Abstract
Wetting phenomena are ubiquitous in nature and technology. An accurate control in designing novel self-clean coating material requires a profound understanding of importance of low surface energy materials and surface topography. Computational modelling and simulations play a significant role to gain an in-depth knowledge of wettability phenomena. In this review, the previously attempted theoretical and computational studies employing different polymeric materials are revealed. In particular, authors focus on literature wherein wetting by water droplets, parameters that influence the wetting characteristics, different contact angle (CA) measurement techniques, and wetting of different polymeric materials have been addressed. Recent advancements in construction of different water models, their meticulous simulation, and the application of advanced computational tools have increasingly prompted to realize more realistic substrate-fluid models (polymer-water droplet) deeply. Finally, perspectives on theoretical modelling and simulations in the fields of wettability estimation are presented in the section of concluding remarks and outlook. Overall, this review brings together and highlights the significant advancements that aid in an improved understanding of wettability to enable early-stage researchers to prudently plan, simulate and design novel self-clean coating materials by overcoming limitations related to atomistic/mesoscopic simulations. This improved understanding shall ensure to eliminate the demerits associated with existing manufacturing technologies.
Graphical abstract
It demonstrates the growing demand for the use of MD simulation for the fundamental understandings in the coating field. Source of data: Web of science.
Similar content being viewed by others
Abbreviations
- LAMMPS:
-
Large-scale atomic/molecular massively parallel simulator
- MS:
-
Materials studio
- SPC:
-
Simple point charge
- SPC/E:
-
Simple point charge extended
- TIP3P:
-
Transferable intermolecular potential with 3 points
- TIP4P:
-
Transferable intermolecular potential with 4 points
- CA:
-
Contact angle
- LJ:
-
Lennard–Jones
- OCA:
-
Oil contact angle
- CB:
-
Cassie-Baxter
- PBC:
-
Periodic boundary conditions
- MM:
-
Molecular mechanics
- PVAc:
-
Poly(vinyl acetate)
- PVOH:
-
Poly(vinyl alcohol)
- PVDF:
-
Poly(vinylidene fluoride)
- M w :
-
Molecular weight
- MD:
-
Molecular dynamics
- DFT:
-
Density-functional theory
- VMD:
-
Visual molecular dynamics
- R f :
-
Roughness factor
References
Geoghegan M, Krausch G (2003) Wetting at polymer surfaces and interfaces. Prog Polym Sci 28:261–302. https://doi.org/10.1016/S0079-6700(02)00080-1
Sethi SK, Manik G (2018) Recent progress in super hydrophobic/hydrophilic self-cleaning surfaces for various industrial applications: a review. Polym Plast Technol Eng 57:1932–1952. https://doi.org/10.1080/03602559.2018.1447128
Zeng QH, Yu AB, Lu GQ (2008) Multiscale modeling and simulation of polymer nanocomposites. Prog Polym Sci 33:191–269
Krausch G (1995) Surface induced self assembly in thin polymer films. Mater Sci Eng R 14:5–6. https://doi.org/10.1016/0927-796X(94)00173-1
Muralidharan K, Simmons JH, Deymier PA, Runge K (2005) Molecular dynamics studies of brittle fracture in vitreous silica: review and recent progress. J Non-Crystall Solids 351(18):1532–1542
Groot RD, Warren PB (1998) Dissipative particle dynamics: Bridging the gap between atomistic and mesoscopic simulation. J Chem Phys. https://doi.org/10.1063/1.474784
Gogoi R, Sethi SK, Manik G (2021) Surface functionalization and CNT coating induced improved interfacial interactions of carbon fiber with polypropylene matrix: a molecular dynamics study. Appl Surf Sci. https://doi.org/10.1016/j.apsusc.2020.148162
Saini A, Yadav C, Sethi SK et al (2021) Microdesigned nanocellulose-based flexible antibacterial aerogel architectures impregnated with bioactive cinnamomum cassia. ACS Appl Mater Interfaces 13:4874–4885. https://doi.org/10.1021/acsami.0c20258
Verma A, Parashar A (2018) Reactive force field based atomistic simulations to study fracture toughness of bicrystalline graphene functionalised with oxide groups. Diam Relat Mater 88:193–203. https://doi.org/10.1016/j.diamond.2018.07.014
Verma A, Parashar A, Packirisamy M (2018) Atomistic modeling of graphene/hexagonal boron nitride polymer nanocomposites: a review. WIREs Comput Mol Sci 8:e1346. https://doi.org/10.1002/wcms.1346
Verma A, Kumar R, Parashar A (2019) Enhanced thermal transport across a bi-crystalline graphene-polymer interface: An atomistic approach. Phys Chem Chem Phys 21:6229–6237. https://doi.org/10.1039/c9cp00362b
de Coninck J, Blake TD (2008) Wetting and molecular dynamics simulations of simple liquids. Annu Mater Res. https://doi.org/10.1146/annurev.matsci38060407130339
Paper C, Ac SJE, Ac GV (2007) Simulation of wear processes using molecular dynamics (MD) simulations. https://doi.org/10.13140/2.1.4149.5680
Sharma S, Kumar P, Chandra R (2019) Introduction to molecular dynamics. Mol Dyn Simul Nanocomposites using BIOVIA Mater Stud Lammps Gromacs 23:1–38. https://doi.org/10.1016/B978-0-12-816954-4.00001-2
Lee HC, Son Y, Lee S (2020) Study of compatibility between aliphatic polyketone terpolymer and poly(styrene- r -acrylonitrile). J Appl Polym Sci 137:48743. https://doi.org/10.1002/app.48743
Sethi SK, Soni L, Manik G (2018) Component compatibility study of poly(dimethyl siloxane) with poly(vinyl acetate) of varying hydrolysis content: an atomistic and mesoscale simulation approach. J Mol Liq 272:73–83. https://doi.org/10.1016/J.MOLLIQ.2018.09.048
Kumar N, Manik G (2016) Molecular dynamics simulations of polyvinyl acetate-perfluorooctane based anti-stain coatings. Polymer (Guildf) 100:194–205. https://doi.org/10.1016/j.polymer.2016.08.019
Li K, Gu B (2020) Molecular dynamic simulations investigating the wetting and interfacial properties of acrylonitrile nanodroplets in contact with variously functionalized graphene sheets. Chem Phys Lett 739:137023. https://doi.org/10.1016/j.cplett.2019.137023
Lundgren M, Allan NL, Cosgrove T, George N (2003) Molecular dynamics study of wetting of a pillar surface. Langmuir. https://doi.org/10.1021/LA034224H
Chen J, Hanson BJ, Pasquinelli MA (2014) Molecular dynamics simulations for predicting surface wetting. AIMS Mater Sci. https://doi.org/10.3934/matersci.2014.2.121
Yuan Q, Yang J, Sui Y, Zhao Y-P (2017) Dynamics of dissolutive wetting: a molecular dynamics study. Langmuir 33:6464–6470. https://doi.org/10.1021/ACS.LANGMUIR.7B01154
Verma A, Zhang W, van Duin ACT (2021) ReaxFF reactive molecular dynamics simulations to study the interfacial dynamics between defective h-BN nanosheets and water nanodroplets. Phys Chem Chem Phys 23:10822–10834. https://doi.org/10.1039/d1cp00546d
Sethi SK, Soni L, Shankar U et al (2020) A molecular dynamics simulation study to investigate poly(vinyl acetate)-poly(dimethyl siloxane) based easy-clean coating: an insight into the surface behavior and substrate interaction. J Mol Struct 1202:127342. https://doi.org/10.1016/j.molstruc.2019.127342
Sethi SK, Shankar U, Manik G (2019) Fabrication and characterization of non-fluoro based transparent easy-clean coating formulations optimized from molecular dynamics simulation. Prog Org Coatings 136:105306. https://doi.org/10.1016/j.porgcoat.2019.105306
Shaikh AR, Rajabzadeh S, Matsuo R et al (2016) Hydration effects and antifouling properties of poly(vinyl chloride-co-PEGMA) membranes studied using molecular dynamics simulations. Appl Surf Sci 369:241–250. https://doi.org/10.1016/j.apsusc.2016.02.084
Hu D, Zhang Y, Su M et al (2016) Effect of molecular weight on CO2-philicity of poly(vinyl acetate) with different molecular chain structure. J Supercrit Fluids 118:96–106. https://doi.org/10.1016/j.supflu.2016.07.024
Agrawal G, Samal SK, Sethi SK et al (2019) Microgel/silica hybrid colloids: Bioinspired synthesis and controlled release application. Polymer Guildf 178:121599
Liu J, Xu Q, Jiang J (2019) A molecular simulation protocol for swelling and organic solvent nanofiltration of polymer membranes. J Memb Sci 573:639–646. https://doi.org/10.1016/j.memsci.2018.12.035
Sethi SK, Singh M, Manik G (2020) A multi-scale modeling and simulation study to investigate the effect of roughness of a surface on its self-cleaning performance. Mol Syst Des Eng. https://doi.org/10.1039/D0ME00068J
Sun SY, Nie XY, Huang J, Yu JG (2020) Molecular simulation of diffusion behavior of counterions within polyelectrolyte membranes used in electrodialysis. J Memb Sci 595:117528. https://doi.org/10.1016/j.memsci.2019.117528
Shankar U, Sethi SK, Singh BP et al (2021) Optically transparent and lightweight nanocomposite substrate of poly(methyl methacrylate-co-acrylonitrile)/MWCNT for optoelectronic applications: an experimental and theoretical insight. J Mater Sci 5630(56):17040–17061. https://doi.org/10.1007/S10853-021-06390-3
Li, Bai LF, Shi YB MY et al (2020) The influence of temperature and component proportion on stability, sensitivity, and mechanical properties of LLM-105/HMX co-crystals via molecular dynamics simulation. J Mol Model 26:1–10. https://doi.org/10.1007/s00894-020-4329-4
Du D, Tang C, Zhang J, Hu D (2020) Effects of hydrogen sulfide on the mechanical and thermal properties of cellulose insulation paper: a molecular dynamics simulation. Mater Chem Phys 240:122153. https://doi.org/10.1016/j.matchemphys.2019.122153
Drioli, Enrico, Giuseppe Barbieri, and Adele Brunetti (eds) (2017) Membrane engineering for the treatment of gases Volume 2: Gas-separation Issues Combined with Membrane Reactors: Edition 2. Vol. 1, Royal Society of Chemistry
Kumar R, Parashar A (2016) Atomistic modeling of BN nanofillers for mechanical and thermal properties: a review. Nanoscale 8:22–49
Genheden S, Reymer A, Saenz-Méndez P, Eriksson LA (2017) Chapter 1. Computational chemistry and molecular modelling basics. Royal Soci Chem. https://doi.org/10.1039/9781788010139-00001
Baschnagel J, Binder K, Doruker P, et al (2007) Bridging the Gap Between Atomistic and Coarse-Grained Models of Polymers: Status and Perspectives. In: Viscoelasticity, Atomistic Models, Statistical Chemistry
Harmandaris VA, Adhikari NP, Van Der Vegt NFA, Kremer K (2006) Hierarchical modeling of polystyrene: from atomistic to coarse-grained simulations. Macromolecules. https://doi.org/10.1021/ma0606399
Shih AY, Arkhipov A, Freddolino PL, Schulten K (2006) Coarse grained protein-lipid model with application to lipoprotein particles. J Phys Chem B. https://doi.org/10.1021/jp0550816
Han X, Ding H (2017) Investigation on the impact-contact between droplet and rough surface in mechanical polishing using atomic modeling method. Adv Mech Eng 9:1–9. https://doi.org/10.1177/1687814017710405
Bilby MG (2002) No 主観的健康感を中心とした在宅高齢者における 健康関連指標に関する共分散構造分析Title Kaos GL Derg 3:147-173
Sonoda MT, Moreira NH, Martínez L et al (2004) A review on the dynamics of water. Brazilian J Phys 34:3–16
Mark P, Nilsson L (2001) Structure and dynamics of the TIP3P, SPC, and SPC/E water models at 298 K. J Phys Chem A 105:9954–9960. https://doi.org/10.1021/jp003020w
Lin KH, Prlj A, Corminboeuf C (2017) A rising star: truxene as a promising hole transport material in perovskite solar cells. J Phys Chem C 121:21729–21739. https://doi.org/10.1021/acs.jpcc.7b07355
Hummer G, Soumpasis DM, Neumann M (1992) Pair correlations in an NaCi-SPC water model simulations versus extended RISM computations. Mol Phys 77:769–785. https://doi.org/10.1080/00268979200102751
Jiao S, Duan C, Xu Z (2017) Structures and thermodynamics of water encapsulated by grapheme. Sci Rep 7:1–9. https://doi.org/10.1038/s41598-017-02582-7
Koishi T, Yasuoka K, Fujikawa S, Zeng XC (2011) Measurement of contact-angle hysteresis for droplets on nanopillared surface and in the cassie and wenzel states : a molecular dynamics. ACS Nano 5(9):6834–6842
Park JH, Aluru NR (2009) Temperature-dependent wettability on a titanium dioxide surface. Mol Simul 35:31–37. https://doi.org/10.1080/08927020802398884
Li H, Yan T, Fichthorn KA, Yu S (2018) Dynamic contact angles and mechanisms of motion of water droplets moving on nanopillared superhydrophobic surfaces: a molecular dynamics simulation study. Langmuir 34:9917–9926. https://doi.org/10.1021/acs.langmuir.8b01324
Prakash S, Xi E, Patel AJ (2016) Spontaneous recovery of superhydrophobicity on nanotextured surfaces. Proc Natl Acad Sci U S A 113:5508–5513. https://doi.org/10.1073/pnas.1521753113
Wang J, Chen S, Chen D (2015) Spontaneous transition of a water droplet from the Wenzel state to the Cassie state: a molecular dynamics simulation study. Phys Chem Chem Phys 17:30533–30539. https://doi.org/10.1039/c5cp05045f
Zambrano HA, Walther JH, Jaffe RL (2014) Molecular dynamics simulations of water on a hydrophilic silica surface at high air pressures. J Mol Liq 198:107–113. https://doi.org/10.1016/j.molliq.2014.06.003
Zhang K, Wang F, Zhao X (2016) The self-propelled movement of the water nanodroplet in different surface wettability gradients: a contact angle view. Comput Mater Sci 124:190–194. https://doi.org/10.1016/j.commatsci.2016.07.026
Zong D, Yang Z, Duan Y (2017) Wetting kinetics of nanodroplets on lyophilic nanopillar-arrayed surfaces: a molecular dynamics study. Chem Phys Lett 685:27–33. https://doi.org/10.1016/j.cplett.2017.07.013
Miqdad AM, Datta S, Das AK, Das PK (2016) Effect of electrostatic incitation on the wetting mode of a nano-drop over a pillar-arrayed surface. RSC Adv 6:110127–110133. https://doi.org/10.1039/c6ra20574g
Song F, Ma L, Fan J et al (2018) Electro-wetting of a nanoscale water droplet on a polar solid surface in electric fields. Phys Chem Chem Phys 20:11987–11993. https://doi.org/10.1039/c8cp00956b
Ho TA, Papavassiliou DV, Lee LL, Strioloa A (2011) Liquid water can slip on a hydrophilic surface. Proc Natl Acad Sci U S A 108:16170–16175. https://doi.org/10.1073/pnas.1105189108
Makaremi M, Jhon MS, Mauter MS, Biegler LT (2016) Surface wetting study via pseudocontinuum modeling. J Phys Chem C 120:11528–11534. https://doi.org/10.1021/acs.jpcc.6b02142
Zhu C, Gao Y, Li H et al (2016) Characterizing hydrophobicity of amino acid side chains in a protein environment via measuring contact angle of a water nanodroplet on planarpeptide network. Proc Natl Acad Sci U S A 113:12946–12951. https://doi.org/10.1073/pnas.1616138113
Wang FC, Wu HA (2013) Pinning and depinning mechanism of the contact line during evaporation of nano-droplets sessile on textured surfaces. Soft Matter 9:5703–5709. https://doi.org/10.1039/c3sm50530h
Weiß RG, Heyden M, Dzubiella J (2015) Curvature dependence of hydrophobic hydration dynamics. Phys Rev Lett. https://doi.org/10.1103/PhysRevLett.114.187802
Foroutan M, Fatemi SM, Esmaeilian F et al (2018) Contact angle hysteresis and motion behaviors of a water nano-droplet on suspended graphene under temperature gradient contact angle hysteresis and motion behaviors of a water nano-droplet on suspended graphene under temperature gradient. Phy Fluids. https://doi.org/10.1063/1.5021547
Jaffe RL, Gonnet P, Werder T et al (2004) Water-carbon interactions 2: calibration of potentials using contact angle data for different interaction models. Mol Simul 30:205–216. https://doi.org/10.1080/08927020310001659124
Liu J, Wang C, Guo P et al (2013) Linear relationship between water wetting behavior and microscopic interactions of super-hydrophilic surfaces. J Chem Phys. https://doi.org/10.1063/1.4841815
Wang Q, Xie H, Hu Z, Liu C (2019) The impact of the electric field on surface condensation of water vapor: Insight from molecular dynamics simulation. Nanomaterials. https://doi.org/10.3390/nano9010064
Hiratsuka M, Emoto M, Konno A, Ito S (2019) Molecular dynamics simulation of the influence of nanoscale structure on waterwetting and condensation. Micromachines. https://doi.org/10.3390/mi10090587
Zhang J, Borg MK, Reese JM (2017) Multiscale simulation of dynamic wetting. Int J Heat Mass Transf 115:886–896. https://doi.org/10.1016/j.ijheatmasstransfer.2017.07.034
Ferdows M, Ota M (2005) Molecular simulation study for CO2 clathrate hydrate. Chem Eng Technol 28:168–173. https://doi.org/10.1002/ceat.200407056
Jorgensen WL (1981) Transferable intermolecular potential functions for water, alcohols, and ethers. application to liquid water. J Am Chem Soc 103:335–340. https://doi.org/10.1021/ja00392a016
Jorgensen WL, Chandrasekhar J, Madura JD et al (1983) Comparison of simple potential functions for simulating liquid water. J Chem Phys 79:926–935. https://doi.org/10.1063/1.445869
Lawrence CP, Skinner JL (2003) Flexible TIP4P model for molecular dynamics simulation of liquid water. Chem Phys Lett 372:842–847. https://doi.org/10.1016/S0009-2614(03)00526-8
Gilet T, Bush JWM (2009) The fluid trampoline: droplets bouncing on a soap film. J Fluid Mech 625:167–203. https://doi.org/10.1017/S0022112008005442
Bird JC, Dhiman R, Kwon HM, Varanasi KK (2013) Reducing the contact time of a bouncing drop. Nature 503:385–388. https://doi.org/10.1038/nature12740
Murad S, Law CK (1999) Molecular simulation of droplet collision in the presence of ambient gas. Mol Phys 96:81–85. https://doi.org/10.1080/00268979909482940
Tembely V, Soucemarianadin D (2019) Numerical simulations of polymer solution droplet impact on surfaces of different wettabilities. Processes 7:798. https://doi.org/10.3390/pr7110798
Koishi T, Yasuoka K, Zeng XC (2017) Molecular dynamics simulation of water nanodroplet bounce back from flat and nanopillared surface. Langmuir 33:10184–10192. https://doi.org/10.1021/acs.langmuir.7b02149
Bange PG, Bhardwaj R (2016) Computational study of bouncing and non-bouncing droplets impacting on superhydrophobic surfaces. Theor Comput Fluid Dyn 30:211–235. https://doi.org/10.1007/s00162-015-0376-3
Bartolo D, Bouamrirene F, Verneuil É et al (2006) Bouncing or sticky droplets: impalement transitions on superhydrophobic micropatterned surfaces. EPL Europhysics Lett. https://doi.org/10.1209/EPL/I2005-10522-3
Yoshimitsu Z, Nakajima A, Watanabe T, Hashimoto K (2002) Effects of surface structure on the hydrophobicity and sliding behavior of water droplets. Langmuir 18:5818–5822. https://doi.org/10.1021/la020088p
Jung YC, Bhushan B (2009) Dynamic effects induced transition of droplets on biomimetic superhydrophobic surfaces. Langmuir 25:9208–9218. https://doi.org/10.1021/la900761u
Richard D, Clanet C, Quéré D (1994) Contact time of a bouncing drop. Springer, Berlin
Young T (1805) An essay on the cohesion of fluids. Philos Trans R Soc London 95:65–87. https://doi.org/10.1098/rstl.1805.0005
Santiso EE, Herdes C, Müller EA (2013) On the calculation of solid-fluid contact angles from molecular dynamics. Entropy 15:3734–3745. https://doi.org/10.3390/e15093734
Malani A, Raghavanpillai A, Wysong EB, Rutledge GC (2012) Can dynamic contact angle be measured using molecular modeling? Phys Rev Lett 109:1–5. https://doi.org/10.1103/PhysRevLett.109.184501
Gao L, McCarthy TJ (2007) How wenzel and cassie were wrong. Langmuir 23:3762–3765. https://doi.org/10.1021/la062634a
Tolman RC (1949) The effect of droplet size on surface tension. J Chem Phys 17:333–337. https://doi.org/10.1063/1.1747247
Malijevsk A, Jackson G (2012) A perspective on the interfacial properties of nanoscopic liquid drops. J Phys Condens Matter. https://doi.org/10.1088/0953-8984/24/46/464121
Hautman J, Klein ML (1991) Microscopic wetting phenomena. Phys Rev Lett 67:1763–1766. https://doi.org/10.1103/PhysRevLett.67.1763
Khalkhali M, Kazemi N, Zhang H, Liu Q (2017) Wetting at the nanoscale: a molecular dynamics study. J Chem Phys. https://doi.org/10.1063/1.4978497
Peng H, Nguyen AV, Birkett GR (2012) Determination of contact angle by molecular simulation using number and atomic density contours. Mol Simul 38:945–952. https://doi.org/10.1080/08927022.2012.678846
Huang C, Xu F, Sun Y (2017) Effects of morphology, tension and vibration on wettability of graphene: a molecular dynamics study. Comput Mater Sci 139:216–224. https://doi.org/10.1016/j.commatsci.2017.07.017
Xu K, Zhang J, Hao X et al (2018) Wetting properties of defective graphene oxide: a molecular simulation study. Molecules 23:1–8. https://doi.org/10.3390/molecules23061439
Liu Q, Xu B (2015) Wettability of water droplet on misoriented graphene bilayer sructure: a molecular dynamics study. AIP Adv. https://doi.org/10.1063/1.4923193
Xu S, Wang J, Wu J et al (2018) Oil contact angles in a water-decane-silicon dioxide system: effects of surface charge. Nanoscale Res Lett. https://doi.org/10.1186/s11671-018-2521-6
Jiang H, Müller-Plathe F, Panagiotopoulos AZ (2017) Contact angles from Young’s equation in molecular dynamics simulations. J Chem Phys 147:084708. https://doi.org/10.1063/1.4994088
Domb C (2020) Phase transitions and critical phenomena. Elsevier
Rane KS, Kumar V, Errington JR (2011) Monte Carlo simulation methods for computing the wetting and drying properties of model systems. J Chem Phys 135:234102. https://doi.org/10.1063/1.3668137
Kumar V, Errington JR (2014) The use of monte carlo simulation to obtain the wetting properties of water. Phys Procedia 53:44–49. https://doi.org/10.1016/j.phpro.2014.06.024
Hu S, Ren X, Bachman M et al (2002) Surface modification of poly(dimethylsiloxane) microfluidic devices by ultraviolet polymer grafting. Analytical Chem. https://doi.org/10.1021/AC025700W
Sethi SK, Manik G, Sahoo SK (2019) Fundamentals of superhydrophobic surfaces. In: Superhydrophobic Polymer Coatings, pp 3-29, Elsevier, Armsterdam
Kitabata M, Taddese T, Okazaki S (2018) Molecular dynamics study on wettability of poly(vinylidene fluoride) crystalline and amorphous surfaces. Langmuir 34:12214–12223. https://doi.org/10.1021/acs.langmuir.8b02286
Darvishi M, Foroutan M (2016) Molecular investigation of oil-water separation using PVDF polymer by molecular dynamic simulation. RSC Adv 6:74124–74134. https://doi.org/10.1039/c6ra11834h
Raj R, Maroo SC, Wang EN (2013) Wettability of graphene. Nano Lett 13:1509–1515. https://doi.org/10.1021/nl304647t
Andrews JE, Sinha S, Chung PW, Das S (2016) Wetting dynamics of a water nanodrop on graphene. Phys Chem Chem Phys 18:23482–23493. https://doi.org/10.1039/c6cp01936f
Rafiee J, Mi X, Gullapalli H et al (2012) Wetting transparency of graphene. Nat Mater 11:217–222. https://doi.org/10.1038/nmat3228
Giovannetti G, Khomyakov PA, Brocks G et al (2007) Substrate-induced band gap in graphene on hexagonal boron nitride: Ab initio density functional calculations. Phys Rev B - Condens Matter Mater Phys 76:073103. https://doi.org/10.1103/PhysRevB.76.073103
Dean CR, Young AF, Meric I et al (2010) Boron nitride substrates for high-quality graphene electronics. Nat Nanotechnol 5:722–726. https://doi.org/10.1038/nnano.2010.172
Li Y, Wang H, Xie L et al (2011) MoS 2 Nanoparticles grown on graphene: an advanced catalyst for the hydrogen evolution reaction. J Am Chem Soc 133:7296–7299. https://doi.org/10.1021/ja201269b
Ramakrishna Matte HSS, Gomathi A, Manna AK et al (2010) MoS2 and WS2 analogues of graphene. Angew Chemie 122:4153–4156. https://doi.org/10.1002/ange.201000009
Ambrosia MS, Ha MY (2018) A molecular dynamics study of Wenzel state water droplets on anisotropic surfaces. Comput Fluids 163:1–6. https://doi.org/10.1016/j.compfluid.2017.12.013
Zhao ZY, Li T, Duan YR et al (2017) Wetting and coalescence of the liquid metal on the metal substrate. Chinese Phys B. https://doi.org/10.1088/1674-1056/26/8/083104
Mohseni M, Abdollahy M, Poursalehi R, Khalesi MR (2018) Quantifying the spreading factor to compare the wetting properties of minerals at molecular level – case study : sphalerite surface. Physicochem Problem Mineral Process 54:646–656
Chai J, Liu S, Yang X (2009) Molecular dynamics simulation of wetting on modified amorphous silica surface. Appl Surf Sci 255:9078–9084. https://doi.org/10.1016/j.apsusc.2009.06.109
Bormashenko E (2015) Progress in understanding wetting transitions on rough surfaces. Adv Colloid Interface Sci 222:92–103
Giacomello A, Meloni S, Chinappi M, Casciola CM (2012) Cassie-baxter and wenzel states on a nanostructured surface: Phase diagram, metastabilities, and transition mechanism by atomistic free energy calculations. Langmuir 28:10764–10772. https://doi.org/10.1021/la3018453
Lafuma A, Quéré D (2003) Superhydrophobic states. Nat Mater 27(2):457–460. https://doi.org/10.1038/nmat924
Krupenkin TN, Taylor JA, Schneider TM, Yang S (2004) From rolling ball to complete wetting: the dynamic tuning of liquids on nanostructured surfaces. Langmuir. https://doi.org/10.1021/LA036093Q
Bahadur V, Garimella SV (2008) Electrowetting-based control of droplet transition and morphology on artificially microstructured surfaces. Langmuir 24:8338–8345. https://doi.org/10.1021/LA800556C
McHale G, Aqil S, Shirtcliffe NJ et al (2005) Analysis of Droplet Evaporation on a Superhydrophobic Surface. Langmuir 21:11053–11060. https://doi.org/10.1021/LA0518795
Giovambattista N, Debenedetti PG, Rossky PJ (2007) Effect of surface polarity on water contact angle and interfacial hydration structure. J Phys Chem B 111:9581–9587. https://doi.org/10.1021/jp071957s
Bhattarai B, Priezjev NV (2018) Wetting properties of structured interfaces composed of surface-attached spherical nanoparticles. Comput Mater Sci 143:497–504. https://doi.org/10.1016/j.commatsci.2017.11.036
Parkin IP, Palgrave RG (2005) Self-cleaning coatings. J Mater Chem. https://doi.org/10.1039/b412803f
Nguyen CT, Barisik M, Kim B (2018) Wetting of chemically heterogeneous striped surfaces: molecular dynamics simulations. AIP Adv 8:065003. https://doi.org/10.1063/1.5031133
Chen L, Wang SY, Xiang X, Tao WQ (2020) Mechanism of surface nanostructure changing wettability: a molecular dynamics simulation. Comput Mater Sci 171:109223. https://doi.org/10.1016/j.commatsci.2019.109223
Yaghoubi H, Foroutan M (2018) Molecular investigation of the wettability of rough surfaces using molecular dynamics simulation. Phys Chem Chem Phys 20:22308–22319. https://doi.org/10.1039/c8cp03762k
Song F, Ma L, Fan J et al (2018) Wetting behaviors of a nano-droplet on a rough solid substrate under perpendicular electric field. Nanomaterials 8:340. https://doi.org/10.3390/nano8050340
Zhang Z, Matin MA, Ha MY, Jang J (2016) Molecular dynamics study of the hydrophilic-to-hydrophobic switching in the wettability of a gold surface corrugated with spherical cavities. Langmuir 32:9658–9663. https://doi.org/10.1021/acs.langmuir.6b02378
Li Q, Wang B, Zhao Z (2014) Molecular dynamics simulation of wetting and interfacial behaviors of argon fluid confined in smooth and groove-patterned rough nano-channels. Comput Mater Sci 95:121–128. https://doi.org/10.1016/j.commatsci.2014.07.006
Wang Y, Shangguan Q, Zhang D (2019) Many-body dissipative particle dynamics simulation of the anisotropic effect of droplet wetting on stripe-patterned heterogeneous surfaces. Appl Surf Sci 494:675–683. https://doi.org/10.1016/j.apsusc.2019.07.213
Wang Y, Jian M, Zhang X (2019) Lateral motion of a droplet after impacting on groove-patterned superhydrophobic surfaces. Colloids Surfaces A Physicochem Eng Asp 570:48–54. https://doi.org/10.1016/j.colsurfa.2019.03.013
Savoy ES, Escobedo FA (2012) Molecular simulations of wetting of a rough surface by an oily fluid: effect of topology, chemistry, and droplet size on wetting transition rates. Langmuir 28:3412–3419. https://doi.org/10.1021/la203921h
Savoy ES, Escobedo FA (2012) Simulation study of free-energy barriers in the wetting transition of an oily fluid on a rough surface with reentrant geometry. Langmuir 28:16080–16090. https://doi.org/10.1021/la303407r
Shahraz A, Borhan A, Fichthorn KA (2013) Wetting on physically patterned solid surfaces: the relevance of molecular dynamics simulations to macroscopic systems. Langmuir 29:11632–11639. https://doi.org/10.1021/la4023618
Khan S, Singh JK (2014) Wetting transition of nanodroplets of water on textured surfaces: a molecular dynamics study. Mol Simul 40:458–468. https://doi.org/10.1080/08927022.2013.819578
Chen S, Wang J, Ma T, Chen D (2014) Molecular dynamics simulations of wetting behavior of water droplets on polytetrafluorethylene surfaces. J Chem Phys 140:114704. https://doi.org/10.1063/1.4868641
Hirvi JT, Pakkanen TA (2006) Molecular dynamics simulations of water droplets on polymer surfaces. J Chem Phys 125:144712. https://doi.org/10.1063/1.2356470
Sethi SK, KadianAnubhav S et al (2020) Fabrication and analysis of ZnO quantum dots based easy clean coating: a combined theoretical and experimental investigation. ChemistrySelect 5:8942–8950. https://doi.org/10.1002/slct.202001092
Bhushan B, Jung YC (2011) Natural and biomimetic artificial surfaces for superhydrophobicity, self-cleaning, low adhesion, and drag reduction. Prog Mater Sci 56:1–108
Yan M, Yang X, Lu Y (2013) Wetting behavior of water droplet on solid surfaces in solvent environment: A molecular simulation study. Colloids Surfaces A Physicochem Eng Asp 429:142–148. https://doi.org/10.1016/j.colsurfa.2013.03.067
Liu SY, Yang XN, Qin Y (2010) Molecular dynamics simulation of wetting behavior at CO2/water/solid interfaces. Chinese Sci Bull 55:2252–2257. https://doi.org/10.1007/s11434-010-3287-0
Funding
There is no funding for this work.
Author information
Authors and Affiliations
Contributions
SKS conceptualization, writing, methodology, reviewing and editing; SK writing, reviewing and editing; GM conceptualization, reviewing and editing.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Sethi, S.K., Kadian, S. & Manik, G. A Review of Recent Progress in Molecular Dynamics and Coarse-Grain Simulations Assisted Understanding of Wettability. Arch Computat Methods Eng 29, 3059–3085 (2022). https://doi.org/10.1007/s11831-021-09689-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11831-021-09689-1