DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: New frontiers for the materials genome initiative

Abstract

The Materials Genome Initiative (MGI) advanced a new paradigm for materials discovery and design, namely that the pace of new materials deployment could be accelerated through complementary efforts in theory, computation, and experiment. Along with numerous successes, new challenges are inviting researchers to refocus the efforts and approaches that were originally inspired by the MGI. In May 2017, the National Science Foundation sponsored the workshop “Advancing and Accelerating Materials Innovation Through the Synergistic Interaction among Computation, Experiment, and Theory: Opening New Frontiers” to review accomplishments that emerged from investments in science and infrastructure under the MGI, identify scientific opportunities in this new environment, examine how to effectively utilize new materials innovation infrastructure, and discuss challenges in achieving accelerated materials research through the seamless integration of experiment, computation, and theory. This article summarizes key findings from the workshop and provides perspectives that aim to guide the direction of future materials research and its translation into societal impacts.

Authors:
 [1];  [1];  [1];  [2];  [3]; ORCiD logo [4];  [4];  [5];  [6];  [7];  [3];  [2];  [8];  [9];  [10];  [11]; ORCiD logo [12];  [13];  [14];  [12] more »;  [15];  [6];  [16]; ORCiD logo [17] « less
  1. Univ. of Chicago, IL (United States). Inst. for Molecular Engineering
  2. Pennsylvania State Univ., University Park, PA (United States). Dept. of Materials Science
  3. Univ. of California, Berkeley, CA (United States). Dept. of Physics
  4. Univ. of Wisconsin, Madison, WI (United States). Dept. of Materials Science and Engineering
  5. Univ. of California, Santa Barbara, CA (United States). Dept. of Materials
  6. Cornell Univ., Ithaca, NY (United States). Dept. of Materials Science and Engineering
  7. Colorado School of Mines, Golden, CO (United States). Dept. of Physics
  8. Materials Measurement Lab., National Institute of Standards and Technology (NIST), Gaithersburg, MD (United States)
  9. Univ. of Texas, Austin, TX (United States). Dept. of Physics
  10. Univ. of Massachusetts, Amherst, MA (United States). Dept. of Polymer Science and Engineering
  11. Univ. Catholique de Louvain, Louvain-la-Neuve (Belgium). Inst. of Condensed Matter and Nanosciences
  12. Univ. of Maryland, College Park, MD (United States). Dept. of Materials Science and Engineering
  13. Univ. at Buffalo, NY (United States). Dept. of Materials Design
  14. Stanford Univ., CA (United States). Dept. of Materials Science
  15. Colorado School of Mines, Golden, CO (United States). Dept. of Metallurgical and Materials Engineering
  16. Univ. of Michigan, Ann Arbor, MI (United States). Dept. of Materials Science and Engineering
  17. The Ohio State Univ., Columbus, OH (United States). Dept. of Materials Science and Engineering
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1559265
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
npj Computational Materials
Additional Journal Information:
Journal Volume: 5; Journal Issue: 1; Journal ID: ISSN 2057-3960
Publisher:
Nature Publishing Group
Country of Publication:
United States
Language:
English
Subject:
36 MATERIALS SCIENCE

Citation Formats

de Pablo, Juan J., Jackson, Nicholas E., Webb, Michael A., Chen, Long-Qing, Moore, Joel E., Morgan, Dane, Jacobs, Ryan, Pollock, Tresa, Schlom, Darrell G., Toberer, Eric S., Analytis, James, Dabo, Ismaila, DeLongchamp, Dean M., Fiete, Gregory A., Grason, Gregory M., Hautier, Geoffroy, Mo, Yifei, Rajan, Krishna, Reed, Evan J., Rodriguez, Efrain, Stevanovic, Vladan, Suntivich, Jin, Thornton, Katsuyo, and Zhao, Ji-Cheng. New frontiers for the materials genome initiative. United States: N. p., 2019. Web. doi:10.1038/s41524-019-0173-4.
de Pablo, Juan J., Jackson, Nicholas E., Webb, Michael A., Chen, Long-Qing, Moore, Joel E., Morgan, Dane, Jacobs, Ryan, Pollock, Tresa, Schlom, Darrell G., Toberer, Eric S., Analytis, James, Dabo, Ismaila, DeLongchamp, Dean M., Fiete, Gregory A., Grason, Gregory M., Hautier, Geoffroy, Mo, Yifei, Rajan, Krishna, Reed, Evan J., Rodriguez, Efrain, Stevanovic, Vladan, Suntivich, Jin, Thornton, Katsuyo, & Zhao, Ji-Cheng. New frontiers for the materials genome initiative. United States. https://doi.org/10.1038/s41524-019-0173-4
de Pablo, Juan J., Jackson, Nicholas E., Webb, Michael A., Chen, Long-Qing, Moore, Joel E., Morgan, Dane, Jacobs, Ryan, Pollock, Tresa, Schlom, Darrell G., Toberer, Eric S., Analytis, James, Dabo, Ismaila, DeLongchamp, Dean M., Fiete, Gregory A., Grason, Gregory M., Hautier, Geoffroy, Mo, Yifei, Rajan, Krishna, Reed, Evan J., Rodriguez, Efrain, Stevanovic, Vladan, Suntivich, Jin, Thornton, Katsuyo, and Zhao, Ji-Cheng. Fri . "New frontiers for the materials genome initiative". United States. https://doi.org/10.1038/s41524-019-0173-4. https://www.osti.gov/servlets/purl/1559265.
@article{osti_1559265,
title = {New frontiers for the materials genome initiative},
author = {de Pablo, Juan J. and Jackson, Nicholas E. and Webb, Michael A. and Chen, Long-Qing and Moore, Joel E. and Morgan, Dane and Jacobs, Ryan and Pollock, Tresa and Schlom, Darrell G. and Toberer, Eric S. and Analytis, James and Dabo, Ismaila and DeLongchamp, Dean M. and Fiete, Gregory A. and Grason, Gregory M. and Hautier, Geoffroy and Mo, Yifei and Rajan, Krishna and Reed, Evan J. and Rodriguez, Efrain and Stevanovic, Vladan and Suntivich, Jin and Thornton, Katsuyo and Zhao, Ji-Cheng},
abstractNote = {The Materials Genome Initiative (MGI) advanced a new paradigm for materials discovery and design, namely that the pace of new materials deployment could be accelerated through complementary efforts in theory, computation, and experiment. Along with numerous successes, new challenges are inviting researchers to refocus the efforts and approaches that were originally inspired by the MGI. In May 2017, the National Science Foundation sponsored the workshop “Advancing and Accelerating Materials Innovation Through the Synergistic Interaction among Computation, Experiment, and Theory: Opening New Frontiers” to review accomplishments that emerged from investments in science and infrastructure under the MGI, identify scientific opportunities in this new environment, examine how to effectively utilize new materials innovation infrastructure, and discuss challenges in achieving accelerated materials research through the seamless integration of experiment, computation, and theory. This article summarizes key findings from the workshop and provides perspectives that aim to guide the direction of future materials research and its translation into societal impacts.},
doi = {10.1038/s41524-019-0173-4},
journal = {npj Computational Materials},
number = 1,
volume = 5,
place = {United States},
year = {Fri Apr 05 00:00:00 EDT 2019},
month = {Fri Apr 05 00:00:00 EDT 2019}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 207 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Mesoscale molecular network formation in amorphous organic materials
journal, June 2014

  • Savoie, B. M.; Kohlstedt, K. L.; Jackson, N. E.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 28
  • DOI: 10.1073/pnas.1409514111

Folding DNA into Twisted and Curved Nanoscale Shapes
journal, August 2009


Computational predictions of energy materials using density functional theory
journal, January 2016


Elastic strain engineering of ferroic oxides
journal, February 2014

  • Schlom, Darrell G.; Chen, Long-Qing; Fennie, Craig J.
  • MRS Bulletin, Vol. 39, Issue 2
  • DOI: 10.1557/mrs.2014.1

Gel phase formation in dilute triblock copolyelectrolyte complexes
journal, February 2017

  • Srivastava, Samanvaya; Andreev, Marat; Levi, Adam E.
  • Nature Communications, Vol. 8, Issue 1
  • DOI: 10.1038/ncomms14131

Identifying Structural Flow Defects in Disordered Solids Using Machine-Learning Methods
journal, March 2015


Controlling an organic synthesis robot with machine learning to search for new reactivity
journal, July 2018


Mass-selected nanoparticles of PtxY as model catalysts for oxygen electroreduction
journal, July 2014

  • Hernandez-Fernandez, Patricia; Masini, Federico; McCarthy, David N.
  • Nature Chemistry, Vol. 6, Issue 8
  • DOI: 10.1038/nchem.2001

Understanding the Microstructure and Properties of Components Fabricated by Laser Engineered Net Shaping (LENS)
journal, January 2000

  • Griffith, M. L.; Ensz, M. T.; Puskar, J. D.
  • MRS Proceedings, Vol. 625
  • DOI: 10.1557/PROC-625-9

Optimizing Ion Transport in Polyether-Based Electrolytes for Lithium Batteries
journal, April 2018


Linear topology in amorphous metal oxide electrochromic networks obtained via low-temperature solution processing
journal, August 2016

  • Llordés, Anna; Wang, Yang; Fernandez-Martinez, Alejandro
  • Nature Materials, Vol. 15, Issue 12
  • DOI: 10.1038/nmat4734

Alloy catalysts designed from first principles
journal, October 2004

  • Greeley, Jeff; Mavrikakis, Manos
  • Nature Materials, Vol. 3, Issue 11
  • DOI: 10.1038/nmat1223

The frontiers and the challenges
journal, March 2016


Shape Memory Alloy (SMA)-Based Microscale Actuators with 60% Deformation Rate and 1.6 kHz Actuation Speed
journal, May 2018


Designing a New Material World
journal, May 2000


Using origami design principles to fold reprogrammable mechanical metamaterials
journal, August 2014


New design paradigm for heterogeneous catalysts
journal, April 2015

  • Vojvodic, Aleksandra; Nørskov, Jens K.
  • National Science Review, Vol. 2, Issue 2
  • DOI: 10.1093/nsr/nwv023

Applications of high throughput (combinatorial) methodologies to electronic, magnetic, optical, and energy-related materials
journal, June 2013

  • Green, Martin L.; Takeuchi, Ichiro; Hattrick-Simpers, Jason R.
  • Journal of Applied Physics, Vol. 113, Issue 23
  • DOI: 10.1063/1.4803530

Topological Mechanics of Origami and Kirigami
journal, March 2016


Combinatorial Optimization of Heterogeneous Catalysts Used in the Growth of Carbon Nanotubes
journal, January 2001

  • Cassell, Alan M.; Verma, Sunita; Delzeit, Lance
  • Langmuir, Vol. 17, Issue 2
  • DOI: 10.1021/la001273a

Tunable molecular orientation and elevated thermal stability of vapor-deposited organic semiconductors
journal, March 2015

  • Dalal, Shakeel S.; Walters, Diane M.; Lyubimov, Ivan
  • Proceedings of the National Academy of Sciences, Vol. 112, Issue 14
  • DOI: 10.1073/pnas.1421042112

Chemically Specific Dynamic Bond Percolation Model for Ion Transport in Polymer Electrolytes
journal, September 2015


Ultralight Metallic Microlattices
journal, November 2011


Mesoscopic Features of Charge Generation in Organic Semiconductors
journal, July 2014

  • Savoie, Brett M.; Jackson, Nicholas E.; Chen, Lin X.
  • Accounts of Chemical Research, Vol. 47, Issue 11
  • DOI: 10.1021/ar5000852

A Combinatorial Approach for Structural Materials
journal, March 2001


A computer vision approach for automated analysis and classification of microstructural image data
journal, December 2015


Morphology, microstructure, and hardness of titanium (Ti-6Al-4V) blocks deposited by wire-feed additive layer manufacturing (ALM)
journal, January 2012

  • Brandl, Erhard; Schoberth, Achim; Leyens, Christoph
  • Materials Science and Engineering: A, Vol. 532
  • DOI: 10.1016/j.msea.2011.10.095

Lightweight Mechanical Metamaterials with Tunable Negative Thermal Expansion
journal, October 2016


Core Concept: Topological insulators promise computing advances, insights into matter itself
journal, September 2016


Topological defects in cholesteric liquid crystal shells
journal, January 2016

  • Darmon, Alexandre; Benzaquen, Michael; Čopar, Simon
  • Soft Matter, Vol. 12, Issue 46
  • DOI: 10.1039/C6SM01748G

A Simple Index for Characterizing Charge Transport in Molecular Materials
journal, March 2015

  • Jackson, Nicholas E.; Savoie, Brett M.; Chen, Lin X.
  • The Journal of Physical Chemistry Letters, Vol. 6, Issue 6
  • DOI: 10.1021/acs.jpclett.5b00135

Reproducible, High-Throughput Synthesis of Colloidal Nanocrystals for Optimization in Multidimensional Parameter Space
journal, May 2010

  • Chan, Emory M.; Xu, Chenxu; Mao, Alvin W.
  • Nano Letters, Vol. 10, Issue 5
  • DOI: 10.1021/nl100669s

Enhancing Cation Diffusion and Suppressing Anion Diffusion via Lewis-Acidic Polymer Electrolytes
journal, January 2017

  • Savoie, Brett M.; Webb, Michael A.; Miller, Thomas F.
  • The Journal of Physical Chemistry Letters, Vol. 8, Issue 3
  • DOI: 10.1021/acs.jpclett.6b02662

Research Update: The materials genome initiative: Data sharing and the impact of collaborative ab initio databases
journal, March 2016

  • Jain, Anubhav; Persson, Kristin A.; Ceder, Gerbrand
  • APL Materials, Vol. 4, Issue 5
  • DOI: 10.1063/1.4944683

3D printing of bone substitute implants using calcium phosphate and bioactive glasses
journal, September 2010


Broadly Accessible Self-Consistent Field Theory for Block Polymer Materials Discovery
journal, June 2016


Large-scale screening of hypothetical metal–organic frameworks
journal, November 2011

  • Wilmer, Christopher E.; Leaf, Michael; Lee, Chang Yeon
  • Nature Chemistry, Vol. 4, Issue 2, p. 83-89
  • DOI: 10.1038/nchem.1192

Metal Fabrication by Additive Manufacturing Using Laser and Electron Beam Melting Technologies
journal, January 2012

  • Murr, Lawrence E.; Gaytan, Sara M.; Ramirez, Diana A.
  • Journal of Materials Science & Technology, Vol. 28, Issue 1
  • DOI: 10.1016/S1005-0302(12)60016-4

Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach
journal, August 2016

  • Gómez-Bombarelli, Rafael; Aguilera-Iparraguirre, Jorge; Hirzel, Timothy D.
  • Nature Materials, Vol. 15, Issue 10
  • DOI: 10.1038/nmat4717

Machine Learning Force Fields: Construction, Validation, and Outlook
journal, December 2016


Designing Responsive Buckled Surfaces by Halftone Gel Lithography
journal, March 2012


SynCar:  An Approach to Automated Synthesis
journal, March 2005

  • Weber, Angelika; von Roedern, Erich; Stilz, Hans Ulrich
  • Journal of Combinatorial Chemistry, Vol. 7, Issue 2
  • DOI: 10.1021/cc049838z

Size limits of self-assembled colloidal structures made using specific interactions
journal, October 2014

  • Zeravcic, Zorana; Manoharan, Vinothan N.; Brenner, Michael P.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 45
  • DOI: 10.1073/pnas.1411765111

Orientational anisotropy in simulated vapor-deposited molecular glasses
journal, September 2015

  • Lyubimov, Ivan; Antony, Lucas; Walters, Diane M.
  • The Journal of Chemical Physics, Vol. 143, Issue 9
  • DOI: 10.1063/1.4928523

Chemical Oscillators in Structured Media
journal, December 2011

  • Epstein, Irving R.; Vanag, Vladimir K.; Balazs, Anna C.
  • Accounts of Chemical Research, Vol. 45, Issue 12
  • DOI: 10.1021/ar200251j

Nanograined Half-Heusler Semiconductors as Advanced Thermoelectrics: An Ab Initio High-Throughput Statistical Study
journal, September 2014

  • Carrete, Jesús; Mingo, Natalio; Wang, Shidong
  • Advanced Functional Materials, Vol. 24, Issue 47
  • DOI: 10.1002/adfm.201401201

In silico screening of carbon-capture materials
journal, May 2012

  • Lin, Li-Chiang; Berger, Adam H.; Martin, Richard L.
  • Nature Materials, Vol. 11, Issue 7
  • DOI: 10.1038/nmat3336

A search model for topological insulators with high-throughput robustness descriptors
journal, May 2012

  • Yang, Kesong; Setyawan, Wahyu; Wang, Shidong
  • Nature Materials, Vol. 11, Issue 7
  • DOI: 10.1038/nmat3332

Biomimetic 4D printing
journal, January 2016

  • Sydney Gladman, A.; Matsumoto, Elisabetta A.; Nuzzo, Ralph G.
  • Nature Materials, Vol. 15, Issue 4
  • DOI: 10.1038/nmat4544

Molecular pathways for defect annihilation in directed self-assembly
journal, October 2015

  • Hur, Su-Mi; Thapar, Vikram; Ramírez-Hernández, Abelardo
  • Proceedings of the National Academy of Sciences, Vol. 112, Issue 46
  • DOI: 10.1073/pnas.1508225112

Giant magnetoresistance
journal, March 2013


New Light-Harvesting Materials Using Accurate and Efficient Bandgap Calculations
journal, August 2014

  • Castelli, Ivano E.; Hüser, Falco; Pandey, Mohnish
  • Advanced Energy Materials, Vol. 5, Issue 2
  • DOI: 10.1002/aenm.201400915

Bipolar Electrode Array Embedded in a Polymer Light-Emitting Electrochemical Cell
journal, March 2017

  • Gao, Jun; Chen, Shulun; AlTal, Faleh
  • ACS Applied Materials & Interfaces, Vol. 9, Issue 37
  • DOI: 10.1021/acsami.7b11204

Prediction and accelerated laboratory discovery of previously unknown 18-electron ABX compounds
journal, March 2015

  • Gautier, Romain; Zhang, Xiuwen; Hu, Linhua
  • Nature Chemistry, Vol. 7, Issue 4
  • DOI: 10.1038/nchem.2207

Engineering reaction–diffusion networks with properties of neural tissue
journal, January 2018

  • Litschel, Thomas; Norton, Michael M.; Tserunyan, Vardges
  • Lab on a Chip, Vol. 18, Issue 5
  • DOI: 10.1039/C7LC01187C

Materials for solar fuels and chemicals
journal, December 2016

  • Montoya, Joseph H.; Seitz, Linsey C.; Chakthranont, Pongkarn
  • Nature Materials, Vol. 16, Issue 1
  • DOI: 10.1038/nmat4778

Modelling Chemical Reasoning to Predict and Invent Reactions
journal, January 2017

  • Segler, Marwin H. S.; Waller, Mark P.
  • Chemistry - A European Journal, Vol. 23, Issue 25
  • DOI: 10.1002/chem.201604556

The high-throughput highway to computational materials design
journal, February 2013

  • Curtarolo, Stefano; Hart, Gus L. W.; Nardelli, Marco Buongiorno
  • Nature Materials, Vol. 12, Issue 3
  • DOI: 10.1038/nmat3568

Molecular Dynamics with On-the-Fly Machine Learning of Quantum-Mechanical Forces
journal, March 2015


Reactive combinatorial synthesis and characterization of a gradient Ag–Ti oxide thin film with antibacterial properties
journal, January 2015


Reproducibility in density functional theory calculations of solids
journal, March 2016


Additive manufacturing of Ti–6Al–4V components by shaped metal deposition: Microstructure and mechanical properties
journal, June 2010


Enhancement of thermoelectric properties in the Nb–Co–Sn half-Heusler/Heusler system through spontaneous inclusion of a coherent second phase
journal, August 2016

  • Buffon, Malinda L. C.; Laurita, Geneva; Verma, Nisha
  • Journal of Applied Physics, Vol. 120, Issue 7
  • DOI: 10.1063/1.4961215

Design of Efficient Thermally Activated Delayed Fluorescence Materials for Pure Blue Organic Light Emitting Diodes
journal, August 2012

  • Zhang, Qisheng; Li, Jie; Shizu, Katsuyuki
  • Journal of the American Chemical Society, Vol. 134, Issue 36
  • DOI: 10.1021/ja306538w

A Review of Additive Manufacturing
journal, January 2012

  • Wong, Kaufui V.; Hernandez, Aldo
  • ISRN Mechanical Engineering, Vol. 2012
  • DOI: 10.5402/2012/208760

Accelerating the Design of Functional Glasses through Modeling
journal, June 2016


Three-Dimensional Printing of Elastomeric, Cellular Architectures with Negative Stiffness
journal, May 2014

  • Duoss, Eric B.; Weisgraber, Todd H.; Hearon, Keith
  • Advanced Functional Materials, Vol. 24, Issue 31
  • DOI: 10.1002/adfm.201400451

Phase Behavior and Salt Partitioning in Polyelectrolyte Complex Coacervates
journal, April 2018


The chemomechanical properties of microbial polyhydroxyalkanoates
journal, March 2013


Effect of Frequency, Environment, and Temperature on Fatigue Behavior of E319 Cast-Aluminum Alloy: Small-Crack Propagation
journal, August 2008

  • Zhu, X.; Jones, J. W.; Allison, J. E.
  • Metallurgical and Materials Transactions A, Vol. 39, Issue 11
  • DOI: 10.1007/s11661-008-9630-2

Observation of polar vortices in oxide superlattices
journal, January 2016

  • Yadav, A. K.; Nelson, C. T.; Hsu, S. L.
  • Nature, Vol. 530, Issue 7589
  • DOI: 10.1038/nature16463

Data-Driven Review of Thermoelectric Materials: Performance and Resource Considerations
journal, May 2013

  • Gaultois, Michael W.; Sparks, Taylor D.; Borg, Christopher K. H.
  • Chemistry of Materials, Vol. 25, Issue 15
  • DOI: 10.1021/cm400893e

Age and structure of a model vapour-deposited glass
journal, October 2016

  • Reid, Daniel R.; Lyubimov, Ivan; Ediger, M. D.
  • Nature Communications, Vol. 7, Issue 1
  • DOI: 10.1038/ncomms13062

Orbital Engineering in Symmetry-Breaking Polar Heterostructures
journal, January 2015


Transition from turbulent to coherent flows in confined three-dimensional active fluids
journal, March 2017

  • Wu, Kun-Ta; Hishamunda, Jean Bernard; Chen, Daniel T. N.
  • Science, Vol. 355, Issue 6331
  • DOI: 10.1126/science.aal1979

Three-dimensional Directed Assembly of Block Copolymers together with Two-dimensional Square and Rectangular Nanolithography
journal, July 2011


Identifying Optimal Zeolitic Sorbents for Sweetening of Highly Sour Natural Gas
journal, April 2016

  • Shah, Mansi S.; Tsapatsis, Michael; Siepmann, J. Ilja
  • Angewandte Chemie International Edition, Vol. 55, Issue 20
  • DOI: 10.1002/anie.201600612

Combinatorial synthesis and characterization of magnetic FexAl1−xNyO1−y thin films
journal, July 2008


Commentary: The Materials Project: A materials genome approach to accelerating materials innovation
journal, July 2013

  • Jain, Anubhav; Ong, Shyue Ping; Hautier, Geoffroy
  • APL Materials, Vol. 1, Issue 1
  • DOI: 10.1063/1.4812323

The rise of plastic bioelectronics
journal, December 2016

  • Someya, Takao; Bao, Zhenan; Malliaras, George G.
  • Nature, Vol. 540, Issue 7633
  • DOI: 10.1038/nature21004

Design of Li 1+2x Zn 1−x PS 4 , a new lithium ion conductor
journal, January 2016

  • Richards, William D.; Wang, Yan; Miara, Lincoln J.
  • Energy & Environmental Science, Vol. 9, Issue 10
  • DOI: 10.1039/C6EE02094A

High-Throughput Machine-Learning-Driven Synthesis of Full-Heusler Compounds
journal, October 2016


Fulfilling the promise of the materials genome initiative with high-throughput experimental methodologies
journal, March 2017

  • Green, M. L.; Choi, C. L.; Hattrick-Simpers, J. R.
  • Applied Physics Reviews, Vol. 4, Issue 1
  • DOI: 10.1063/1.4977487

Metal Additive Manufacturing: A Review of Mechanical Properties
journal, July 2016


Perovskites by Design:  A Toolbox of Solid-State Reactions
journal, April 2002

  • Schaak, Raymond E.; Mallouk, Thomas E.
  • Chemistry of Materials, Vol. 14, Issue 4, p. 1455-1471
  • DOI: 10.1021/cm010689m

Machine-learning-assisted materials discovery using failed experiments
journal, May 2016

  • Raccuglia, Paul; Elbert, Katherine C.; Adler, Philip D. F.
  • Nature, Vol. 533, Issue 7601
  • DOI: 10.1038/nature17439

Colloid-in-liquid crystal gels formed via spinodal decomposition
journal, January 2014

  • Bukusoglu, Emre; Pal, Santanu Kumar; de Pablo, Juan J.
  • Soft Matter, Vol. 10, Issue 10
  • DOI: 10.1039/c3sm51877a

Designing allostery-inspired response in mechanical networks
journal, February 2017

  • Rocks, Jason W.; Pashine, Nidhi; Bischofberger, Irmgard
  • Proceedings of the National Academy of Sciences, Vol. 114, Issue 10
  • DOI: 10.1073/pnas.1612139114

A structural approach to relaxation in glassy liquids
journal, February 2016

  • Schoenholz, S. S.; Cubuk, E. D.; Sussman, D. M.
  • Nature Physics, Vol. 12, Issue 5
  • DOI: 10.1038/nphys3644

Large-Scale Refinement of Metal−Organic Framework Structures Using Density Functional Theory
journal, November 2016


Towards efficient data exchange and sharing for big-data driven materials science: metadata and data formats
journal, November 2017

  • Ghiringhelli, Luca M.; Carbogno, Christian; Levchenko, Sergey
  • npj Computational Materials, Vol. 3, Issue 1
  • DOI: 10.1038/s41524-017-0048-5

Auxetic metamaterials from disordered networks
journal, January 2018

  • Reid, Daniel R.; Pashine, Nidhi; Wozniak, Justin M.
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 7
  • DOI: 10.1073/pnas.1717442115

First-principles theory of ionic diffusion with nondilute carriers
journal, October 2001


Lassoing saddle splay and the geometrical control of topological defects
journal, May 2016

  • Tran, Lisa; Lavrentovich, Maxim O.; Beller, Daniel A.
  • Proceedings of the National Academy of Sciences, Vol. 113, Issue 26
  • DOI: 10.1073/pnas.1602703113

Computational high-throughput screening of electrocatalytic materials for hydrogen evolution
journal, October 2006

  • Greeley, Jeff; Jaramillo, Thomas F.; Bonde, Jacob
  • Nature Materials, Vol. 5, Issue 11, p. 909-913
  • DOI: 10.1038/nmat1752

Seven chemical separations to change the world
journal, April 2016

  • Sholl, David S.; Lively, Ryan P.
  • Nature, Vol. 532, Issue 7600
  • DOI: 10.1038/532435a

On the importance of a precise crystal structure for simulating gas adsorption in nanoporous materials
journal, January 2015

  • Lawler, Keith V.; Hulvey, Zeric; Forster, Paul M.
  • Physical Chemistry Chemical Physics, Vol. 17, Issue 29
  • DOI: 10.1039/C5CP01544H

Solar fuels photoanode materials discovery by integrating high-throughput theory and experiment
journal, March 2017

  • Yan, Qimin; Yu, Jie; Suram, Santosh K.
  • Proceedings of the National Academy of Sciences, Vol. 114, Issue 12
  • DOI: 10.1073/pnas.1619940114

Deformation of an amorphous polymer during the fused-filament-fabrication method for additive manufacturing
journal, March 2017

  • McIlroy, Claire; Olmsted, Peter D.
  • Journal of Rheology, Vol. 61, Issue 2
  • DOI: 10.1122/1.4976839

Prediction of Organic Reaction Outcomes Using Machine Learning
journal, April 2017


How To Optimize Materials and Devices via Design of Experiments and Machine Learning: Demonstration Using Organic Photovoltaics
journal, July 2018


Persistent optical gating of a topological insulator
journal, October 2015

  • Yeats, Andrew L.; Pan, Yu; Richardella, Anthony
  • Science Advances, Vol. 1, Issue 9
  • DOI: 10.1126/sciadv.1500640

Large-Scale Quantitative Structure–Property Relationship (QSPR) Analysis of Methane Storage in Metal–Organic Frameworks
journal, April 2013

  • Fernandez, Michael; Woo, Tom K.; Wilmer, Christopher E.
  • The Journal of Physical Chemistry C, Vol. 117, Issue 15
  • DOI: 10.1021/jp4006422

Vitrimers: permanent organic networks with glass-like fluidity
journal, January 2016

  • Denissen, Wim; Winne, Johan M.; Du Prez, Filip E.
  • Chemical Science, Vol. 7, Issue 1
  • DOI: 10.1039/C5SC02223A

Invited review: Modelling of thermodynamics and diffusion in multicomponent systems
journal, April 2009


Combinatorial Screening of Heterogeneous Catalysts in Selective Oxidation of Naphthalene by Laser-Induced Fluorescence Imaging
journal, September 2001

  • Su, Hui; Hou, Yongjin; Houk, Robert S.
  • Analytical Chemistry, Vol. 73, Issue 18
  • DOI: 10.1021/ac015513i

Modelling and simulation of electron beam melting
journal, December 2009


Multivalent ions induce lateral structural inhomogeneities in polyelectrolyte brushes
journal, December 2017


Creation and perturbation of planar networks of chemical oscillators
journal, June 2015

  • Tompkins, Nathan; Cambria, Matthew Carl; Wang, Adam L.
  • Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 25, Issue 6
  • DOI: 10.1063/1.4922056

DREAM.3D: A Digital Representation Environment for the Analysis of Microstructure in 3D
journal, April 2014

  • Groeber, Michael A.; Jackson, Michael A.
  • Integrating Materials and Manufacturing Innovation, Vol. 3, Issue 1
  • DOI: 10.1186/2193-9772-3-5

Molecular dynamics simulations of membrane proteins and their interactions: from nanoscale to mesoscale
journal, October 2016

  • Chavent, Matthieu; Duncan, Anna L.; Sansom, Mark SP
  • Current Opinion in Structural Biology, Vol. 40
  • DOI: 10.1016/j.sbi.2016.06.007

Thermal crumpling of perforated two-dimensional sheets
journal, November 2017


Process Maps for Predicting Residual Stress and Melt Pool Size in the Laser-Based Fabrication of Thin-Walled Structures
journal, March 2006

  • Vasinonta, Aditad; Beuth, Jack L.; Griffith, Michelle
  • Journal of Manufacturing Science and Engineering, Vol. 129, Issue 1
  • DOI: 10.1115/1.2335852

Materials Synthesis Insights from Scientific Literature via Text Extraction and Machine Learning
journal, October 2017


Lattice-free prediction of three-dimensional structure of programmed DNA assemblies
journal, December 2014

  • Pan, Keyao; Kim, Do-Nyun; Zhang, Fei
  • Nature Communications, Vol. 5, Issue 1
  • DOI: 10.1038/ncomms6578

Perspective: Geometrically frustrated assemblies
journal, September 2016

  • Grason, Gregory M.
  • The Journal of Chemical Physics, Vol. 145, Issue 11
  • DOI: 10.1063/1.4962629

Low-temperature fabrication of high-performance metal oxide thin-film electronics via combustion processing
journal, April 2011

  • Kim, Myung-Gil; Kanatzidis, Mercouri G.; Facchetti, Antonio
  • Nature Materials, Vol. 10, Issue 5, p. 382-388
  • DOI: 10.1038/nmat3011

Observation of topological surface state quantum Hall effect in an intrinsic three-dimensional topological insulator
journal, November 2014

  • Xu, Yang; Miotkowski, Ireneusz; Liu, Chang
  • Nature Physics, Vol. 10, Issue 12
  • DOI: 10.1038/nphys3140

A hybrid computational–experimental approach for automated crystal structure solution
journal, November 2012

  • Meredig, Bryce; Wolverton, C.
  • Nature Materials, Vol. 12, Issue 2
  • DOI: 10.1038/nmat3490

Topological mechanics of gyroscopic metamaterials
journal, November 2015

  • Nash, Lisa M.; Kleckner, Dustin; Read, Alismari
  • Proceedings of the National Academy of Sciences, Vol. 112, Issue 47
  • DOI: 10.1073/pnas.1507413112

A remote-controlled adaptive medchem lab: an innovative approach to enable drug discovery in the 21st Century
journal, September 2013


Evolution and Application of an Automated Platform for the Development of Crystallization Processes
journal, July 2013

  • Zhou, George; Moment, Aaron; Yaung, Stephanie
  • Organic Process Research & Development, Vol. 17, Issue 10
  • DOI: 10.1021/op400187h

ChemDataExtractor: A Toolkit for Automated Extraction of Chemical Information from the Scientific Literature
journal, October 2016

  • Swain, Matthew C.; Cole, Jacqueline M.
  • Journal of Chemical Information and Modeling, Vol. 56, Issue 10
  • DOI: 10.1021/acs.jcim.6b00207

Universal Relationship between Conductivity and Solvation-Site Connectivity in Ether-Based Polymer Electrolytes
journal, July 2016


Metal–insulator–semiconductor optoelectronic fibres
journal, October 2004

  • Bayindir, Mehmet; Sorin, Fabien; Abouraddy, Ayman F.
  • Nature, Vol. 431, Issue 7010
  • DOI: 10.1038/nature02937

Metal-organic framework membrane process for high purity CO 2 production
journal, June 2016

  • Rui, Zebao; James, Joshua B.; Kasik, Alexandra
  • AIChE Journal, Vol. 62, Issue 11
  • DOI: 10.1002/aic.15367

High-Pressure Synthesis, Characterization, and Tuning of Solid State Materials
journal, August 1998


A synthetic polymer system with repeatable chemical recyclability
journal, April 2018


Detecting Subtle Vibrations Using Graphene-Based Cellular Elastomers
journal, March 2017

  • Coskun, M. Bulut; Qiu, Ling; Arefin, Md. Shamsul
  • ACS Applied Materials & Interfaces, Vol. 9, Issue 13
  • DOI: 10.1021/acsami.7b01207

Polar metals by geometric design
journal, April 2016


Recent developments in ultrasonic fatigue: Recent Developments in Ultrasonic Fatigue
journal, November 2015

  • Mayer, H.
  • Fatigue & Fracture of Engineering Materials & Structures, Vol. 39, Issue 1
  • DOI: 10.1111/ffe.12365

Nanoporous metal formates for krypton/xenon separation
journal, January 2013

  • Lawler, Keith V.; Hulvey, Zeric; Forster, Paul M.
  • Chemical Communications, Vol. 49, Issue 93, p. 10959-10961
  • DOI: 10.1039/c3cc44374d

Investigation of the benefits of plasma deposition for the additive layer manufacture of Ti–6Al–4V
journal, June 2012


Automated serial sectioning for 3-D analysis of microstructures
journal, July 2006


Unstable fronts and motile structures formed by microrollers
journal, December 2016

  • Driscoll, Michelle; Delmotte, Blaise; Youssef, Mena
  • Nature Physics, Vol. 13, Issue 4
  • DOI: 10.1038/nphys3970

Self-Assembly of Structures with Addressable Complexity
journal, February 2016

  • Jacobs, William M.; Frenkel, Daan
  • Journal of the American Chemical Society, Vol. 138, Issue 8
  • DOI: 10.1021/jacs.5b11918

Design and 3D Printing of Scaffolds and Tissues
journal, June 2015


The FAIR Guiding Principles for scientific data management and stewardship
journal, March 2016

  • Wilkinson, Mark D.; Dumontier, Michel; Aalbersberg, IJsbrand Jan
  • Scientific Data, Vol. 3, Issue 1
  • DOI: 10.1038/sdata.2016.18

High-strength cellular ceramic composites with 3D microarchitecture
journal, February 2014

  • Bauer, J.; Hengsbach, S.; Tesari, I.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 7
  • DOI: 10.1073/pnas.1315147111

Theory of melted flux liquids
journal, May 1989


3D Printing of Scaffolds for Tissue Regeneration Applications
journal, June 2015

  • Do, Anh-Vu; Khorsand, Behnoush; Geary, Sean M.
  • Advanced Healthcare Materials, Vol. 4, Issue 12
  • DOI: 10.1002/adhm.201500168

nanoHUB.org: cloud-based services for nanoscale modeling, simulation, and education
journal, January 2013

  • Madhavan, Krishna; Zentner, Lynn; Farnsworth, Victoria
  • Nanotechnology Reviews, Vol. 2, Issue 1
  • DOI: 10.1515/ntrev-2012-0043

Perspective: Web-based machine learning models for real-time screening of thermoelectric materials properties
journal, May 2016

  • Gaultois, Michael W.; Oliynyk, Anton O.; Mar, Arthur
  • APL Materials, Vol. 4, Issue 5
  • DOI: 10.1063/1.4952607

Derivation of Multiple Covarying Material and Process Parameters Using Physics-Based Modeling of X-ray Data
journal, September 2017


Companies in the cloud: Digitizing lab operations
journal, February 2017


Accelerated Screening of Thermoelectric Materials by First-Principles Computations of Electron-Phonon Scattering
journal, April 2018


Materials for a Non-Steady-State World
journal, March 2016


Machine learning for molecular and materials science
journal, July 2018


Nanoscale structural heterogeneity in Ni-rich half-Heusler TiNiSn
journal, October 2014

  • Douglas, Jason E.; Chater, Philip A.; Brown, Craig M.
  • Journal of Applied Physics, Vol. 116, Issue 16
  • DOI: 10.1063/1.4900497

Stable propagation of mechanical signals in soft media using stored elastic energy
journal, August 2016

  • Raney, Jordan R.; Nadkarni, Neel; Daraio, Chiara
  • Proceedings of the National Academy of Sciences, Vol. 113, Issue 35, p. 9722-9727
  • DOI: 10.1073/pnas.1604838113

Alloys of platinum and early transition metals as oxygen reduction electrocatalysts
journal, September 2009

  • Greeley, J.; Stephens, I. E. L.; Bondarenko, A. S.
  • Nature Chemistry, Vol. 1, Issue 7, p. 552-556
  • DOI: 10.1038/nchem.367

Curvature-Driven, One-Step Assembly of Reconfigurable Smectic Liquid Crystal “Compound Eye” Lenses
journal, May 2015

  • Serra, Francesca; Gharbi, Mohamed A.; Luo, Yimin
  • Advanced Optical Materials, Vol. 3, Issue 9
  • DOI: 10.1002/adom.201500153

High-throughput stochastic tensile performance of additively manufactured stainless steel
journal, March 2017


Alloy design for aircraft engines
journal, July 2016


Hybrid 3D Printing of Soft Electronics
journal, September 2017

  • Valentine, Alexander D.; Busbee, Travis A.; Boley, John William
  • Advanced Materials, Vol. 29, Issue 40
  • DOI: 10.1002/adma.201703817

Characterization of titanium aluminide alloy components fabricated by additive manufacturing using electron beam melting
journal, March 2010


Cornucopia of Nanoscale Ordered Phases in Sphere-Forming Tetrablock Terpolymers
journal, April 2016


Multidimensional hierarchical self-assembly of amphiphilic cylindrical block comicelles
journal, March 2015


A nonconjugated radical polymer glass with high electrical conductivity
journal, March 2018


Big–deep–smart data in imaging for guiding materials design
journal, September 2015

  • Kalinin, Sergei V.; Sumpter, Bobby G.; Archibald, Richard K.
  • Nature Materials, Vol. 14, Issue 10
  • DOI: 10.1038/nmat4395

Organic Synthesis: March of the Machines
journal, January 2015

  • Ley, Steven V.; Fitzpatrick, Daniel E.; Ingham, Richard. J.
  • Angewandte Chemie International Edition, Vol. 54, Issue 11
  • DOI: 10.1002/anie.201410744

Graphene-based bimorphs for micron-sized, autonomous origami machines
journal, January 2018

  • Miskin, Marc Z.; Dorsey, Kyle J.; Bircan, Baris
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 3
  • DOI: 10.1073/pnas.1712889115

Using the dynamic bond to access macroscopically responsive structurally dynamic polymers
journal, December 2010

  • Wojtecki, Rudy J.; Meador, Michael A.; Rowan, Stuart J.
  • Nature Materials, Vol. 10, Issue 1
  • DOI: 10.1038/nmat2891

Elucidating Solvation Structures for Rational Design of Multivalent Electrolytes—A Review
journal, April 2018

  • Rajput, Nav Nidhi; Seguin, Trevor J.; Wood, Brandon M.
  • Topics in Current Chemistry, Vol. 376, Issue 3
  • DOI: 10.1007/s41061-018-0195-2

Next-Generation Force Fields from Symmetry-Adapted Perturbation Theory
journal, May 2016


AiiDA: automated interactive infrastructure and database for computational science
journal, January 2016


A Simple Computational Proxy for Screening Magnetocaloric Compounds
journal, February 2017


High-power all-solid-state batteries using sulfide superionic conductors
journal, March 2016


Machine learning in materials informatics: recent applications and prospects
journal, December 2017

  • Ramprasad, Rampi; Batra, Rohit; Pilania, Ghanshyam
  • npj Computational Materials, Vol. 3, Issue 1
  • DOI: 10.1038/s41524-017-0056-5

Systematic Computational and Experimental Investigation of Lithium-Ion Transport Mechanisms in Polyester-Based Polymer Electrolytes
journal, July 2015


Considerations for choosing and using force fields and interatomic potentials in materials science and engineering
journal, December 2013

  • Becker, Chandler A.; Tavazza, Francesca; Trautt, Zachary T.
  • Current Opinion in Solid State and Materials Science, Vol. 17, Issue 6
  • DOI: 10.1016/j.cossms.2013.10.001

Additive manufacturing of metallic components by selective electron beam melting — a review
journal, March 2016


Graphene kirigami
journal, July 2015

  • Blees, Melina K.; Barnard, Arthur W.; Rose, Peter A.
  • Nature, Vol. 524, Issue 7564
  • DOI: 10.1038/nature14588

Alloys-By-Design: Application to nickel-based single crystal superalloys
journal, November 2009


The metallurgy and processing science of metal additive manufacturing
journal, March 2016


Hybrid Improper Ferroelectricity: A Mechanism for Controllable Polarization-Magnetization Coupling
journal, March 2011


Orientational order of motile defects in active nematics
journal, August 2015

  • DeCamp, Stephen J.; Redner, Gabriel S.; Baskaran, Aparna
  • Nature Materials, Vol. 14, Issue 11
  • DOI: 10.1038/nmat4387

Metal Additive Manufacturing: A Review
journal, April 2014


3D finite element temperature field modelling for direct laser fabrication
journal, October 2008

  • Yang, Jia; Wang, Fude
  • The International Journal of Advanced Manufacturing Technology, Vol. 43, Issue 11-12
  • DOI: 10.1007/s00170-008-1785-x

The Materials Genome Initiative, the interplay of experiment, theory and computation
journal, April 2014

  • de Pablo, Juan J.; Jones, Barbara; Kovacs, Cora Lind
  • Current Opinion in Solid State and Materials Science, Vol. 18, Issue 2
  • DOI: 10.1016/j.cossms.2014.02.003

Learning reduced kinetic Monte Carlo models of complex chemistry from molecular dynamics
journal, January 2017

  • Yang, Qian; Sing-Long, Carlos A.; Reed, Evan J.
  • Chemical Science, Vol. 8, Issue 8
  • DOI: 10.1039/C7SC01052D

Half-Heusler Semiconductors as Piezoelectrics
journal, July 2012


Command of active matter by topological defects and patterns
journal, November 2016


Rapid removal of organic micropollutants from water by a porous β-cyclodextrin polymer
journal, December 2015

  • Alsbaiee, Alaaeddin; Smith, Brian J.; Xiao, Leilei
  • Nature, Vol. 529, Issue 7585
  • DOI: 10.1038/nature16185

Programming colloidal phase transitions with DNA strand displacement
journal, February 2015


Modelling heterogeneous interfaces for solar water splitting
journal, January 2017

  • Pham, Tuan Anh; Ping, Yuan; Galli, Giulia
  • Nature Materials, Vol. 16, Issue 4
  • DOI: 10.1038/nmat4803

Materials for next-generation molecularly selective synthetic membranes
journal, January 2017

  • Koros, William J.; Zhang, Chen
  • Nature Materials, Vol. 16, Issue 3
  • DOI: 10.1038/nmat4805

New Superconducting and Semiconducting Fe-B Compounds Predicted with an Ab Initio Evolutionary Search
journal, November 2010


Charge transport network dynamics in molecular aggregates
journal, July 2016

  • Jackson, Nicholas E.; Chen, Lin X.; Ratner, Mark A.
  • Proceedings of the National Academy of Sciences, Vol. 113, Issue 31
  • DOI: 10.1073/pnas.1601915113

Towards an integrated materials characterization toolbox
journal, June 2011

  • Robertson, Ian M.; Schuh, Christopher A.; Vetrano, John S.
  • Journal of Materials Research, Vol. 26, Issue 11
  • DOI: 10.1557/jmr.2011.41

Designing Polymer Electrolytes for Safe and High Capacity Rechargeable Lithium Batteries
journal, March 2017


Virtual screening of inorganic materials synthesis parameters with deep learning
journal, December 2017


Atomically engineered ferroic layers yield a room-temperature magnetoelectric multiferroic
journal, September 2016

  • Mundy, Julia A.; Brooks, Charles M.; Holtz, Megan E.
  • Nature, Vol. 537, Issue 7621
  • DOI: 10.1038/nature19343

Crystalline liquids: the blue phases
journal, April 1989


Continuous liquid interface production of 3D objects
journal, March 2015


Practical High-Throughput Experimentation for Chemists
journal, May 2017


Combining theory and experiment in electrocatalysis: Insights into materials design
journal, January 2017


Separation of Xylene Isomers through Multiple Metal Site Interactions in Metal–Organic Frameworks
journal, February 2018

  • Gonzalez, Miguel I.; Kapelewski, Matthew T.; Bloch, Eric D.
  • Journal of the American Chemical Society, Vol. 140, Issue 9
  • DOI: 10.1021/jacs.7b13825

Why Are There So Few Perovskite Ferroelectrics?
journal, May 2013

  • Benedek, Nicole A.; Fennie, Craig J.
  • The Journal of Physical Chemistry C, Vol. 117, Issue 26
  • DOI: 10.1021/jp402046t

Automated Confocal Laser Scanning Microscopy and Semiautomated Image Processing for Analysis of Biofilms
journal, November 1998


The chemomechanical properties of microbial polyhydroxyalkanoates
journal, February 2014


ChemDataExtractor: A Toolkit for Automated Extraction of Chemical Information from the Scientific Literature.
text, January 2016

  • Swain, Matthew C.; Cole, Jacqui
  • Apollo - University of Cambridge Repository
  • DOI: 10.17863/cam.10935

Giant magnetoresistance
journal, January 2011


Identifying Optimal Zeolitic Sorbents for Sweetening of Highly Sour Natural Gas
journal, April 2016

  • Shah, Mansi S.; Tsapatsis, Michael; Siepmann, J. Ilja
  • Angewandte Chemie, Vol. 128, Issue 20
  • DOI: 10.1002/ange.201600612

Materials for a Non-Steady-State World
journal, March 2016


The FAIR Guiding Principles for scientific data management and stewardship.
other, January 2016

  • Wilkinson, Mark D.; Dumontier, Michel; Aalbersberg, IJsbrand Jan
  • UNESCO/IOC
  • DOI: 10.25607/obp-800

Half-Heusler semiconductors as piezoelectrics
text, January 2011


Identifying structural flow defects in disordered solids using machine learning methods
text, January 2014


Orientational order of motile defects in active nematics
text, January 2015


AiiDA: Automated Interactive Infrastructure and Database for Computational Science
text, January 2015


Topological mechanics of gyroscopic metamaterials
text, January 2015


Designing allostery-inspired response in mechanical networks
text, January 2016


Transition from turbulent to coherent flows in confined three-dimensional active fluids
text, January 2017


Works referencing / citing this record:

Identification of stable adsorption sites and diffusion paths on nanocluster surfaces: an automated scanning algorithm
journal, October 2019

  • Szilvási, Tibor; Chen, Benjamin W. J.; Mavrikakis, Manos
  • npj Computational Materials, Vol. 5, Issue 1
  • DOI: 10.1038/s41524-019-0240-x

Nanoinformatics, and the big challenges for the science of small things
journal, January 2019

  • Barnard, A. S.; Motevalli, B.; Parker, A. J.
  • Nanoscale, Vol. 11, Issue 41
  • DOI: 10.1039/c9nr05912a

Recent advances in high-throughput superconductivity research
journal, November 2019

  • Yuan, Jie; Stanev, Valentin; Gao, Chen
  • Superconductor Science and Technology, Vol. 32, Issue 12
  • DOI: 10.1088/1361-6668/ab51b1

Computational screening of magnetocaloric alloys
journal, February 2020


Let go of your data
journal, December 2019


Adaptation and Evolution of Biological Materials
journal, July 2019

  • Campbell, Robert A.; Dean, Mason N.
  • Integrative and Comparative Biology, Vol. 59, Issue 6
  • DOI: 10.1093/icb/icz134

Computational screening of magnetocaloric alloys
text, January 2019