oommen, K. Vinod Kumar, and Sandip Kumar Roy

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Potentials of airborne hyperspectral aviris-ng data in the exploration of base metal deposit—a study in the parts of Bhilwara, Rajasthan, Arindam Guha, Uday Kumar Ghosh, Joyasree Sinha, Amin Beiranvand Pour, Ratnakar Bhaisal, Snehamoy Chatterjee, Nikhil Kumar Baranval, Nisha Rani, K. Vinod Kumar, and Pamaraju V.N. Rao

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Effect of Spectral Bandwidths on Linear Feature Extraction: An Evaluation of Landsat ETM+ and OLI Sensors, Ali Imanian, Adel Asadi, Majid Hashemi Tangestani, Saeid Homayouni, and Ali Faghih

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Calculation of Real Evapotranspiration by the Application of Metric Method on Landsat-8 Data, Ali Imanian, Majid Hashemi Tangestani, Adel Asadi, and Mohammad Zare