Abstract
Along with the electrostatic force and fringing field effect, the van der Waals (vdW) force acts on the electrostatically actuated nano-cantilever (EANC) when the separation between deformable and stationary electrodes is less than 20 nanometers. The vdW force can cause pull-in of the EANC even without the applied voltage when the nano-cantilever length exceeds its detachment length. The vdW force also causes a substantial curtailment of static pull-in instability parameters of the slender EANC compared to corresponding parameters obtained when this force is absent. This paper aims to utilise particle swarm optimisation (PSO) to arrive at the optimised beam width profile to augment the stable static travel range of the EANC having the length close to its detachment length. Continuous shape function having four parameters is utilised as the variable beam width. The weighted residual statement (GWRS) is obtained using the governing equation of the Bernoulli–Euler beam theory and Galerkin’s technique. Static pull-in instability parameters of referential prismatic and variable-width EANCs are evaluated by utilising the GWRS. PSO is employed to arrive at optimised parameters for the variable beam width. The penalty approach is used to impose constraints on design variables. Optimised width profiles of the EANC have been obtained for various values of design constraints and initial separation between electrodes. Static pull-in instability parameters of aforementioned EANCs are validated with corresponding results obtained by three-dimensional finite element simulations performed using COMSOL Multiphysics®. The optimised width profile of the EANC brings a significant augmentation in its stable static travel range.
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Abdel-Rahman, E.M., Younis, M.I., Nayfeh, A.H.: Characterization of the mechanical behavior of an electrically actuated microbeam. J. Micromech. Microeng. 12(6), 759–766 (2002). https://doi.org/10.1088/0960-1317/12/6/306
Aluru, N.R., White, J.: An efficient numerical technique for electrochemical simulation of complicated microelectromechanical structures. Sens. Actuators A 58(1), 1–11 (1997). https://doi.org/10.1016/S0924-4247(97)80218-X
Ansari, M.Z., Cho, C.: Deflection, frequency, and stress characteristics of rectangular, triangular, and step profile microcantilevers for biosensors. Sensors 9(8), 6046–6057 (2009). https://doi.org/10.3390/s90806046
Ballestra, A., Brusa, E., Gh Munteanu, M., Somà, A.: Experimental characterization of electrostatically actuated in-plane bending of microcantilevers. Microsyst. Technol. 14(7), 909–918 (2008). https://doi.org/10.1007/s00542-008-0597-0
Bathe, K.J.: Finite element procedures. Prentice Hall, New Jersey (1996)
Batra, R.C., Porfiri, M., Spinello, D.: Review of modeling electrostatically actuated microelectromechanical systems. Smart Mater. Struct. 16(6), R23 (2007). https://doi.org/10.1088/0964-1726/16/6/R01
Chaterjee, S., Pohit, G.: A large deflection model for the pull-in analysis of electrostatically actuated microcantilever beams. J. Sound Vib. 322(4–5), 969–986 (2009). https://doi.org/10.1016/j.jsv.2008.11.046
Chen, K.N., Yu, S.P.: Shape optimization of micromachined biosensing cantilevers. 2007 International Microsystems, Packaging, Assembly and Circuits Technology 301–304 (2007). https://doi.org/10.1109/IMPACT.2007.4433622
Chowdhury, S., Ahmadi, M., Miller, W.C.: A closed-form model for the pull-in voltage of electrostatically actuated cantilever beams. J. Micromech. Microeng. 15(4), 756–763 (2005). https://doi.org/10.1088/0960-1317/15/4/012
Chung, T.T., Lee, C.C., Fan, K.C.: Optimum design of a \(1 \times 2\) mechanical optical switch. Struct. Multidiscip. Optim. 31(3), 229–240 (2006). https://doi.org/10.1007/s00158-005-0580-7
COMSOL Inc: Electrostatically actuated cantilever. Version: COMSOL 5.4 (2022)
Dileesh, P.V., Kulkarni, S.S., Pawaskar, D.N.: Static and dynamic analysis of electrostatically actuated microcantilevers using the spectral element method. ASME Eng. Syst. Des. Anal. 44854, 399–408 (2012). https://doi.org/10.1115/ESDA2012-82536
Eberhart, R.C., Kennedy, J.: A new optimizer using particle swarm theory. In: MHS’95—Proceedings of the 6th International Symposium on Micro Machine and Human Science 39–43 (1995). https://doi.org/10.1109/MHS.1995.494215
Eberhart, R.C., Shi, Y.: Particle swarm optimization: developments, applications and resources. Proceedings of the 2001 Congress on Evolutionary Computation 1, 81–86 (2001). https://doi.org/10.1109/CEC.2001.934374
Eberhart, R.C., Simpson, P.K., Dobbins, R.W.: Computational Intelligence PC Tools. Academic Press, Boston (1996)
Elata, D.: On the static and dynamic response of electrostatic actuators. Bull. Polut. Acad. Sci. Tech. Sci. 53(4), 373–384 (2005)
Gray, G.D., Morgan, M.J., Kohl, P.A.: Electrostatic actuators with expanded tuning range due to biaxial intrinsic stress gradients. J. Microelectromech. Syst. 13(1), 51–62 (2004). https://doi.org/10.1109/JMEMS.2003.823231
Gupta, R.K.: Electrostatic pull-in test structure design for in-situ mechanical property measurements of microelectromechanical systems. PhD Thesis, Massachusetts Institute of Technology (1997)
Hung, E.S., Senturia, S.D.: Generating efficient dynamical models for microelectromechanical systems from a few finite-element simulation runs. J. Microelectromech. Syst. 8(3), 280–289 (1999). https://doi.org/10.1109/84.788632
Huang, J.M., Liew, K.M., Wong, C.H., Rajendran, S., Tan, M.J., Liu, A.Q.: Mechanical design and optimization of capacitive micromachined switch. Sens. Actuators A 93(3), 273–285 (2001). https://doi.org/10.1016/S0924-4247(01)00662-8
Hu, Y.C., Chang, C.M., Huang, S.C.: Some design considerations on the electrostatically actuated microstructures. Sens. Actuators A 112(1), 155–161 (2004). https://doi.org/10.1016/j.sna.2003.12.012
Israelachvili, J.N.: Intermolecular and Surface Forces. Academic Press, United Kingdom (2011)
Joglekar, M.M., Pawaskar, D.N.: An efficient numerical scheme to determine the pull-in parameters of an electrostatic micro-actuator with contact type nonlinearity. ASME Int. Mech. Eng. Congr. Exposit. 11, 483–492 (2007). https://doi.org/10.1115/IMECE2007-41494
Joglekar, M.M., Pawaskar, D.N.: Shape optimization of electrostatically actuated microbeams for extending static and dynamic operating ranges. Struct. Multidiscip. Optim. 46(6), 871–890 (2012). https://doi.org/10.1007/s00158-012-0804-6
Kaneria, A.J., Sharma, D.S., Trivedi, R.R.: Static analysis of electrostatically actuated micro cantilever beam. Procedia Eng. 51, 776–780 (2013). https://doi.org/10.1016/j.proeng.2013.01.111
Kennedy, J., Eberhart, R.C.: Particle swarm optimization. Proceedings of ICNN’95 - International Conference on Neural Networks 4, 1942-1948 (1995). https://doi.org/10.1109/ICNN.1995.488968
Kim, P., Lieber, C.M.: Nanotube nanotweezers. Science 286(5447), 2148–2150 (1999). https://doi.org/10.1126/science.286.5447.2148
Krylov, S., Maimon, R.: Pull-in dynamics of an elastic beam actuated by continuously distributed electrostatic force. ASME J. Vib. Acoust. 126(3), 332–342 (2004). https://doi.org/10.1115/1.1760559
Legtenberg, R., Tilmans, H.A.C.: Electrostatically driven vacuum-encapsulated polysilicon resonators Part I. Design and fabrication. Sens. Actuators A 45(1), 57–66 (1994). https://doi.org/10.1016/0924-4247(94)00812-4
Leus, V., Elata, D.: On the dynamic response of electrostatic MEMS switches. J. Microelectromech. Syst. 17(1), 236–243 (2008). https://doi.org/10.1109/JMEMS.2007.908752
O’Mahony, C., Hill, M., Duane, R., Mathewson, A.: Analysis of electromechanical boundary effects on the pull-in of micromachined fixed-fixed beams. J. Micromech. Microeng. 13(4), S75–S80 (2003). https://doi.org/10.1088/0960-1317/13/4/312
Mohsenzadeh, A., Tahani, M., Askari, A.R.: A novel method for investigating the Casimir effect on pull-in instability of electrostatically actuated fully clamped rectangular nano/microplates. J. Nanosci. 2015, 1–9 (2015). https://doi.org/10.1155/2015/328742
Nadal-Guardia, R., Dehe, A., Aigner, R., Castaner, L.M.: Current drive methods to extend the range of travel of electrostatic microactuators beyond the voltage pull-in point. J. Microelectromech. Syst. 11(3), 255–263 (2002). https://doi.org/10.1109/JMEMS.2002.1007404
Nathanson, H.C., Newell, W.E., Wickstrom, R.A., Davis, J.R.: The resonant gate transistor. IEEE Trans. Electron. Devices 14(3), 117–133 (1967). https://doi.org/10.1109/T-ED.1967.15912
Noel, J.G.: Review of the properties of gold material for MEMS membrane applications. IET Circuits Devices Syst. 10(2), 156–161 (2016). https://doi.org/10.1049/iet-cds.2015.0094
Osterberg, P.M., Senturia, S.D.: M-TEST: a test chip for MEMS material property measurement using electrostatically actuated test structures. J. Microelectromech. Syst. 6(2), 107–118 (1997). https://doi.org/10.1109/84.585788
Piyabongkarn, D., Sun, Y., Rajamani, R., Sezen, A., Nelson, B.J.: Travel range extension of a MEMS electrostatic microactuator. IEEE Trans. Control Syst. Technol. 13(1), 138–145 (2004). https://doi.org/10.1109/TCST.2004.838572
Ramezani, A., Alasty, A., Akbari, J.: Influence of van der Waals force on the pull-in parameters of cantilever type nanoscale electrostatic actuators. Microsyst. Technol. 12(12), 1153–1161 (2006). https://doi.org/10.1007/s00542-006-0244-6
Ramezani, A., Alasty, A., Akbari, J.: Closed-form solutions of the pull-in instability in nano-cantilevers under electrostatic and intermolecular surface forces. Int. J. Solids Struct. 44(14–15), 4925–4941 (2007). https://doi.org/10.1016/j.ijsolstr.2006.12.015
Ramezani, A., Alasty, A., Akbari, J.: Pull-in parameters of cantilever type nanomechanical switches in presence of Casimir force. Nonlinear Anal. Hybrid Syst 1(3), 364–382 (2007). https://doi.org/10.1016/j.nahs.2006.10.011
Ramezani, A., Alasty, A., Akbari, J.: Analytical investigation and numerical verification of Casimir effect on electrostatic nano-cantilevers. Microsyst. Technol. 14(2), 145–157 (2008). https://doi.org/10.1007/s00542-007-0409-y
Ramezani, A., Alasty, A., Akbari, J.: Closed-form approximation and numerical validation of the influence of van der Waals force on electrostatic cantilevers at nano-scale separations. Nanotechnol 19(1), 015501 (2008). https://doi.org/10.1088/0957-4484/19/01/015501
Rao, S.S.: Mechanical Vibrations. Pearson Education, United Kingdom (2018)
Rinaldi, G., Packirisamy, M., Stiharu, I.: Frequency tuning AFM optical levers using a slot. Microsyst. Technol. 14(3), 361–369 (2008). https://doi.org/10.1007/s00542-007-0456-4
Sadeghian, H., Rezazadeh, G., Osterberg, P.M.: Application of the generalized differential quadrature method to the study of pull-in phenomena of MEMS switches. J. Microelectromech. Syst. 16(6), 1334–1340 (2007). https://doi.org/10.1109/JMEMS.2007.909237
Serry, F.M., Walliser, D., Maclay, G.J.: The anharmonic Casimir oscillator (ACO)-the Casimir effect in a model microelectromechanical system. J. Microelectromech. Syst. 4(4), 193–205 (1995). https://doi.org/10.1109/84.475546
Tas, N., Sonnenberg, T., Jansen, H., Legtenberg, R., Elwenspoek, M.: Stiction in surface micromachining. J. Micromech. Microeng. 6(4), 385–397 (1996). https://doi.org/10.1088/0960-1317/6/4/005
Timoshenko, S.P.: Theory of Plates and Shells. McGraw Hill, New York (1987)
Trivedi, R.R., Joglekar, M.M., Shimpi, R.P., Pawaskar, D.N.: Shape optimization of electrostatically driven microcantilevers using simulated annealing to enhance static travel range. SPIE Micro/Nano Mater. Devices Syst. 8923, 756–763 (2013). https://doi.org/10.1117/12.2033784
Trivedi, R.R., Bhushan, A., Joglekar, M.M., Pawaskar, D.N., Shimpi, R.P.: Enhancement of static and dynamic travel range of electrostatically actuated microbeams using hybrid simulated annealing. Int. J. Mech. Sci. 98, 93–110 (2015). https://doi.org/10.1016/j.ijmecsci.2015.03.024
Trivedi, R.R., Pawaskar, D.N., Shimpi, R.P.: Enhancement of dynamic travel range of electrostatically driven cantilever microbeam using modified particle swarm optimization. Procedia Eng. 144, 543–550 (2016). https://doi.org/10.1016/j.proeng.2016.05.040
Trivedi, R.R., Pawaskar, D.N., Shimpi, R.P.: Optimization of static and dynamic travel range of electrostatically driven microbeams using particle swarm optimization. Adv. Eng. Softw. 97, 1–16 (2016). https://doi.org/10.1016/j.advengsoft.2016.01.005
Wen-Hui, L., Ya-Pu, Z.: Dynamic behaviour of nanoscale electrostatic actuators. Chin. Phys. Lett. 20(11), 2070–2073 (2003). https://doi.org/10.1088/0256-307X/20/11/049
Zhang, Y., Zhao, Y.P.: Numerical and analytical study on the pull-in instability of micro-structure under electrostatic loading. Sens. Actuators A 127(2), 366–380 (2006). https://doi.org/10.1016/j.sna.2005.12.045
Zhang, W.M., Yan, H., Peng, Z.K., Meng, G.: Electrostatic pull-in instability in MEMS/NEMS: a review. Sens. Actuators A 214, 187–218 (2014). https://doi.org/10.1016/j.sna.2014.04.025
Zwilsky, K.M., Langer, E.L.: ASM Handbook Volume 2, Properties and Selection: Nonferrous Alloys and Special Purpose Materials. ASM International (2001)
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Pakhare, K.S., Guruprasad, P.J. & Shimpi, R.P. Static travel range augmentation of electrostatically actuated slender nano-cantilevers using particle swarm optimisation. Arch Appl Mech 93, 2051–2080 (2023). https://doi.org/10.1007/s00419-023-02372-w
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DOI: https://doi.org/10.1007/s00419-023-02372-w