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M. Aykol · SciRah

Researcher profile · Semantic Scholar

M. Aykol

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M. Aykol — researcher profile on SciRah

h-index: 40
Works: 103
Citations: 16K

Most-cited papers

Data-driven prediction of battery cycle life before capacity degradation
K. Severson, Peter M. Attia, Norman Jin, Nicholas Perkins +10 more
2019Nature Energy2,893 citations Open access
Semantic Scholar
Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD)
J. Saal, S. Kirklin, M. Aykol, B. Meredig +1 more
20132,364 citations
Semantic Scholar
The Open Quantum Materials Database (OQMD): assessing the accuracy of DFT formation energies
S. Kirklin, J. Saal, B. Meredig, A. Thompson +4 more
20152,353 citations Open access
Semantic Scholar
Scaling deep learning for materials discovery
Amil Merchant, Simon Batzner, S. Schoenholz, M. Aykol +2 more
2023Nature1,855 citations Open access
Semantic Scholar
Closed-loop optimization of fast-charging protocols for batteries with machine learning
Peter M. Attia, Aditya Grover, Norman Jin, K. Severson +12 more
2020Nature1,057 citations
Semantic Scholar
Accelerating the discovery of materials for clean energy in the era of smart automation
Daniel P. Tabor, L. Roch, S. Saikin, Christoph Kreisbeck +11 more
2018Nature Reviews Materials696 citations Open access
Semantic Scholar
Thermodynamic limit for synthesis of metastable inorganic materials
M. Aykol, S. Dwaraknath, Wen-Hao Sun, K. Persson
2018Science Advances404 citations Open access
Semantic Scholar
Atomate: A high-level interface to generate, execute, and analyze computational materials science workflows
K. Mathew, Joseph H. Montoya, Alireza Faghaninia, Shyam Dwarakanath +13 more
2017349 citations Open access
Semantic Scholar
Perspective—Combining Physics and Machine Learning to Predict Battery Lifetime
M. Aykol, C. Gopal, Abraham Anapolsky, Patrick K. Herring +6 more
2021Journal of the Electrochemical Society235 citations Open access
Semantic Scholar
A machine learning approach for engineering bulk metallic glass alloys
Logan T. Ward, Stephanie O'keeffe, Joseph Stevick, G. Jelbert +2 more
2018Acta Materialia229 citations Open access
Semantic Scholar
Machine learning for continuous innovation in battery technologies
M. Aykol, Patrick K. Herring, Abraham Anapolsky
2020Nature Reviews Materials216 citations
Semantic Scholar
High-throughput computational design of cathode coatings for Li-ion batteries
M. Aykol, Soo Kim, Vinay I. Hegde, David H. Snydacker +5 more
2016Nature Communications188 citations Open access
Semantic Scholar
Active learning for accelerated design of layered materials
Lindsay Bassman, P. Rajak, R. Kalia, Aiichiro Nakano +7 more
2018npj Computational Materials166 citations Open access
Semantic Scholar
Principles of the Battery Data Genome
Logan T. Ward, S. Babinec, Eric J. Dufek, David A. Howey +24 more
2021Joule129 citations Open access
Semantic Scholar
Active Learning Accelerated Discovery of Stable Iridium Oxide Polymorphs for the Oxygen Evolution Reaction
Raul A. Flores, Christopher Paolucci, K. Winther, Ankit Jain +6 more
2020Chemistry of Materials118 citations Open access
Semantic Scholar
van der Waals Interactions in Layered Lithium Cobalt Oxides
M. Aykol, Soo Kim, C. Wolverton
2015118 citations Open access
Semantic Scholar
Controlling the intercalation chemistry to design high-performance dual-salt hybrid rechargeable batteries.
Jae-Hyun Cho, M. Aykol, S. Kim, Jung-Hoon Ha +4 more
2014Journal of the American Chemical Society114 citations Open access
Semantic Scholar
Rational Solid-State Synthesis Routes for Inorganic Materials.
M. Aykol, Joseph H. Montoya, J. Hummelshøj
2021Journal of the American Chemical Society112 citations Open access
Semantic Scholar
Benchmarking the acceleration of materials discovery by sequential learning
Brian A. Rohr, H. Stein, D. Guevarra, Yu Wang +4 more
2019Chemical Science108 citations Open access
Semantic Scholar
The lithiation process and Li diffusion in amorphous SiO2 and Si from first-principles
E. Sivonxay, M. Aykol, K. Persson
2020Electrochimica Acta107 citations Open access
Semantic Scholar
Thermodynamic Aspects of Cathode Coatings for Lithium‐Ion Batteries
M. Aykol, S. Kirklin, C. Wolverton
2014107 citations
Semantic Scholar
High-Throughput Study of Lattice Thermal Conductivity in Binary Rocksalt and Zinc Blende Compounds Including Higher-Order Anharmonicity
Yi Xia, Vinay I. Hegde, K. Pal, X. Hua +5 more
2020104 citations Open access
Semantic Scholar
Network analysis of synthesizable materials discovery
M. Aykol, Vinay I. Hegde, Linda Hung, S. Suram +3 more
2018Nature Communications104 citations Open access
Semantic Scholar
Local environment dependent GGA + U method for accurate thermochemistry of transition metal compounds
M. Aykol, C. Wolverton
2014103 citations
Semantic Scholar
Benchmarking Coordination Number Prediction Algorithms on Inorganic Crystal Structures.
Hillary Pan, A. Ganose, M. Horton, M. Aykol +3 more
2020Inorganic Chemistry101 citations Open access
Semantic Scholar
Machine learning–accelerated design and synthesis of polyelemental heterostructures
Carolin B. Wahl, M. Aykol, Jordan H. Swisher, Joseph H. Montoya +2 more
2021Science Advances93 citations Open access
Semantic Scholar
Suppressing Manganese Dissolution from Lithium Manganese Oxide Spinel Cathodes with Single‐Layer Graphene
Laila Jaber-Ansari, Kanan P. Puntambekar, Soo Kim, M. Aykol +12 more
201588 citations
Semantic Scholar
Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD)
J. Saal, S. Kirklin, M. Aykol, B. Meredig +1 more
2013JOM85 citations
Semantic Scholar
Autonomous intelligent agents for accelerated materials discovery
Joseph H. Montoya, K. Winther, Raul A. Flores, T. Bligaard +2 more
2020Chemical Science72 citations Open access
Semantic Scholar
Alleviating oxygen evolution from Li-excess oxide materials through theory-guided surface protection
Yong-Woo Shin, Wang-Hay Kan, M. Aykol, Joseph K. Papp +3 more
2018Nature Communications68 citations Open access
Semantic Scholar
Material design of high-capacity Li-rich layered-oxide electrodes: Li2MnO3 and beyond
Soo Kim, M. Aykol, Vinay I. Hegde, Zhi Lu +4 more
201765 citations Open access
Semantic Scholar
Surface phase diagram and stability of (001) and (111) LiM n 2 O 4 spinel oxides
Soo Kim, M. Aykol, C. Wolverton
201563 citations
Semantic Scholar
Revealing the Conversion Mechanism of Transition Metal Oxide Electrodes during Lithiation from First-Principles
Zhen-Peng Yao, Soo Kim, M. Aykol, Qianqian Li +3 more
201762 citations
Semantic Scholar
Oxidation Protection with Amorphous Surface Oxides: Thermodynamic Insights from Ab Initio Simulations on Aluminum.
M. Aykol, K. Persson
2018ACS Applied Materials and Interfaces57 citations
Semantic Scholar
Nano-scale phase separation in amorphous Fe-B alloys : Atomic and cluster ordering
M. Aykol, A. Mekhrabov, M. Akdeniz
200957 citations Open access
Semantic Scholar
BEEP: A Python library for Battery Evaluation and Early Prediction
Patrick K. Herring, C. Gopal, M. Aykol, Joseph H. Montoya +13 more
2020SoftwareX50 citations Open access
Semantic Scholar
Toward autonomous materials research: Recent progress and future challenges
Joseph H. Montoya, M. Aykol, Abraham Anapolsky, C. Gopal +10 more
2022Applied Physics Reviews48 citations
Semantic Scholar
Reflections on one million compounds in the open quantum materials database (OQMD)
Jia-Hong Shen, Sean D. Griesemer, Abhijith M. Gopakumar, B. Baldassarri +4 more
2022Journal of Physics Materials46 citations Open access
Semantic Scholar
CURIE: Evaluating LLMs On Multitask Scientific Long Context Understanding and Reasoning
Hao Cui, Zahra Shamsi, Gowoon Cheon, Xuejian Ma +30 more
2025International Conference on Learning Representations42 citations
Semantic Scholar
Nanoclay assisted strengthening of the fiber/matrix interface in functionally filled polyamide 6 composites
N. A. Isitman, M. Aykol, C. Kaynak
201042 citations Open access
Semantic Scholar
Computational Discovery of Li–M–O Ion Exchange Materials for Lithium Extraction from Brines
David H. Snydacker, Vinay I. Hegde, M. Aykol, C. Wolverton
2018Chemistry of Materials40 citations
Semantic Scholar
The phase stability network of all inorganic materials
Vinay I. Hegde, M. Aykol, S. Kirklin, C. Wolverton
2018Science Advances35 citations Open access
Semantic Scholar
Strategies for accelerating the adoption of materials informatics
Logan T. Ward, M. Aykol, B. Blaiszik, Ian T. Foster +3 more
2018MRS bulletin33 citations
Semantic Scholar
Solidification behavior, glass forming ability and thermal characteristics of soft magnetic Fe–Co–B–Si–Nb–Cu bulk amorphous alloys
M. Aykol, M. Akdeniz, A. Mekhrabov
201133 citations Open access
Semantic Scholar
Agents for sequential learning using multiple-fidelity data
Aini Palizhati, S. Torrisi, M. Aykol, S. Suram +2 more
2022Scientific Reports31 citations Open access
Semantic Scholar
Reaction thermochemistry of metal sulfides with GGA and GGA +U calculations
Yu Yang, M. Aykol, C. Wolverton
201530 citations
Semantic Scholar
The Materials Research Platform: Defining the Requirements from User Stories
M. Aykol, J. Hummelshøj, Abraham Anapolsky, Koutarou Aoyagi +40 more
2019Matter26 citations Open access
Semantic Scholar
Layered-Layered-Spinel Cathode Materials Prepared by a High-Energy Ball-Milling Process for Lithium-ion Batteries.
S. Kim, Jae-Kyo Noh, M. Aykol, Zhi Lu +6 more
2016ACS Applied Materials and Interfaces24 citations
Semantic Scholar
Effect of (Mo, W) substitution for Nb on glass forming ability and magnetic properties of Fe–Co-based bulk amorphous alloys fabricated by centrifugal casting
I. Kucuk, M. Aykol, O. Uzun, M. Yildirim +6 more
201124 citations Open access
Semantic Scholar
Interactions at fiber/matrix interface in short fiber reinforced amorphous thermoplastic composites modified with micro- and nano-fillers
N. A. Isitman, M. Aykol, C. Kaynak
2011Journal of Materials Science24 citations Open access
Semantic Scholar

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Vinay I. Hegde×7

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