Sergi G. Leyva

Computational Physicist & Postdoctoral Researcher

Exploring the complex dynamics of soft matter, active systems, and electrohydrodynamics through computational modeling and theoretical physics. Currently advancing neuromorphic computing and iontronic technologies at Northwestern University.

Position
Postdoctoral Researcher
Institution
Northwestern University
h-index
5 (45 citations)
Publications
10 published

Research Focus

My work focuses on systems where ionic transport, hydrodynamics, and soft-matter organization are deeply intertwined. One major direction concerns electrohydrodynamic ion transport at the nanoscale, where reduced friction and strong confinement give rise to fast, highly correlated ionic flows. I am particularly interested in how active ionic fluxes can couple to electrostatics and hydrodynamics to produce symmetry breaking, autonomous currents, and other emergent behaviors with potential relevance for neuromorphic and iontronic technologies.

In parallel, I investigate oscillatory active media and non-reciprocal soft matter, focusing on how interactions, internal cycles, and symmetry constraints shape collective dynamics. Recent work on self-oscillating colloids has shown how hydrodynamic interactions can generate coupled orientational and temporal order, leading to mixed phase–alignment states and new forms of collective organization.

Together, these efforts aim to build a multiscale understanding of how ionic, mechanical, and hydrodynamic processes can be harnessed to design adaptive, energy-efficient soft materials and functional systems.

Electrohydrodynamic Transport
Nanoscale ionic transport with applications to neuromorphic computing and iontronic technologies
Active Soft Matter
Self-oscillating colloids, synchronization phenomena, and collective dynamics in driven systems
Capillary Phenomena
Imbibition dynamics in lubricant-coated surfaces and microfluidic systems
Computational Methods
Lattice-Boltzmann simulations, DPD methods, and multiscale modeling of complex fluids

Publications

Since my first publication in 2020, my research has received 41 citations with an h-index of 4 according to Web of Science. Below is a selection of peer-reviewed journal articles including recent work published in Nature Communications and preprints currently under review.

2025 • Preprint
S. G. Leyva, Ahis Shreshta, Monica Olvera de la Cruz
Active ionic fluxes induce symmetry breaking in charge-patterned nanochannels
arXiv preprint, under peer review
Preprint
2026
S. G. Leyva, Z. Zhang, M. Olvera de la Cruz, K. J. M. Bishop
Self-oscillating synchronematic colloids
Nature Communications (2026). doi:10.1038/s41467-026-68552-8
2024
T. Curk, S. G. Leyva, I. Pagonabarraga
Discontinuous transition in electrolyte flow through charge-patterned nanochannels
Physical Review Letters, 133(7), 078201
Editor's Suggestion Equal Contribution
2024
D. Boniface, S. G. Leyva, I. Pagonabarraga, P. Tierno
Clustering induces switching between phoretic and osmotic propulsion in active colloidal rafts
Nature Communications, 15(1), 5666
Equal Contribution
2024
S. G. Leyva, I. Pagonabarraga, A. Hernández-Machado, R. Ledesma-Aguilar
Capillary imbibition in lubricant-coated channels
Physical Review Fluids, 9(7), L072002
2024
S. G. Leyva, I. Pagonabarraga
Clogging transition and anomalous transport in driven suspensions in a disordered medium
Physical Review E, 109(1), 014618
2022
G. Junot, S. G. Leyva, C. Pauer, C. Calero, I. Pagonabarraga, T. Liedl, J. Tavacoli, P. Tierno
Friction induces anisotropic propulsion in sliding magnetic microtriangles
Nano Letters, 22(18), 7408–7414
Equal Contribution
2022
S. G. Leyva, R. L. Stoop, I. Pagonabarraga, P. Tierno
Hydrodynamic synchronization and clustering in ratcheting colloidal matter
Science Advances, 8(23), eabo4546
2020
S. G. Leyva, R. L. Stoop, P. Tierno, I. Pagonabarraga
Dynamics and clogging of colloidal monolayers magnetically driven through a heterogeneous landscape
Soft Matter, 16(30), 6985–6992

Education & Experience

June 2024 – Present
Postdoctoral Researcher
Northwestern University, Center for Computation & Theory of Soft Materials
Evanston, Illinois, United States
Working with Prof. Monica Olvera de la Cruz on bio-inspired AI modeling, neuromorphic computing, and active ionic transport systems. Research focuses on electrohydrodynamic phenomena at the nanoscale and their applications to next-generation computing technologies.
September 2019 – June 2024
PhD in Statistical Physics (Cum Laude)
Universitat de Barcelona, Institute of Complex Systems (UBICS)
Barcelona, Spain
Supervisors: Prof. Ignacio Pagonabarraga and Prof. Aurora Hernández-Machado
  • Developed computational models for active soft matter, capillary phenomena, and colloidal dynamics
  • Published 8 peer-reviewed papers in top-tier journals including Science Advances, Physical Review Letters, and Nature Communications
  • Presented research at 9 international conferences across 6 countries
  • Contributed to open-source scientific software (Ludwig project)
May 2023 – July 2023
PhD Research Visit
University of Edinburgh, Institute for Multiscale Thermofluids
Edinburgh, Scotland, United Kingdom
Supervisor: Dr. Rodrigo Ledesma-Aguilar. International research stay as part of the UB International PhD program, focusing on capillary imbibition dynamics in lubricant-coated systems.
September 2018 – September 2019
MSc in Computational Physics
Universitat de Barcelona / Universitat Politècnica de Catalunya
Barcelona, Spain
Specialized in atomistic and multiscale computational modeling in physics. Supervisors: Prof. Ignacio Pagonabarraga and Prof. Pietro Tierno.
September 2014 – September 2018
BSc in Physics
Universitat de Barcelona
Barcelona, Spain
Bachelor Thesis awarded with Honors. Topic: "Electrolytes in the presence of a potential barrier: Diffusio-Osmotic flow." Recognized as the best thesis of the graduating class.

Technical Skills

Programming Languages

Python C C++ Fortran 90

Computational Methods

Lattice-Boltzmann DPD Simulations Monte Carlo Molecular Dynamics Finite Elements

Scientific Computing

NumPy SciPy Pandas Matplotlib HPC

Machine Learning

PyTorch TensorFlow Keras Scikit-learn

Contact

I'm always interested in discussing research collaborations, speaking opportunities, and new projects in computational physics and soft matter.

Location

Evanston, Illinois, United States