Abstract
This chapter discusses a variety of system structures for microelectromechanical systems (MEMS) that employ a feedback loop inspired by sigma-delta modulation. Sigma-delta modulators are classic electronic circuits that implement data conversion. The feedback loop typical for sigma-delta modulation can be applied to actuate a MEMS device or control its state. The dynamics of such systems are described by a set of discrete-time equations (map). We show how these maps can be derived for different examples of MEMS and highlight the dynamics that are universal for all examples.
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References
Norsworthy, S., Schreier, R., Temes, G.: Delta-Sigma Data Converters: Theory, Design, and Simulation, vol. 309. IEEE press, New York, 1996
Janssen, E., van Roermund, A., Look-Ahead Based Sigma-Delta Modulation in Analog Circuits and Signal Processing. Springer, New York, 2011
Avrutin, V., Schanz, M., Banerjee, S.: Multi-parametric bifurcations in a piecewiselinear discontinuous map. Nonlinearity 19, 2006
Simpson, D.J.W., Meiss, J.D.: Neimarksacker bifurcations in planar, piecewise-smooth, contimaps. J. Appl. Dyn. Syst. 7, 2008
Feely, O.: Nonlinear dynamics of discrete-time circuits: a survey. Int. J. Circuit Theory Appl. 35(5/6), 515–531 (2007)
Feely, O.: Discontinuous piecewise-linear discrete-time dynamics—maps with gaps in electronic systems. Int. J. Comput. Math. Electrical Electronic Eng. 30, 1296–1306 (2011)
Boser, B.E., Howe, R.T.: Surface micromachined accelerometers. IEEE Trans. Syst. Sci. Cybernetics 31, 36–6 (1996)
Kraft, M., Lewis, C.P., Hesketh, T.: Closed loop silicon accelerometers. IEE Proc. Circuits Devices Syst. 145, 32–5 (1998)
Wu, J., Carley, L.R.: Electromechanical \(\Delta\,\Sigma\) modulation with high-Q micromechanical accelerometers and pulse density modulated force feedback. IEEE Trans. Circuits Syst. I 53, 27–4 (2006)
Soen, J., Voda, A., Condemine, C.: Controller design for a closed-loop micromachined accelerometer. Control Eng. Pract. 15, 5–7 (2007)
Comi, C., Corigliano, A., Langfelder, G., et al.: A resonant microaccelerometer with high sensitivity operating in an oscillating circuit. J. Microelectromech. Syst. 10, 114–0 (2010)
Raman, J., Cretu, E., Rombouts, P., Weyten, L.: A closed-loop digitally controlled MEMS gyroscope with unconstrained sigma-delta force-feedback. IEEE Sensors J. 9, 29–7 (2009)
Dom\'ınguez, M., Pons-Nin, J., Ricart, J., Bermejo, A., Figueras Costa, E.: A novel \(\Sigma-\Delta\) pulsed digital oscillator (PDO) for MEMS. IEEE Sensors J. 5, 1379–1388 (2005)
Dom\'ınguez, M., Pons-Nin, J., Ricart, J., Bermejo, A., Figueras Costa, E., Morata, M.: Analysis of the \(\Sigma-\Delta\) pulsed digital oscillator for MEMS. IEEE Trans. Circuits Syst. I 52, 228–6 (2005)
Ricart, J., Pons, J., Dom\'ınguez, M., Rodr\'ıguez, A., Figueras, E., Gutiérrez, M.C.H.J., Sayago, I.: Application of pulsed digital oscillators to volatile organic compounds sensing. Sens. Actuators B 134, 773–779 (2008)
Makinwa, K., Huijsing, J.: A wind-sensor with integrated interface electronics. In: Circuits and Systems, 2001. ISCAS 2001. The 2001 IEEE International Symposium on, vol. 1. IEEE, pp. 356–359 (2001)
Makinwa, K., Huijsing, J.: A smart wind sensor using thermal sigma-delta modulation techniques. Sens. Actuators A Phys. 97, 15–20 (2002)
Domínguez, M., Masana, F., Jiménez, V., Bermejo, S., Amirola, J., Ballester, J., Fueyo, N., Casta˜ner, L.: Low-cost thermal Σ-Δ air flow sensor. Sens. J. IEEE 2(5), 453–462 (2002)
Dominguez, M., Jiménez, V., Ricart, J., Kowalski, L., Torres, J., Navarro, S., Romeral, J., Casta˜ner, L.: A hot film anemometer for the martian atmosphere. Planet. Space Sci. 56(8), 1169–1179 (2008)
Blokhina, E., Gorreta, S., Lopez, D., Molinero, D., Feely, O., Pons-Nin, J., Dominguez-Pumar, M.: Dielectric charge control in electrostatic MEMS positioners/varactors. Microelectromech. Syst. J. 21(3), 559–573 (2012)
Gorreta, S., Pons-Nin, J., Blokhina, E., Feely, O., Dominguez-Pumar, M.: Delta-sigma control of dielectric charge for contactless capacitive MEMS. IEEE/ASME J. MEMS (2014) (in press)
Senturia, S.D.: Microsystem Design. Springer, New York, (2004)
Fedder, G.K.L: Simulation of microelectromechanical systems. Ph.D. dissertation, U. C. Berkeley (1994)
Feely, O., Chua, L.: The effect of integrator leak in Σ–Δ modulation. IEEE Trans. Circuits Syst. 38, 129–3 (1991)
Kraft, M.: Closed loop accelerometer employing oversampling conversion. Ph.D. dissertation, Coventry University (1997)
Colinet, E., Juillard, J., Nicu, L., Bergaud, C.: Digital self-calibration method for MEMS sensors. IEEE Trans. Instrum. Meas. 54, 143–8 (2005)
Juillar6d, J., Colinet, E.: Using Tsypkin’s approach for the study of a class of mixed-signal nonlinear systems. IEEE Trans. Circuits Syst. I 53, 274–6 (2006)
Teplinsky, A., Feely, O.: Limit cycles in a MEMS oscillator. IEEE Trans. Circuits Syst. II 55, 88–2 (2008)
Dom\'ınguez, M., Pons-Nin, J., Ricart, J.: General dynamics of pulsed digital oscillators. IEEE Trans. Circuits Syst. I 55, 2038–2050 (2008)
Kraft, M., Redmen-White, W., Mokhtari, M.E.. Closed loop micromachined sensors with higher order \(\Sigma\,\Delta\)–modulators. In: Proceeding of the 4th Conference on Modeling and Simulation of Microsystems, Hilton Head Island, p. 104 (2001)
Dong, Y., Kraft, M., Redman-White, W.: Force feedback linearization for higher-order electromechanical sigmadelta modulators. J. Micromech. Microeng. 16, 5–4 (2006)
Blokhina, E., Feely, O., Dominguez, M.: Dynamics of the MEMS pulsed digital oscillator with multiple delays in the feedback loop. In: Proceeding of IEEE ISCAS 2009, Taipei, Taiwan, p. 1903, 24–27 May 2009
Blokhina, E., Pons, J., Ricart, J., Feely, O., Pumar, M.: Control of MEMS vibration modes with pulsed digital oscillators: part itheory. Circuits Syst. I Regu. Pap. IEEE Trans. 57(8), 1865–1878 (2010)
Pladys, M., Blokhina, E.: MEMS with Σ-Δ type of feedback loop control as an iterative map. In Circuits and Systems (ISCAS), 2011 IEEE International Symposium on. IEEE, pp. 977–980 (2011)
Bruin, H., Deane, J.H.B.: Piecewise contractions are asymptotivally periodic. Proc. Am. Math. Soc. 137, 1389–1395 (2008)
Beeby, S., Ensell, G., Kraft, M., White, N.: MEMS Mechanical Sensors. London, Artech House Inc (2004)
Domínguez Pumar, M., Ricart, J., Pons Nin, J., Blokhina, E., Gorreta, S., Hernando, J., Manzaneque, T., Sanchez Rojas, J., Feely, O.: Control of MEMS vibration modes with pulsed digital oscillators. part ii: simulation and experimental results. Circuits Syst. I Regu. Pap. IEEE Trans. 57(8), 1879–1890 (2010)
Wu, T., Chang, W., Hsu, J.: Effect of tip length and normal and lateral contact stifness on the flexural vibration responses of atomic force microscope cantilevers. Microelectron. Eng. 71, 15–20 (2004)
Chang, W., Lee, H., Chen, T.Y.: Study of the sensitivity of the first four flexural modes of an AFM cantilever with a sidewall probe. Ultramicroscopy 108, 619–624 (2008)
Hilborn, R.: Chaos and Nonlinear Dynamics: An Introduction for Scientists and Engineers. Oxford University Press, USA (2000)
Gorreta, S., Fernández, D., Blokhina, E., Pons-Nin, J., Jiménez, V., O’Connell, D., Feely, O., Madrenas, J., Dominguez, M.: Pulsed digital oscillators for electrostatic MEMS. IEEE Trans. Circuit. Syst. I. 59, 2835–2845 (2012)
Lucuszyn, E.S.: Advanced RF MEMS. Cambridge, Cambridge University Press (2010)
van Spengen, W.M.: Capacitive RF MEMS switch dielectric charging and reliability: a critical review with recommendations. J. Micromech. Microeng. 22(7), 07400–1 (2012)
de Groot, W., Webster, J., Felnhofer, D., Gusev, E.: Review of device and reliability physics of dielectrics in electrostatically driven MEMS devices. Device Mater. Reliab. IEEE Trans. 9(2), 190–202 (2009)
Peng, Z., Yuan, X., Hwang, J.C., Forehand, D.I., Goldsmith, C.L.: Superposition model for dielectric charging of RF MEMS capacitive switches under bipolar control-voltage waveforms. Microw. Theory Tech. IEEE Trans. 55(12), 2911–2918 (2007)
Ikehashi, T., Miyazaki, T., Yamazaki, H., Suzuki, A., Ogawa, E., Miyano, S., Saito, T., Ohguro, T., Miyagi, T., Sugizaki, Y., Otsuka, N., Shibata, H., Toyoshima, Y.: An RF MEMS variable capacitor with intelligent bipolar actuation. In: Solid-State Circuits Conference, 2008. ISSCC 2008. Digest of Technical Papers. IEEE International (2008)
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This work was supported by Science Foundation Ireland.
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Blokhina, E., Giounanlis, P., Dominguez-Pumar, M., Gorreta, S., Pons-Nin, J., Feely, O. (2015). Discrete-Time Modelling of Sigma-Delta Inspired Systems for MEMS. In: López-Ruiz, R., Fournier-Prunaret, D., Nishio, Y., Grácio, C. (eds) Nonlinear Maps and their Applications. Springer Proceedings in Mathematics & Statistics, vol 112. Springer, Cham. https://doi.org/10.1007/978-3-319-12328-8_3
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DOI: https://doi.org/10.1007/978-3-319-12328-8_3
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