My research aims to improve the geophysical understanding of dynamic processes at Earth’s surface and in the subsurface. We combine multi-geophysics sensing including conventional seismometers, fiber-optic sensing, ground penetrating radar, wave-physics modeling, and machine learning to detect and interpret motion, deformation, fracture, and environmental change.
A growing focus of our work is the dynamics of the Arctic cryosphere, including sea-ice movement and collisions with landfast ice, ice-wedge cracking, permafrost change, and interactions among ice, ocean, atmosphere, and coastal landscapes. We also study landslides and other geohazards, hydrological and storm-driven processes, and fluid and fracture evolution in geothermal and carbon-storage systems.
By integrating continuous field observations with computational and physical models, we seek to understand how dynamic Earth systems respond to environmental forcing, how they transition toward failure, and how geophysical measurements can improve their monitoring and prediction.
Gou L., Xiao M., Zhu T., Martin E., Santos G., Wang Z., (2026). Physics-Informed Digital Twins for Predicting Arctic Permafrost Thermodynamics. Journal of Geophysical Research: Earth Surface,131, e2025JF008787. https://doi.org/10.1029/2025JF008787
Santos G., & Zhu, T. (2025). Seismic tremors from sea-landfast ice interactions near Utqiaġvik, Alaska. Geophysical Research Letters, 52, e2025GL117458. https://doi.org/10.1029/2025GL117458
Shen J., and Zhu T.. (2025). Constraining water dynamics through the Earth’s critical zone using fiber-optic seismic sensing data, Earth and Planetary Science Letters, Volume 666, 15 September 2025, 119507.
Liu X., Zhu T. and Hayes J., (2022), Critical zone structure by elastic full-waveform inversion of seismic refractions in a sandstone catchment, central Pennsylvania, USA., Journal of Geophysical Research: Solid Earth, 127, e2021JB023321. PDF https://doi.org/10.1029/2021JB023321
Zhu T., Zhang J. and Lin Y.T., (2021). Ultra-thick paleoregolith layer detected by lunar penetrating radar: implication for fast regolith formation between 3.6 and 2.35 Ga. Geophysical Research Letters, 48, e2021GL095282. PDF https://doi.org/10.1029/2021GL095282
Xing G., and Zhu T., (2021), A viscoelastic model for seismic attenuation using fractal mechanical network, Geophys. J. Int, 224(3),1658–1669. https://doi.org/10.1093/gji/ggaa549
Zhu T., Ajo-Franklin J., Daley T.M., and Marone C., (2019) Dynamics of geologic CO2 storage and plume motion revealed by seismic coda waves, Proceedings of the National Academy of Sciences of the United States of America, 116 (7) 2464-2469; DOI:10.1073/pnas.1810903116.
Zhu T. and Stensrud D., (2019), Characterizing thunder-induced ground motions using fiber-optic distributed acoustic sensing array, Journal of Geophysical Research: Atmospheres, 124, 12810-12823
Zhu, T., Ajo-Franklin J., and Daley T.M., (2017), Spatio-temporal changes of seismic attenuation caused by injected CO2 at the Frio-II pilot site, Dayton TX, USA, Journal of Geophysical Research-Solid Earth, 122(9), 7156-7171, doi/10.1002/2017JB014164
Zhu T., and Harris J. M., (2014), Modeling acoustic wave propagation in heterogeneous attenuating media using decoupled fractional Laplacians: Geophysics, 79, no.3, T10 5-T116, doi:10.1190/geo2013-0245.1.
Fossil plants tell the story of our green planet’s evolution and reveal its landscapes from deep time to present. They are also extremely sensitive indicators of past climates, plant-insect interactions, biodiversity, and the effects of significant environmental disturbances. These data provide deep-time analogs that uniquely illuminate modern ecosystems and their possible responses to anthropogenic change. My temporal focus is the latest Cretaceous through middle Eocene, ~67-45 million years ago (Ma), an interval characterized by global disturbances that are closely spaced in geologic time. These include latest Cretaceous warming and cooling (68-66 Ma), the end-Cretaceous mass extinction (66 Ma), ensuing recovery during the Paleocene (66-56 Ma), and both abrupt and long-term warming across the Paleocene-Eocene boundary (56 Ma). I enjoy collaborations with numerous colleagues worldwide and a terrific lab group, with whom I do extensive fieldwork, concentrated currently in Patagonia, Argentina, and increasingly in SE Asia. Here are highlights of two current projects, and more are listed here.
Origins of Southeast Asian Rainforests from Paleobotany and Machine Learning
This cutting-edge NSF project is underway in collaboration with Dr. Thomas Serre’s machine-learning lab at Brown, Dr. Maria Gandolfo’s paleobotany lab at Cornell, and numerous collaborators at MEF in Argentina and in several more countries including China, India, Australia, Vietnam, Indonesia, and Brunei. We aim to develop the powerful tools of machine learning to identify fossil leaves and shed a powerful new light on the evolution of SE Asia’s extremely biodiverse and threatened rainforests. We are making and using extensive fossil collections from SE Asia and diverse areas that have contributed to the flora through plate movements over geologic time.
Patagonia Paleofloras Project
The fossil record of life on land predominantly comes from the Northern Hemisphere. However, the outstandingly rich, relatively little-known fossil beds of Patagonia, southern Argentina, provide an unrivaled opportunity to learn whether life responded differently to mass extinction, plate tectonics, and past climate change on the other side of the world. This multinational NSF project intensively samples and analyzes fossil plants and animals from Patagonia through about 20 million years, from just before the end-Cretaceous dinosaur extinction (66 million years ago), through the early recovery period and the Eocene warming interval. Through groundbreaking field discoveries, comprehensive collections, and state-of-the-art lab techniques, this research is transforming understanding of the origins of the Southern Hemisphere’s floras and biomes, the role of Patagonia, and the legacy of surviving living fossils now located in vulnerable rainforest areas as far away as Southeast Asia (see above). A Google Scholar page lists our >135 publications.
Dr. Peter Wilf is a paleobotanist investigating ancient ecosystems, past environmental change, biogeography, and the evolution, extinction, and paleoconservation of plants and terrestrial ecosystems. His research emphasizes questions relevant to modern climate change, biodiversity, and biogeography. Fieldwork locations over three decades include Argentina, Vietnam, Indonesia, Pakistan, Chile, Brunei, Western USA, and Pennsylvania. Dr. Wilf’s recognitions include Fellow of the American Association for the Advancement of Science, the Paleontological Society, and the Geological Society of America; David and Lucile Packard Fellow; the George W. Atherton Award for Excellence in Teaching from Penn State; and the Paul F. Robertson Breakthrough of the Year Award and the Wilson Award for Excellence in Research from the Penn State College of Earth & Mineral Sciences.
Summary of major research topic: Assembly and Paleoconservation of Southeast Asia’s Endangered Rainforests. The endangered, hyperdiverse tropical rainforests of Southeast Asia have assembled from multiple sources, reflecting the region's dynamic geology. Illuminating the little-known paleobotanical history of the region’s vegetation requires comprehensive sampling efforts at diverse, far-flung locations. Our two-decade project on Cretaceous–Eocene floras of Argentine Patagonia has revealed ranges in West Gondwana more than 50 million years ago for numerous iconic, high-biomass SE Asian trees, such as kauris, gums, and Asian chinkapins. In SE Asia itself, we recently discovered the first fossil-leaf floras from Brunei (northern Borneo), representing the first study of Cenozoic compression floras in the Malay Archipelago for more than 100 years. The fossils showed that the current dominant and imperiled regional trees, the giant dipterocarps, already dominated Borneo four million years ago. These discoveries inform conservation efforts and frame the high-risk biogeography of the remaining rainforests in Southeast Asia. In Australia, we recently demonstrated the direct use of fossil evidence to inform protection of living tropical rainforests.
I am interested in broad aspects of igneous petrology, the earliest history of our planet, ore deposit formation mechanisms, and new ways the geosciences are relevant to society. Below are examples of research directions that I am currently pursuing.
The main thrust of my research has been, and will continue to be using petrology, isotope geochemistry, and new mass spectrometry techniques to answer fundamental questions about when and how the continental crust formed. I am also developing a research program on crustal distillation, including critical ore deposits globally.
Ultimately, I am interested in developing projects and collaborations in the areas listed below as well as any other areas. If you have questions, comments, or other ideas please get in touch!
Originally from the great state of Michigan, I am currently an Associate Professor at The Pennsylvania State University. Before starting at Penn State, I obtained my PhD from the University of Alberta and spent several years as a postdoc at the Carnegie Institution for Science in the Department of Terrestrial Magnetism.
Research in the Patzkowsky lab focuses on the ecological, evolutionary, and geological processes that control the diversity, distribution, and abundance of fossil taxa in time and space. Lab members have worked in the Cambrian of Montana, the Ordovician from Pennsylvania to Nevada, the Devonian of central Pennsylvania, the Mississippian of the Illinois and Appalachian basins, the Pennsylvanian and Permian of the Midcontinent, the Paleogene of the Gulf Coast, and the Neogene of the Atlantic Coastal Plain. One of the main threads through all the field research is the collection and interpretation of fossils in a sequence stratigraphic framework emphasizing how the architecture of the stratigraphic record affects the preservation and distribution of fossils.
The Patzkowsky lab also studies the geographic and environmental patterns of extinction and recovery across the Late Ordovician and end-Cretaceous mass extinctions. These two mass extinctions had very different effects on the history of life and we are trying to quantify those different effects. Recently, we have performed this work using a phylogenetic framework. This approach, called phylogenetic paleoecology, is required to understand the evolutionary underpinning of large-scale ecologic patterns of extinction and diversification. We are also using models of speciation and extinction and models of anatomical change to better constrain the relationship between environmental change and the diversification of a major brachiopod clade during the Ordovician radiations.
Mark Patzkowsky joined the faculty of the Department of Geosciences at Penn State in 1992. His research addresses a wide range of questions concerning the biotic responses to regional and global environmental change across geologic time. Currently he seeks to link paleoecology with phylogenetics to understand the ecological and evolutionary consequences of diversification and mass extinction. Mark teaches a variety of courses in the undergraduate and graduate curriculums on the history of life, principles of paleontology, multivariate analysis in geosciences, and field stratigraphy. Mark has served on several editorial boards and he is currently Editor-in-Chief of Paleobiology. He served as Treasurer of the Paleontological Society from 2002-2008. In 2011, he received the Distinguished Service Award from the Paleontological Society. Mark was elected a Fellow of the Paleontological Society in 2014 and a Fellow of the Geological Society of America in 2019. In 2025, Mark joined the rank of Professor Emeritus of Geosciences, Congratulations, Mark!
Mark holds a B.A. degree in geology from Kansas State University, an M.S. degree in geological sciences from Indiana University, and a Ph.D. degree in geophysical sciences from the University of Chicago.
My research covers five related areas involving the use of seismic data to investigate Earth structure and processes over a range of scales, from the deep mantle to the surface. Tightly integrated with my research is an education effort to improve diversity in the geosciences.
AfricaArray: AfricaArray is a multifaceted initiative supporting science education and research in Africa and the U.S. built around interrogating the largest geophysical anomaly in Earth’s mantle to advance our understanding of its origin, structure, composition and influence on mantle dynamics and surface processes (http://africaarray.psu.edu). The AfricaArray network of 53 permanent geophysical observatories in 17 African countries provides seismic, GPS and weather data openly to the community. Many temporary seismic networks have been deployed over the past 15 years to improve data coverage between the observatories.
Antarctica: For almost 20 years I have been investigating the structure and origin of geologically intriguing regions of Antarctica, including the Transantarctic Mountains, the Gamburtsev Subglacial Mountains, the Marie Byrd Land Dome, and the West Antarctic Rift System, using seismic data from temporary and permanent networks. Current efforts are part of the multi-institutional POLENET project (http://polenet.org), where seismic and GPS data from a backbone network of more than 30 stations distributed throughout West Antarctica are being used with data from temporary stations to image details of crust and mantle structure beneath large glaciers that have the potential to collapse catastrophically as the planet warms and cause several meters of sea level rise.
Appalachian Basin: Connected to the operation of the Pennsylvania State Seismic Network (PASEIS: http://paseis.geosc.psu.edu) is a research effort to assist the mitigation of seismicity caused by hydraulic fracking and wastewater disposal. Induced seismicity in the Appalachian Basin (PA, OH, WV) is occurring in areas where the depth to crystalline basement under the sedimentary cover is fairly shallow (< ~ 4 km). A new “basement” map is needed to improve risk assessments by regulatory agencies and the development of seismic monitoring requirements. Seismic data from the PASEIS network, in conjunction with data from other networks, regional 2D industry seismic reflection profiles, and well logs, are being used to map the depth to basement across the Appalachian Basin. The same data are also being used to investigate Precambrian crust and lithospheric mantle structure beneath the basin to improve our understanding of North American continental structure.
Critical Zone: The critical zone extends from the vegetation canopy downwards to unweathered bedrock, a zone of the earth “critical” for supporting life. To understand key physical and geochemical processes at the watershed scale within the critical zone that transform bedrock into soil, 3D and 4D (i.e., time lapse) geophysical imaging of the shallow subsurface is needed. Over the past few years, I have developed a new research thrust to obtain and interpret electrical resistivity and active and passive source seismic data to image the critical zone at Susquehanna Shale Hills Critical Zone Observatory.
Homman, K., A. Nyblade, K. Schmid, R. Anthony, K. Carter, Basement structure of the Appalachian Basin in Pennsylvania, Tectonophysics, doi: 10.1016/j.tecto.2022.229451, 2022
Lucas, E. M., A. A. Nyblade, N. Accardo, A. J. Lloyd, D. A. Wiens, R. C. Aster, T.J. Wilson, I. Dalziel, G. W. Stuart, J. P. O’Donnell, J. P. Winberry, and A. D. Huerta, Shear wave splitting across Antarctica: Implications for upper mantle seismic anisotropy, Journal of Geophysical Research, doi: 10.1029/2021JB023325. 2022
Wang, W., A. Nyblade, G. Mount, S. Moon, P. Chen, N. Accardo, X. Gu, B. Forsythe, S. L. Brantley, 3D seismic anatomy of a watershed reveals climate-topography coupling that drives water flowpaths and bedrock weathering, Journal of Geophysical Research - Earth Surface, doi: 10.1029/2021JF006281, 2021
Ma, L., D. Oakley, A. Nyblade, S. Moon, N. Accardo, W. Wang, X. Gu, K. Brubaker, G. J. Mount, B. Forsythe, B. J. Carr, and S. L. Brantley, Seismic imaging of a shale landscape under compression shows limited influence of topography-induced fracturing, Geophysical Research Letters, doi: 10.1029/2021GL093372, 2021
Andriampenomanana, F., A. Nyblade, R. Durrheim, F. Tugume, and J. Nyago, Shear wave splitting measurements in northeastern Uganda and southeastern Tanzania: Corroborating evidence for sublithospheric mantle flow beneath eastern Africa, Geophysical Journal International, doi: 10.1093/gji/ggab167, 2021
White-Gaynor, A., A. Nyblade, R. Durrheim, R. Raveloson, M. van der Meijde, I. Fadel, H. Paulssen M. Kwadiba, O. Ntibinyane, N. Titus, and M. Sitali, Shear-wave velocity structure of the southern African upper mantle: Implications for craton structure and plateau uplift, Geophysical Research Letters, doi: 10.1029/2020GL091624, 2021
Nyblade joined the Penn State faculty in 1994 after completing a National Science Foundation postdoctoral fellowship at Penn State. He is a founder and co-Director of AfricaArray, and also serves a co-Director of the Marcellus Center for Outreach and Research (MCOR) and Director of the Pennsylvania State Seismic Network (PASEIS). He is the recipient of many honors and awards. At Penn State he has received the President’s Award for Excellence in Academic Integration, the Diversity Recognition Award, and the Wilson Award for Outstanding Service from the College of Earth and Mineral Sciences. He is a Fellow of the American Geophysical Union, and is also the recipient of the Paul G. Silver Award for Outstanding Scientific Service from the American Geophysical Union.
He holds B.A. degrees in geology and earth science education from Wittenberg University, a M.S. degree in geophysics from the University of Wyoming, and a Ph.D. degree in geology from the University of Michigan.
Marone’s research group works on earthquake science, friction, fluid flow and geomechanics. Recent work has focused on the discovery that machine learning can predict the timing and in some cases magnitude of laboratory earthquakes. Research directions include the mechanics of laboratory earthquakes and the physics of precursory changes in rock properties prior to failure. Marone’s group recently discovered how to reproduce in the laboratory the full spectrum of slip modes from aseismic and slow slip to elastodynamic rupture. A major research direction involves identifying the mechanisms that allow slow, quasi-dynamic rupture in the laboratory and investigations of the extent to which such mechanisms may also operate on tectonic faults. Other directions include laboratory experiments to investigate the roles of fault slip velocity and slip history on friction (so called rate and state effects) and their application to earthquake faults. Marone’s group is studying how machine learning and other techniques can be applied to laboratory earthquake prediction to improve forecasts of the spectrum of tectonic failure modes.
Chris J. Marone is Professor Emeritus of Geophysics, a principal PI of the G3 (Geomechanics, Geofluids, and Geohazards) group and head of the Rock Mechanics Laboratory at The Pennsylvania State University. He also holds a research position at the University of Rome (La Sapienza) where he is leading a European Research Council Advance Grant Project (TECTONIC). His research activities focus on earthquake physics, the mechanics of faulting, laboratory techniques for geophysics, and fluid rock interactions. Marone’s work has applications to earthquake science, energy production, waste storage, unconventional oil and gas reservoir analysis, granular mechanics, and the application of machine learning to geophysical data. He is an active member of several research centers and departments at Penn State. He was recently awarded the Louis Néel Medal of the European Geosciences Union for outstanding achievements in rock magnetism, rock physics and geomaterials and has received the Outstanding Research Award from The College of Earth and Mineral Sciences at Penn State.