Abstract
In the presence of an obstacle, active particles condensate into a surface “wetting” layer due to persistent motion. If the obstacle is asymmetric, a rectification current arises in addition to wetting. Asymmetric geometries are therefore commonly used to concentrate microorganisms like bacteria and sperms. However, most studies neglect the fact that biological active matter is diverse, composed of individuals with distinct self-propulsions. Using simulations, we study a mixture of “fast” and “slow” active Brownian disks in two dimensions interacting with large half-disk obstacles. With this prototypical obstacle geometry, we analyze how the stationary collective behavior depends on the degree of self-propulsion “diversity,” defined as proportional to the difference between the self-propulsion speeds, while keeping the average self-propulsion speed fixed. A wetting layer rich in fast particles arises. The rectification current is amplified by speed diversity due to a superlinear dependence of rectification on self-propulsion speed, which arises from cooperative effects. Thus, the total rectification current cannot be obtained from an effective one-component active fluid with the same average self-propulsion speed, highlighting the importance of considering diversity in active matter.
Graphic abstract
Similar content being viewed by others
Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
The modified WCA potential used here has smooth second derivative, allowing it to be more suitable for (future) theoretical developments. Other repulsive potentials produce similar results.
References
N. Sepúlveda, R. Soto, Wetting transitions displayed by persistent active particles. Phys. Rev. Lett. 119(7), 078001 (2017)
X. Yang, M.L. Manning, M.C. Marchetti, Aggregation and segregation of confined active particles. Soft Matter 10(34), 6477–6484 (2014)
M.E. Cates, J. Tailleur, Motility-induced phase separation. Annu. Rev. Condens. Matter Phys. 6(1), 219–244 (2015)
M. Rojas-Vega, P. Castro, R. Soto, Wetting dynamics by mixtures of fast and slow self-propelled particles. Phys. Rev. E 107, 014608 (2023)
R. Wittmann, J.M. Brader, Active Brownian particles at interfaces: an effective equilibrium approach. EPL (Europhys. Lett.) 114(6), 68004 (2016)
P. Castro, S. Diles, R. Soto, P. Sollich, Active mixtures in a narrow channel: motility diversity changes cluster sizes. Soft Matter 17(8), 2050–2061 (2021)
F. Turci, N.B. Wilding, Wetting transition of active Brownian particles on a thin membrane. Phys. Rev. Lett. 127(23), 238002 (2021)
N. Sepúlveda, R. Soto, Universality of active wetting transitions. Phys. Rev. E 98(5), 052141 (2018)
R. Soto, R. Golestanian, Run-and-tumble dynamics in a crowded environment: persistent exclusion process for swimmers. Phys. Rev. E 89(1), 012706 (2014)
P. Nie, F. Alarcon, I. López-Montero, B. Orgaz, C. Valeriani, M. Pica Ciamarra, In-silico modeling of early-stage biofilm formation. Soft Mater. 19(3), 346–358 (2021)
G. Fausti, E. Tjhung, M. Cates, C. Nardini, Capillary interfacial tension in active phase separation. Phys. Rev. Lett. 127(6), 068001 (2021)
I. Grobas, M. Polin, M. Asally, Swarming bacteria undergo localized dynamic phase transition to form stress-induced biofilms. Elife 10, 62632 (2021)
C.O. Reichhardt, C. Reichhardt, Ratchet effects in active matter systems. Annu. Rev. Condens. Matter Phys. 8, 51–75 (2017)
W. Yan, J.F. Brady, The curved kinetic boundary layer of active matter. Soft Matter 14(2), 279–290 (2018)
P. Reimann, Brownian motors: noisy transport far from equilibrium. Phys. Rep. 361(2–4), 57–265 (2002)
P. Galajda, J. Keymer, P. Chaikin, R. Austin, A wall of funnels concentrates swimming bacteria. J. Bacteriol. 189(23), 8704–8707 (2007)
P.K. Ghosh, V.R. Misko, F. Marchesoni, F. Nori, Self-propelled Janus particles in a ratchet: numerical simulations. Phys. Rev. Lett. 110(26), 268301 (2013)
A. Pototsky, A.M. Hahn, H. Stark, Rectification of self-propelled particles by symmetric barriers. Phys. Rev. E 87(4), 042124 (2013)
J. Stenhammar, R. Wittkowski, D. Marenduzzo, M.E. Cates, Light-induced self-assembly of active rectification devices. Sci. Adv. 2(4), 1501850 (2016)
W.-J. Zhu, T.-C. Li, W.-R. Zhong, B.-Q. Ai, Rectification and separation of mixtures of active and passive particles driven by temperature difference. J. Chem. Phys. 152(18), 184903 (2020)
C.G. Wagner, M.F. Hagan, A. Baskaran, Steady states of active Brownian particles interacting with boundaries. J. Stat. Mech.: Theory Exp. 2022(1), 013208 (2022)
C.G. Wagner, M.F. Hagan, A. Baskaran, Steady-state distributions of ideal active Brownian particles under confinement and forcing. J. Stat. Mech.: Theory Exp. 2017(4), 043203 (2017)
J.-F. Derivaux, R.L. Jack, M.E. Cates, Rectification in a mixture of active and passive particles subject to a ratchet potential. J. Stat. Mech.: Theory Exp. 2022(4), 043203 (2022)
B.-Q. Ai, Ratchet transport powered by chiral active particles. Sci. Rep. 6(1), 1–7 (2016)
S. Savel’ev, F. Marchesoni, F. Nori, Controlling transport in mixtures of interacting particles using Brownian motors. Phys. Rev. Lett. 91(1), 010601 (2003)
S. Savelev, F. Marchesoni, F. Nori, Manipulating small particles in mixtures far from equilibrium. Phys. Rev. Lett. 92(16), 160602 (2004)
A. Guidobaldi, Y. Jeyaram, I. Berdakin, V.V. Moshchalkov, C.A. Condat, V.I. Marconi, L. Giojalas, A.V. Silhanek, Geometrical guidance and trapping transition of human sperm cells. Phys. Rev. E 89(3), 032720 (2014)
F.Q. Potiguar, G. Farias, W. Ferreira, Self-propelled particle transport in regular arrays of rigid asymmetric obstacles. Phys. Rev. E 90(1), 012307 (2014)
E.P. Ipiña, S. Otte, R. Pontier-Bres, D. Czerucka, F. Peruani, Bacteria display optimal transport near surfaces. Nat. Phys. 15(6), 610–615 (2019)
H.C. Berg, E. Coli in Motion (Springer, New York, 2008)
J. Sparacino, G.L. Miño, A.J. Banchio, V. Marconi, Solitary choanoflagellate dynamics and microconfined directed transport. J. Phys. D Appl. Phys. 53(50), 505403 (2020)
I. Berdakin, A.V. Silhanek, H.N.M. Cortéz, V.I. Marconi, C.A. Condat, Quantifying the sorting efficiency of self-propelled run-and-tumble swimmers by geometrical ratchets. Cent. Eur. J. Phys. 11(12), 1653–1661 (2013)
P. Castro, P. Sollich, Phase separation dynamics of polydisperse colloids: a mean-field lattice-gas theory. Phys. Chem. Chem. Phys. 19, 22509–22527 (2017)
P. Castro, P. Sollich, Critical phase behavior in multi-component fluid mixtures: complete scaling analysis. J. Chem. Phys. 149(20), 204902 (2018)
P. Castro, P. Sollich, Phase separation of mixtures after a second quench: composition heterogeneities. Soft Matter 15(45), 9287–9299 (2019)
P.S. Castro Melo, Phase Separation of Polydisperse Fluids (King’s College London, London, 2019)
J. Stenhammar, R. Wittkowski, D. Marenduzzo, M.E. Cates, Activity-induced phase separation and self-assembly in mixtures of active and passive particles. Phys. Rev. Lett. 114(1), 018301 (2015)
N.K. Agrawal, P.S. Mahapatra, Alignment-mediated segregation in an active-passive mixture. Phys. Rev. E 104(4), 044610 (2021)
T. Kolb, D. Klotsa, Active binary mixtures of fast and slow hard spheres. Soft Matter 16(8), 1967–1978 (2020)
C. Hoell, H. Löwen, A.M. Menzel, Multi-species dynamical density functional theory for microswimmers: derivation, orientational ordering, trapping potentials, and shear cells. J. Chem. Phys. 151(6), 064902 (2019)
R. Wittkowski, J. Stenhammar, M.E. Cates, Nonequilibrium dynamics of mixtures of active and passive colloidal particles. New J. Phys. 19(10), 105003 (2017)
S.C. Takatori, J.F. Brady, A theory for the phase behavior of mixtures of active particles. Soft Matter 11(40), 7920–7931 (2015)
A. Grosberg, J.-F. Joanny, Nonequilibrium statistical mechanics of mixtures of particles in contact with different thermostats. Phys. Rev. E 92(3), 032118 (2015)
A. Curatolo, N. Zhou, Y. Zhao, C. Liu, A. Daerr, J. Tailleur, J. Huang, Cooperative pattern formation in multi-component bacterial systems through reciprocal motility regulation. Nat. Phys. 16(11), 1152–1157 (2020)
Y. Wang, Z. Shen, Y. Xia, G. Feng, W. Tian, Phase separation and super diffusion of binary mixtures of active and passive particles. Chin. Phys. B 29(5), 053103 (2020)
B. Meer, V. Prymidis, M. Dijkstra, L. Filion, Predicting the phase behavior of mixtures of active spherical particles. J. Chem. Phys. 152(14), 144901 (2020)
P. Dolai, A. Simha, S. Mishra, Phase separation in binary mixtures of active and passive particles. Soft Matter 14(29), 6137–6145 (2018)
A. Villa-Torrealba, C. Chávez-Raby, P. Castro, R. Soto, Run-and-tumble bacteria slowly approaching the diffusive regime. Phys. Rev. E 101, 062607 (2020)
S. Kumar, J.P. Singh, D. Giri, S. Mishra, Effect of polydispersity on the dynamics of active Brownian particles. Phys. Rev. E 104(2), 024601 (2021)
S. Pattanayak, J.P. Singh, M. Kumar, S. Mishra, Speed inhomogeneity accelerates information transfer in polar flock. Phys. Rev. E 101(5), 052602 (2020)
Semwal, V., Prakash, J., Mishra, S.: Dynamics of active run and tumble and passive particles in binary mixture. arXiv:2112.13015 (2021)
J.P. Singh, S. Mishra, Phase separation in a binary mixture of self-propelled particles with variable speed. Physica A 544, 123530 (2020)
F. Schmid, N. Wilding, Wetting of a symmetrical binary fluid mixture on a wall. Phys. Rev. E 63(3), 031201 (2001)
R. Brito, H. Enríquez, S. Godoy, R. Soto, Segregation induced by inelasticity in a vibrofluidized granular mixture. Phys. Rev. E 77(6), 061301 (2008)
A. Costanzo, J. Elgeti, T. Auth, G. Gompper, M. Ripoll, Motility-sorting of self-propelled particles in microchannels. EPL (Europhys. Lett.) 107(3), 36003 (2014)
E. Mones, A. Czirók, T. Vicsek, Anomalous segregation dynamics of self-propelled particles. New J. Phys. 17(6), 063013 (2015)
S. Mishra, K. Tunstrøm, I.D. Couzin, C. Huepe, Collective dynamics of self-propelled particles with variable speed. Phys. Rev. E 86(1), 011901 (2012)
W.R. DiLuzio, L. Turner, M. Mayer, P. Garstecki, D.B. Weibel, H.C. Berg, G.M. Whitesides, Escherichia coli swim on the right-hand side. Nature 435(7046), 1271–1274 (2005)
R. Brito, R. Soto, Competition of brazil nut effect, buoyancy, and inelasticity induced segregation in a granular mixture. Eur. Phys. J. Spec. Top. 179(1), 207–219 (2009)
J.-X. Pan, H. Wei, M.-J. Qi, H.-F. Wang, J.-J. Zhang, K. Chen et al., Vortex formation of spherical self-propelled particles around a circular obstacle. Soft Matter 16(23), 5545–5551 (2020)
L. Caprini, U.M.B. Marconi, A. Puglisi, Spontaneous velocity alignment in motility-induced phase separation. Phys. Rev. Lett. 124(7), 078001 (2020)
T. Speck, A. Jayaram, Vorticity determines the force on bodies immersed in active fluids. Phys. Rev. Lett. 126(13), 138002 (2021)
K.W. Desmond, E.R. Weeks, Random close packing of disks and spheres in confined geometries. Phys. Rev. E 80(5), 051305 (2009)
R.C. Maloney, G.-J. Liao, S.H. Klapp, C.K. Hall, Clustering and phase separation in mixtures of dipolar and active particles. Soft Matter 16(15), 3779–3791 (2020)
S. Gokhale, J. Li, A. Solon, J. Gore, N. Fakhri, Dynamic clustering of passive colloids in dense suspensions of motile bacteria. Phys. Rev. E 105(5), 054605 (2022)
Y. Baek, A.P. Solon, X. Xu, N. Nikola, Y. Kafri, Generic long-range interactions between passive bodies in an active fluid. Phys. Rev. Lett. 120(5), 058002 (2018)
T. Faúndez, B. Espinoza, R. Soto, F. Guzmán-Lastra, Microbial adhesion on circular obstacles: an optimization study. Front. Phys. 10, 865937 (2022)
Acknowledgements
MR-V and RS are supported by Fondecyt Grant No. 1220536 and Millennium Science Initiative Program NCN19_170D of ANID, Chile. P.d.C. was supported by Scholarships Nos. 2021/10139-2 and 2022/13872-5 and ICTP-SAIFR Grant No. 2021/14335-0, all granted by São Paulo Research Foundation (FAPESP), Brazil.
Author information
Authors and Affiliations
Contributions
Original conceptualization: PDC; Simulations: MR-V; Formal analysis and investigation: MR-V, PDC and RS; Writing—original draft preparation: MR-V and PDC; Writing—review and editing: MR-V, PDC and RS; Supervision: PDC and RS.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Supplementary Information
Below is the link to the electronic supplementary material.
Supplementary file 1 (mp4 74188 KB)
Supplementary file 2 (mp4 135702 KB)
Supplementary file 3 (mp4 124470 KB)
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Rojas-Vega, M., de Castro, P. & Soto, R. Mixtures of self-propelled particles interacting with asymmetric obstacles. Eur. Phys. J. E 46, 95 (2023). https://doi.org/10.1140/epje/s10189-023-00354-y
Received:
Accepted:
Published:
DOI: https://doi.org/10.1140/epje/s10189-023-00354-y