Rational Design of Soft Hierarchical Materials with Responsive Functionalities: Machine learning Soft Matter to create Soft Machines

Información del proyecto

SoftML

Identificador del acuerdo de subvención: 884902

DOI

10.3030/884902

Fecha de la firma de la CE 12 Mayo 2020

Fecha de inicio 1 Enero 2021

Fecha de finalización 30 Junio 2026

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 2 499 918,75

Aportación de la UE

€ 2 499 918,75

Coordinado por

UNIVERSITEIT UTRECHT
Netherlands

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Peer reviewed articles (18)

Kinetic Phase Diagram for Nucleation and Growth of Competing Crystal Polymorphs in Charged Colloids

Autores: Gispen, Willem; Dijkstra, Marjolein; Sub Soft Condensed Matter; Soft Condensed Matter and Biophysics
Publicado en: Physical Review Letters, Edición 1, 2022, ISSN 0031-9007
Editor: American Physical Society
DOI: 10.1103/physrevlett.129.098002

Intelligent soft matter: towards embodied intelligence

Autores: Vladimir A. Baulin, Achille Giacometti, Dmitry A. Fedosov, Stephen Ebbens, Nydia R. Varela-Rosales, Neus Feliu, Mithun Chowdhury, Minghan Hu, Rudolf Füchslin, Marjolein Dijkstra, Matan Mussel, René van Roij, Dong Xie, Vassil Tzanov, Mengjie Zu, Samuel Hidalgo-Caballero, Ye Yuan, Luca Cocconi, Cheol-Min Ghim, Cécile Cottin-Bizonne, M. Carmen Miguel, Maria Jose Esplandiu, Juliane Simmchen, Wolfga
Publicado en: Soft Matter, Edición 21, 2025, Página(s) 4129-4145, ISSN 1744-683X
Editor: Royal Society of Chemistry
DOI: 10.1039/d5sm00174a

Kinetic phase diagram for two-step nucleation in colloid–polymer mixtures

Autores: Willem Gispen, Peter G. Bolhuis, Marjolein Dijkstra
Publicado en: The Journal of Chemical Physics, Edición 162, 2025, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.1063/5.0251560

Flexible Colloidal Molecules with Directional Bonds and Controlled Flexibility

Autores: Yogesh Shelke, Fabrizio Camerin, Susana Marín-Aguilar, Ruben W. Verweij, Marjolein Dijkstra, and Daniela J. Kraft
Publicado en: ACS Nano, 2023, ISSN 1936-0851
Editor: American Chemical Society
DOI: 10.1021/acsnano.3c00751

Real-Time In Situ Observation of CsPbBr3 Perovskite Nanoplatelets Transforming into Nanosheets

Autores: Aarya Prabhakaran, Zhiya Dang, Rohan Dhall, Fabrizio Camerin, Susana Marín-Aguilar, Balaji Dhanabalan, Andrea Castelli, Rosaria Brescia, Liberato Manna, Marjolein Dijkstra, Milena P Arciniegas
Publicado en: ACS Nano, 2023, ISSN 1936-0851
Editor: American Chemical Society
DOI: 10.1021/acsnano.3c02477

Steering self-organisation through confinement

Autores: Araújo, Nuno A.M.; Janssen, Liesbeth M.C.; Barois, Thomas; Boffetta, Guido; Cohen, Itai; Corbetta, Alessandro; Dauchot, Olivier; Dijkstra, Marjolein; Durham, William M.; Dussutour, Audrey; Garnier, Simon; Gelderblom, Hanneke; Golestanian, Ramin; Isa, Lucio; Koenderink, Gijsje H.; Löwen, Hartmut; Metzler, Ralf; Polin, Marco; Royall, C. Patrick; Šarić, Anđela; Sengupta, Anupam; Sykes, Cécile;
Publicado en: Soft Matter, Edición 7, 2023, ISSN 1744-683X
Editor: Royal Society of Chemistry
DOI: 10.1039/d2sm01562e

Modeling the cholesteric pitch of apolar cellulose nanocrystal suspensions using a chiral hard-bundle model

Autores: Chiappini, Massimiliano; Dussi, Simone; Frka-Petesic, Bruno; Vignolini, Silvia; Dijkstra, Marjolein; Sub Soft Condensed Matter; Soft Condensed Matter and Biophysics
Publicado en: Journal of Chemical Physics, Edición 2, 2022, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.1063/5.0076123

Structural diversity in three-dimensional self-assembly of nanoplatelets by spherical confinement

Autores: Da Wang, Michiel Hermes, Stan Najmr, Nikos Tasios, Albert Grau-Carbonell, Yang Liu, Sara Bals, Marjolein Dijkstra, Christopher B Murray, Alfons van Blaaderen
Publicado en: Nature Communications, 2022, ISSN 2041-1723
Editor: Nature Publishing Group
DOI: 10.1038/s41467-022-33616-y

From predictive modelling to machine learning and reverse engineering of colloidal self-assembly.

Autores: Dijkstra, Marjolein; Luijten, Erik; Sub Soft Condensed Matter; Soft Condensed Matter and Biophysics
Publicado en: Nature Materials, Edición 1, 2021, ISSN 1476-1122
Editor: Nature Publishing Group
DOI: 10.1038/s41563-021-01014-2

Curvature-directed anchoring and defect structure of colloidal smectic liquid crystals in confinement

Autores: Ethan I L Jull, Gerardo Campos-Villalobos, Qianjing Tang, Marjolein Dijkstra, Lisa Tran
Publicado en: PNAS Nexus, Edición 3, 2024, Página(s) 470, ISSN 2752-6542
Editor: Oxford University Press (OUP)
DOI: 10.1093/pnasnexus/pgae470

Machine learning many-body potentials for colloidal systems

Autores: Gerardo Campos-Villalobosa), Emanuele Boattini, Laura Filion, Marjolein Dijkstrab
Publicado en: The Journal of Chemical Physics, 2021, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.1063/5.0063377

Crystal Polymorph Selection Mechanism of Hard Spheres Hidden in the Fluid

Autores: Willem Gispen; Gabriele M. Coli; Robin van Damme; C. Patrick Royall; Marjolein Dijkstra
Publicado en: ACS Nano, Edición 3, 2023, ISSN 1936-0851
Editor: American Chemical Society
DOI: 10.1021/acsnano.3c02182

Splay-bend nematic phases of bent colloidal silica rods induced by polydispersity

Autores: Ramakrishna Kotni, Albert Grau-Carbonell, Massimiliano Chiappini, Marjolein Dijkstra & Alfons van Blaaderen
Publicado en: Nature Communications, 2022, ISSN 2041-1723
Editor: Nature Publishing Group
DOI: 10.1038/s41467-022-34658-y

Machine-learning effective many-body potentials for anisotropic particles using orientation-dependent symmetry functions

Autores: Campos-Villalobos, Gerardo; Giunta, Giuliana; Marín-Aguilar, Susana; Dijkstra, Marjolein; Sub Soft Condensed Matter; Soft Condensed Matter and Biophysics
Publicado en: Journal of Chemical Physics, Edición 4, 2022, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.48550/arxiv.2207.06065

Exploiting anisotropic particle shape to electrostatically assemble colloidal molecules with high yield and purity

Autores: Shelke, Yogesh; Marín-Aguilar, Susana; Camerin, Fabrizio; Dijkstra, Marjolein; Kraft, Daniela J.; Sub Soft Condensed Matter; Sub Physical and Colloid Chemistry; Soft Condensed Matter and Biophysics
Publicado en: Journal of Colloid and Interface Science, 629(part A), 322 - 333, Edición 5, 2023, ISSN 1095-7103
Editor: 2023
DOI: 10.1016/j.jcis.2022.08.158

Dynamics of supercooled liquids from static averaged quantities using machine learning

Autores: Simone Ciarella, Massimiliano Chiappini, Emanuele Boattini, Marjolein Dijkstra, Liesbeth MC Janssen
Publicado en: Machine Learning: Science and Technology, 2023, ISSN 2632-2153
Editor: IOP
DOI: 10.1088/2632-2153/acc7e1

Shape-induced crystallization of binary DNA-functionalized nanocubes

Autores: Y Zhang, G Giunta, H Liang, M Dijkstra
Publicado en: Journal of Chemical Physics, 2023, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.1063/5.0148139

Guiding the self-assembly of colloidal diamond

Autores: Marín-Aguilar, Susana; Camerin, Fabrizio; Dijkstra, Marjolein; Sub Soft Condensed Matter; Soft Condensed Matter and Biophysics
Publicado en: Journal of Chemical Physics, Edición 2, 2022, ISSN 0021-9606
Editor: American Institute of Physics
DOI: 10.1063/5.0109377