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LIST OF PUBLICATIONS

A possible mechanism for active tectonics in the massive super-Earths, Geochemistry, Geophysics, Geosystems,

24, e2022GC010678. https://doi. org/10.1029/2022GC010678

 

transition of postperovskite at 0.9 TPa in massive rocky super-Earths, Geochemistry, Geophysics, Geosystems,

22, e2021GC009910. https://doi.org/10.1029/2021GC009910

 

Estimations From Mean Field Deep Learning, Earth and Space Science, 7, e2019EA000881.

https://doi.org/10.1029/2019EA000881

 

of MgSiO3 Postperovskite Dissociation Transition and Implications for SuperEarth GJ 876 d, Journal of Geophysical

Research: Planets, 123. https://doi.org/10.1029/2018JE005633.

 

Journal of Geophysical Research-Solid Earth, DOI: 10.1002/2017JB014846.

 

implications for mid-mantle partial layering, Geophys. J. Int.,  210, 765–773, doi: 10.1093/gji/ggx198.

 

mantle: Implications for mid-mantle slab stagnation, EPSL, 458, 293-304, dx.doi.org/10.1016/j.epsl.2016.10.052.

 

transitions in the mantle, Geochemistry, Geophysics, Geosystems, 17,  10.1002/2016GC006509.

 

on convective mixing—is the evidence for compositional convection definitive? New results from a Yin-Yang overset grid-based

control volume model, Journal of Geophysical Research-Solid Earth, 10.1002/2015JB012064.

 

Asthenosphere: Implications for Short-Range Surface Topography and Heat Flow, ICARUS, 225, 15-27.

 

Potential Impacts upon Mantle Mixing, Journal of Geophysical Research, Vol. 116, B08205, doi:10.1029/2010JB007965.

 

Potential Impacts upon Mantle Mixing, Research Highlights, Nature Geoscience, Vol. 4.

 

transition on mantle dynamics under isochemical conditions, Journal of Geophysical Research, Vol. 115, B11408,

doi:10.1029/2009JB007199, 2010.

 

and Internal Sources: Implications for the Thermal State of Planetary Mantle, Physics of the Earth and Planetary Interiors

168, 6–15.

 

Planetary Scales, Canadian Society for Exploration Geophysics, Vol. 32, No. 5, 25-30.

 

on upper mantle flow and implications for seismic anisotropy in the regions surrounding subducted slabs, Geochem. Geophys.

Geosyst., Vol. 8, No. 8, doi:10.1029/2007GC001627.

 

in Controlling the Sinking Rates of Detached Slab Remnants, GRL Vol. 34, L11302, doi:10.1029/2007GL029463.

 

JGR Planets Vol. 112, E02009, doi:10.1029/2005JE002424.

 

GRL, Vol 31 L18611.

 

Geophys. J. Int. 154, 278-288.

 

 

 

 

 

 

 

MANUSCRIPTS IN PROGRESS

 

·       Chen Yang (Bobby),  Shahnas, M.H., Cecilia Cordero-Oviedo, R. N. Pysklywec & Sarah A. Finkelstein, Identifying Wetland

Type from Pollen Assemblages by Supervised Classification of Biomes Using a Collection of Published Modern Pollen

 

·       Alilie Owens,  Shahnas, M.H. & R.N. Pysklywec, The Application of Generative Adversarial Networks (GAN) in Electrical

Resistivity Inversion.

 

·       Santimano, Taska,  Shahnas, M.H. ,  Fannie Yiu &  R.N. Pysklywec, Fault Detection in Analogue Accretionary Wedges: Results

from Deep Convolutional Models

 

·       Shahnas, M.H. & R.N. Pysklywec, Thermal State of a Planetary Mantle - Estimations from Generative Adversarial Networks (GAN)

 

·       Shahnas, M.H. & R.N. Pysklywec, Towards Earthquake Forecasting – Estimations from Mean Field Recurrent Neural Networks.

 

·       Shahnas, M.H.  & R.N. Pysklywec, P-wave Arrival Time and Phase Determination - Estimations from Convolutional Neural

Networks.

 

·       Shahnas, M.H. & R.N. Pysklywec, The impacts of the crustal strength variations on the dynamics of the Tibetan plateau.

 

 

 

CONFRENCE CONTRIBUTIONS

 

·       Shahnas, M. H.,  & R..N. Pysklywec, Plate Tectonics in the Massive Rocky Super-Earth Planets: A Consequence of

Dissociation Transition of Post-Perovskite at ~0.9, (AGU Fall , 2022).

 

·       Shahnas, M. H.,  & R..N. Pysklywec, Focused Penetrative Super-Plumes in the mantle of Super-Earths, (CGU, June 22, 2021).

 

·       Shahnas, M. H.,  & R..N. Pysklywec, Machine Learning and Deep Learning Predictor Models in Estimation of the Thermal State

 

of a Planetary Mantle, AGU Fall, 2020; P004-0011).

 

·       Shahnas, M. H.,  R.N. Pysklywec & D.A. Yuen, Thermal Evolution of the Planetary Interior – Impacts from Big Data, (AGU Fall, 2019;

P53A-05, Invited).

 

·       Shahnas, M. H.,  R.N. Pysklywec & D.A. Yuen, Estimations for the Thermal State of the Planetary Mantle from Mean Field Deep

            Learning, (AGU Fall, 2019, DI33C-0045).

 

·       Pysklywec, R.N. & Shahnas, M.H., Earthquake Forecasting from Mean Field Recurrent Neural Networks, (AGU Fall, 2019, S52A-03).

 

·       Tasca Santimano, Shahnas, M.H., R.N. Pysklywec & D.A. Yuen, Spin Transition at Mid-mantle and Spawning Superplumes, (AGU Fall,

            2019, DI33C-0056).

 

·       Shahnas, M. H.,  Machine Learning and Deep Learning in Geodynamics and Earth Sciences, ((Applications of Big Data and

High-Performance Computing in Earth Sciences - AGU Fall, 2019, SCIWS3 - Workshop).

 

·       Janbakhsh, Payman Russell Pysklywec, & Shahnas, M.H., Earthquake Magnitude, Distance, First Motion Polarity, and Noise/Event

Determination Using AE, CNN1D, RNN Networks, (AGU Fall, 2019, S43E-0696).

 

·       Janbakhsh, Payman Russell Pysklywec, & Shahnas, M. H., Final magnitude and source-distance estimation using Autoencoders and

Recurrent Neural Networks, (Geophysical Research Abstracts Vol. 21, EGU2019-4486-2, 2019 EGU General Assembly 2019).

 

·       Shahnas, M. H., R.N. Pysklywec & D.A. Yuen &, Elaborating Inverse Problems in Geodynamics using Machine Learning Algorithms,

(CGU, 2018).

 

·       Chen, Bo, Russell N. Pysklywec., Shahnas, M.H. Ebru S. Uluocak, Jianxin Liu, Dynamics of lithospheric extension and anomalous

topography in southern Tibet: A case for mantle flow driving crustal tectonics   (CGU, 2018).

 

·       Shahnas, M. H., D.A. Yuen & R.N. Pysklywec, Machine Learning and Applications in Geodynamics and Inverse Problems,

(Big Data Workshop, Wuhan, China, December 2017).

 

·       Shahnas, M.H., D.A. Yuen and R.N. Pysklywec, Machine Learning and Inverse Problem in Geodynamics, (242503, AGU Fall

meeting, 2017).

 

·       Pysklywec, R.N., Shahnas, M.H. and D.A. Yuen and, Deep Mantle Layering by post-Perovskite Dissociation at ~0.9 TPa in GJ876d

Super Earth, (240941, AGU Fall meeting, 2017).

 

·       E.Sengul Uluocak, Shahnas, M.H., R.N. Pysklywec, O. Gogus and Tuna Eken, Multidimensional Mantle Convection Models in Eastern

Anatolia, the North Arabian Platform, and Caucasus Region (257366, AGU Fall meeting, 2017).

 

·       Chen, B., Shahnas, M.H., and R.N. Pysklywec, Dynamics of Lithospheric Extension and Residual Topography in Southern Tibet,

(248237, AGU Fall meeting, 2017).

 

·       Shahnas, M.H., R.N. Pysklywec and D.A. Yuen, The Impact of the Iron Spin transition on Seismic Signatures in Bullen's C-Layer,

(JpGU May, 2017).

 

·       Shahnas, M.H., D.A. Yuen, R.N. Pysklywec and Maarten. V. De Hoop, Spin Transition in the Lower Mantle: Deep Learning and

Pattern Recognition of Superplumes from the Mid-mantle and Mid-mantle Slab Stagnation, (GP12A-02, AGU Fall meeting, 2016).

 

Shahnas, M.H., R.N. Pysklywec and D.A. Yuen, Spin Transition in the Lower Mantle Minerals: A Single Solution for Two Enigmatic

Problems-Superplumes and Mid-mantle Slab Stagnation, (DI41B-2628, AGU Fall meeting,  2016).

 

·       Shahnas, M.H., D.A. Yuen, R.N.  Pysklywec and W.R. Peltier, The impacts of mantle phase transitions and the iron spin crossover in

ferropericlase on convective mixing-is the evidence for compositional convection definitive?: New results from a Yin-Yang overset grid-based

control volume model, Central Asian Tectonics and Western Pacific Geodynamics International Conference, (Wuhan, June, 2015).

 

·       Shahnas, M. H. and William R. Peltier, The Impact of Superplasticity on Mantle Layering and Plate Velocities,

(AGU Fall, 2012).

 

·       Cai Durbin, M. H. Shahnas, and William R. Peltier, The Time Dependence of Dynamic Topography: Mantle Dynamic Contributions

to Local and Global Sea-Level Histories, (AGU Fall, 2012).

 

·       Cai Durbin, M. H. Shahnas, William R. Peltier, and John H. Woodhouse, Mantle Convection Models Constrained by

Seismic Tomography, EGU2011-8312 (2011).

 

·       Shahnas, M.H. and W.R. Peltier, Z. Wu, and R.Wentzcovitch, The High Pressure Electronic Spin Transition in Iron: Impacts

upon Mantle Mixing (AGU, Fall 2010).

 

·       Shahnas, M.H. and W.R. Peltier, The Impact of Superplasticity and the Iron Spin Transition on Mantle Dynamics (GRC, June 2009).

 

·       Shahnas, M.H. and W.R. Peltier, The Influence of the Perovskite-post Perovskite Phase Transition and the Spin Transition in Iron on

Layered Mantle Convection (AGU, Fall 2008).

 

·       W.R. Peltier and M.H. Shahnas, Layered Convection in Earth's Mantle: Results from New Control Volume Based Analyses (AGU, Fall 2007).

 

·       Jarvis, Gary, Julian P. Lowman, and M.H. Shahnas, Numerical Models of the Fate of Detached Slabs (IUGG, XXIV, July, 2007).

 

·       Shahnas, M.H., J. Lowman, and H.P. Bunge, The Effect of Mechanical Boundary Conditions on the Secular Cooling of Planetary Mantles

(AGU Fall 2006).

 

·       Shahnas, M.H. and J. Arkani-Hamed, Demagnetization of the Martian Crust (CGU Spring 2005).

 

·       Pysklywec, R. and M.H. Shahnas, Anomalous Topography and Heat Flow in the Western Atlantic Caused by Small-Scale

Convection at the Passive Plate Margin (AGU Fall 2004).

 

·       Ghods, A, M.H. Shahnas, and J. Arkani-Hamed, The formation of the lunar and Martian mascons (AGU Fall 2004).

 

·       Shahnas, M.H. and Gary T. Jarvis, Multiphase Modeling in the Fate of Detached Slabs in the India-Asia Collision (CGU, May 2004).

 

·       Gary T. Jarvis and M. H. Shahnas ,Thermal Signatures and Deformation of Detached Slabs in the Asia-India Collision (AGU, Fall 2003).

 

·       Shahnas, M.H. and R. Pysklywec, Dynamic Topography on the Edge Driven Mantle Convection (AGU Fall 2003).

 

·       Cruden, A.R., R,M, Pysklywec, M. H. Shahnas and L. Thopson, Mantle downwellings and surface topography: A comparison of simple

laboratory and numerical model experiments (CGU, May 2003).

 

·       Shahnas, M.H. and Gary T. Jarvis, Unconstrained Mantle Convection in a Complete Cylindrical Shell (CGU, May 2003).

 

·       Gary T. Jarvis and M. H. Shahnas ,Thermal Signatures of Detached Slabs in a Cylindrical Model of Mantle Convection (CGU, May 2003).

 

·       Cruden, A.R. , R,M, Pysklywec, M. H. Shahnas and L. Thopson, Surface topography response due to mantle gravity instabilities:

A comparison of simple laboratory and numerical model experiments (EGS, April 2003).

 

·       Shahnas, M.H. and R. Pysklywec, Time-dependent surface topography in a free surface crust-mantle convection model, (AGU Fall 2001).

 

·       G.F. West and M.H. Shahnas, Time Evolution of Low Viscous Heterogeneous Medium, (AGU Fall 2000).