A Survey of Modeling and Control Techniques for Micro- and Nanoelectromechanical Systems

In the current times, microelectromechanical systems and nanoelectromechanical systems form a major interdisciplinary area of research involving science, engineering, and technology. A lot of work has been reported in the area of modeling and control of these devices, with the aim of better understanding their behavior and improving their performance. This paper presents a review of the emerging advances in the modeling and control of these micro- and nanoscale devices and converges on the exciting research in on-chip control , with a mechatronics and controls perspective and concludes by projecting future trends.

[1]  C. Batur,et al.  Sliding mode control of a simulated MEMS gyroscope , 2005, Proceedings of the 2005, American Control Conference, 2005..

[2]  Yu-Chong Tai,et al.  A MEMS multi-sensor chip for gas flow sensing , 2005 .

[3]  Yiting Yu,et al.  Hybrid macromodels for modeling and simulation of a z-axis micro accelerometer , 2008, 2008 3rd IEEE International Conference on Nano/Micro Engineered and Molecular Systems.

[4]  J. A. Walker,et al.  Design and nonlinear servo control of MEMS mirrors and their performance in a large port-count optical switch , 2005 .

[5]  Andrei M. Shkel,et al.  Active structural error suppression in MEMS vibratory rate integrating gyroscopes , 2003 .

[6]  W. Häberle,et al.  VLSI-NEMS chip for parallel AFM data storage , 2000 .

[7]  Seiji Akita,et al.  A molecular linear motor consisting of carbon nanotubes. , 2009, Nano letters.

[8]  H. Espinosa,et al.  CHAPTER 121 Nanoelectromechanical Systems and Modeling , 2005 .

[9]  Keivan Esfarjani,et al.  Statistical Mechanical Modeling and Its Application to Nanosystems , 2004 .

[10]  R. Rudd Coarse-Grained Molecular Dynamics and Multiscale Modeling of NEMS Resonators , 2001 .

[11]  John T. Wen,et al.  Dynamic modeling and input shaping of thermal bimorph MEMS actuators , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[12]  Massimo Bernaschi,et al.  Quantized current blockade and hydrodynamic correlations in biopolymer translocation through nanopores: evidence from multiscale simulations. , 2008, Nano letters.

[13]  Michael G. Roper,et al.  A fully integrated microfluidic genetic analysis system with sample-in–answer-out capability , 2006, Proceedings of the National Academy of Sciences.

[14]  Szu-Yuan Cheng,et al.  Macromodeling of coupled-domain MEMS devices with electrostatic and electrothermal effects , 2004 .

[15]  Horacio Dante Espinosa,et al.  Numerical Analysis of Nanotube-Based NEMS Devices—Part I: Electrostatic Charge Distribution on Multiwalled Nanotubes , 2005 .

[16]  A. Boni,et al.  Time-Domain Modeling and Characterization of Capacitive MEMS Switches , 2005, 2005 IEEE Instrumentationand Measurement Technology Conference Proceedings.

[17]  Yoon Young Kim,et al.  Optimal design and fabrication of MEMS rotary thermal actuators , 2007 .

[18]  Bo Zhang,et al.  Overview and Improving Fiber Optic Gyroscope Based on MEMS/NEMS Fabrication , 2006 .

[19]  Boris Oks,et al.  Hardware Platforms for MEMS Gyroscope Tuning Based on Evolutionary Computation Using Open-Loop and Closed-Loop Frequency Response , 2005, ICES.

[20]  Brian D. Jensen,et al.  Shaped comb fingers for tailored electromechanical restoring force , 2003 .

[21]  Lawrence Anthony Hornak,et al.  Through-wafer interrogation of microstructure motion for MEMS feedback control , 1999, Photonics West - Micro and Nano Fabricated Electromechanical and Optical Components.

[22]  A. Tzes,et al.  Design of a robust PID-control switching scheme for an electrostatic micro-actuator , 2008 .

[23]  C. Lee,et al.  Monolithic three-dimensional single-crystal silicon microelectromechanical systems , 1998 .

[24]  Chengkuo Lee,et al.  Design and modeling for comb drive actuator with enlarged static displacement , 2004 .

[25]  G. Fedder,et al.  Position control of parallel-plate microactuators for probe-based data storage , 2004, Journal of Microelectromechanical Systems.

[26]  A. Lazaro,et al.  Non linear actuation model for lateral electrostatically-actuated DC-contact RF MEMS series switches , 2007, 2007 Spanish Conference on Electron Devices.

[27]  K. Breuer,et al.  Numerical Modeling of Micromechanical Devices Using the Direct Simulation Monte Carlo Method , 1996 .

[28]  F.L. Lewis,et al.  Control of a MEMS optical switch , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[29]  J. Bryzek,et al.  Control issues for MEMS , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[30]  T. Bifano,et al.  Open-loop control of a MEMS deformable mirror for large-amplitude wavefront control. , 2007, Journal of the Optical Society of America. A, Optics, image science, and vision.

[31]  Sylvain Martel,et al.  Micro-photovoltaic cells designed for magnetotaxis-based controlled bacterial microrobots , 2008, IEICE Electron. Express.

[32]  N. Aluru,et al.  Calculation of pull-in voltages for carbon-nanotube-based nanoelectromechanical switches , 2002 .

[33]  R. Fair,et al.  Electrowetting-based actuation of liquid droplets for microfluidic applications , 2000 .

[34]  Wolter F. Jager,et al.  Organic Materials for Reversible Optical Data Storage , 1993 .

[35]  M. Zwolinski,et al.  ANN based modeling, testing and diagnosis of MEMS [capacitive pressure transducer example] , 2004, 7th Seminar on Neural Network Applications in Electrical Engineering, 2004. NEUREL 2004. 2004.

[36]  K. Sato,et al.  Octree-search kinetic monte carlo algorithm for the simulation of complex 3D MEMS structures , 2008, 2008 IEEE 21st International Conference on Micro Electro Mechanical Systems.

[37]  V. Gayathri,et al.  Carbon nanotube as NEMS sensor - effect of chirality and stone-wales defect intend , 2006 .

[38]  Jordan M. Berg,et al.  Integrated charge and position sensing for feedback control of electrostatic MEMS , 2005, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[39]  A. Sebastian,et al.  Control of MEMS-Based Scanning-Probe Data-Storage Devices , 2007, IEEE Transactions on Control Systems Technology.

[40]  Wolfgang Fichtner,et al.  Multiscale simulation of aluminum thin films for the design of highly-reliable MEMS devices , 2009, Microelectron. Reliab..

[41]  Curtis R Vogel,et al.  Modeling, simulation, and open-loop control of a continuous facesheet MEMS deformable mirror. , 2006, Journal of the Optical Society of America. A, Optics, image science, and vision.

[42]  K. Eric Drexler,et al.  Engines of Creation , 1986 .

[43]  T. Gessner,et al.  Parametric Finite Element Analysis for Reduced Order Modeling of MEMS , 2006, EuroSime 2006 - 7th International Conference on Thermal, Mechanical and Multiphysics Simulation and Experiments in Micro-Electronics and Micro-Systems.

[44]  Jing Wang,et al.  Modeling and design of polymer-based tunneling accelerometers by ANSYS/MATLAB , 2005, IEEE/ASME Transactions on Mechatronics.

[45]  Tian Jian Lu,et al.  Institute of Physics Publishing Journal of Micromechanics and Microengineering Mems Actuators and Sensors: Observations on Their Performance and Selection for Purpose , 2022 .

[46]  Jan G. Korvink,et al.  Automatic order reduction of thermo-electric models for MEMS: Arnoldi versus Guyan , 2002, The Fourth International Conference on Advanced Semiconductor Devices and Microsystem.

[47]  Catalin Tibeica,et al.  Fuzzy-Logic Reliability Predictions in Microtechnologies , 2005, International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'06).

[48]  Yan Liu,et al.  Versatile 3-channel high-voltage power supply for microchip capillary electrophoresis. , 2003, Lab on a chip.

[49]  Gabriel M. Rebeiz,et al.  Nonlinear electro-mechanical modeling of MEMS switches , 2001, 2001 IEEE MTT-S International Microwave Sympsoium Digest (Cat. No.01CH37157).

[50]  Antoine Ferreira,et al.  Multiscale Design and Modeling of Protein-based Nanomechanisms for Nanorobotics , 2009, Int. J. Robotics Res..

[51]  Yoshida Takashi,et al.  Three-dimensional micromachining of silicon pressure sensor integrating resonant strain gauge on diaphragm , 1990 .

[52]  P. Pelin,et al.  A novel architecture for digital control of MEMS gyros , 2004, Proceedings of IEEE Sensors, 2004..

[53]  G. Binnig,et al.  Scanning tunneling microscopy , 1984 .

[54]  Celal Batur,et al.  Robust adaptive control for a MEMS vibratory gyroscope , 2009 .

[55]  B. Yoo,et al.  A low-drift, open-loop controlled, single crystalline silicon micromirror with floating field-limiting shields , 2008 .

[56]  D.W. Wood,et al.  Multiphysics modeling of axispherical MEMS , 2004, 2004 IEEE Africon. 7th Africon Conference in Africa (IEEE Cat. No.04CH37590).

[57]  Kenneth Castelino,et al.  Sub-100 μs Settling Time and Low Voltage Operation for Gimbal-less Two-Axis Scanners , 2004 .

[58]  O. Brand,et al.  Microsensor packaging , 2002 .

[59]  T. Kenny,et al.  Design of large deflection electrostatic actuators , 2003 .

[60]  N. Cordero,et al.  State of the art in prediction of mechanical behaviour of microsystems [MEMS] , 2004, 5th International Conference on Thermal and Mechanical Simulation and Experiments in Microelectronics and Microsystems, 2004. EuroSimE 2004. Proceedings of the.

[61]  K. Eric Drexler,et al.  Engines of Creation: the Coming Era of Nanotechnology , 1986 .

[62]  Bing-Yang Cao,et al.  Molecular Momentum Transport at Fluid-Solid Interfaces in MEMS/NEMS: A Review , 2009, International journal of molecular sciences.

[63]  Jan G. Korvink,et al.  Efficient optimization of transient dynamic problems in MEMS devices using model order reduction , 2005 .

[64]  Katie M. Morzinski,et al.  The open-loop control of MEMS: modeling and experimental results , 2007, SPIE MOEMS-MEMS.

[65]  Ben L. Feringa,et al.  Light-Driven Molecular Rotor: Unidirectional Rotation Controlled by a Single Stereogenic Center , 2000 .

[66]  S. C. O'brien,et al.  C60: Buckminsterfullerene , 1985, Nature.

[67]  F.L. Lewis,et al.  Method for Determining a Dynamical State–Space Model for Control of Thermal MEMS Devices , 2005, Journal of Microelectromechanical Systems.

[68]  Ali H. Nayfeh,et al.  Input-shaping control of nonlinear MEMS , 2008 .

[69]  R. Ruoff,et al.  Atomistic Simulations of Double-Walled Carbon Nanotubes (DWCNTs) as Rotational Bearings , 2004 .

[70]  L.G. Bleris,et al.  Real-time implementation of model predictive control , 2005, Proceedings of the 2005, American Control Conference, 2005..

[71]  Horacio D. Espinosa,et al.  Numerical Analysis of Nanotube Based NEMS Devices — Part II: Role of Finite Kinematics, Stretching and Charge Concentrations , 2005 .

[72]  V. Kolchuzhin,et al.  A derivatives-based method for parameterization of MEMS Reduced Order Models , 2008, EuroSimE 2008 - International Conference on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Micro-Systems.

[73]  N. Ghoniem,et al.  Multiscale modelling of nanomechanics and micromechanics: an overview , 2003 .

[74]  William C. Tang,et al.  Laterally driven polysilicon resonant microstructures , 1989, IEEE Micro Electro Mechanical Systems, , Proceedings, 'An Investigation of Micro Structures, Sensors, Actuators, Machines and Robots'.

[75]  A.Q. Liu,et al.  Optical MEMS switch control and packaging , 2003, Proceedings of the 5th Electronics Packaging Technology Conference (EPTC 2003).

[76]  Horacio Dante Espinosa,et al.  EXPERIMENTS AND MODELING OF CARBON NANOTUBE-BASED NEMS DEVICES , 2005 .

[77]  N. Shashidhar,et al.  Design and use of compact lensed fibers for low cost packaging of optical MEMS components , 2004 .

[78]  K. Jensen,et al.  An atomic-resolution nanomechanical mass sensor. , 2008, Nature Nanotechnology.

[79]  N. Aluru,et al.  Multiscale electrostatic analysis of silicon nanoelectromechanical systems (NEMS) via heterogeneous quantum models , 2008 .

[80]  Fumihito Arai,et al.  Towards nanotube linear servomotors , 2006, IEEE Transactions on Automation Science and Engineering.

[81]  John A. Pelesko,et al.  Mathematical Modeling of Electrostatic MEMS with Tailored Dielectric Properties , 2002, SIAM J. Appl. Math..

[82]  J.E. Schutt-Aine,et al.  Reduced-order modeling of weakly nonlinear MEMS devices with Taylor-series expansion and Arnoldi approach , 2004, Journal of Microelectromechanical Systems.

[83]  Xiezhao Lin,et al.  Macromodeling of the Electrostatically Actuated Rectangle Plate Based On Modal Projection , 2007, 2007 International Conference on Mechatronics and Automation.

[84]  G. Binnig,et al.  Single-tube three-dimensional scanner for scanning tunneling microscopy , 1986 .

[85]  A. M. Fennimore,et al.  Rotational actuators based on carbon nanotubes , 2003, Nature.

[86]  Tuan A. Tran,et al.  A control and signal Processing integrated circuit for the JPL-boeing micromachined gyroscopes , 2005, IEEE Transactions on Control Systems Technology.

[87]  T. Tanaka,et al.  Dynamic Characteristics of High Field Electro-active Silicone and Acrylic Elastomer Actuator Devices , 2006, 2006 IEEE Conference on Electrical Insulation and Dielectric Phenomena.

[88]  Ben L. Feringa,et al.  Light‐Driven Molecular Motors , 2004 .

[89]  J.-M. Breguet,et al.  A smart microrobot on chip: design, identification, and control , 2004, IEEE/ASME Transactions on Mechatronics.

[90]  Gang Li,et al.  Physical models for coupled electromechanical analysis of silicon nanoelectromechanical systems , 2005 .

[91]  Andres Lombo-Carrasquilla,et al.  Integrated modeling methodology for nanoscale electronic devices , 2008 .

[92]  J. Rajagopalan,et al.  Fuzzy logic-based microbattery controller for MEMS applications , 2000, Collection of Technical Papers. 35th Intersociety Energy Conversion Engineering Conference and Exhibit (IECEC) (Cat. No.00CH37022).

[93]  N.R. Aluru,et al.  Physical and reduced-order dynamic analysis of MEMS , 2003, ICCAD-2003. International Conference on Computer Aided Design (IEEE Cat. No.03CH37486).

[94]  Hongguang Li,et al.  Adaptive vibration control of micro-cantilever beam with piezoelectric actuator in MEMS , 2006 .

[95]  Arthur S. Morris,et al.  Top-down design flow for MOEMS , 2001, Symposium on Design, Test, Integration, and Packaging of MEMS/MOEMS.

[96]  R. Freitas The future of nanofabrication and molecular scale devices in nanomedicine. , 2002, Studies in health technology and informatics.

[97]  Hugo De Man,et al.  An analytic Volterra-series-based model for a MEMS variable capacitor , 2003, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst..

[98]  Tian-Ling Ren,et al.  ACTIVE DAMPING OF A PIEZOELECTRIC MEMS ACOUSTIC SENSOR , 2006 .

[99]  T. Denison,et al.  Feedback control for a MEMS-based high-performance operational amplifier , 2004, Proceedings of the 2004 American Control Conference.

[100]  W.J. Li,et al.  Polymer MEMS actuators for underwater micromanipulation , 2004, IEEE/ASME Transactions on Mechatronics.

[101]  Bruce Jacob,et al.  MEMS-based embedded sensor virtual components for system-on-a-chip (SoC) , 2004 .

[102]  Alberto Corigliano,et al.  Modeling Impact-induced Failure of Polysilicon MEMS: A Multi-scale Approach , 2009, Sensors.

[103]  Frank L. Lewis,et al.  Open-loop versus closed-loop control of MEMS devices: choices and issues , 2005 .

[104]  R. Oboe,et al.  Control of a Z-axis MEMS vibrational gyroscope , 2004, The 8th IEEE International Workshop on Advanced Motion Control, 2004. AMC '04..

[105]  Habib N. Najm,et al.  Components for atomistic-to-continuum multiscale modeling of flow in micro- and nanofluidic systems , 2008, Sci. Program..

[106]  M.C. Wu,et al.  Open-loop operation of MEMS WDM routers with analog micromirror array , 2002, IEEE/LEOS International Conference on Optical MEMs.

[107]  M.C. Wu,et al.  Open-loop operation of MEMS-based 1/spl times/N wavelength-selective switch with long-term stability and repeatability , 2004, IEEE Photonics Technology Letters.

[108]  F. Simmel,et al.  Using DNA to construct and power a nanoactuator. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[109]  Chang-Jin C J Kim,et al.  All-electronic droplet generation on-chip with real-time feedback control for EWOD digital microfluidics. , 2008, Lab on a chip.

[110]  Qi Jing,et al.  A hierarchical circuit-level design methodology for microelectromechanical systems , 1999 .

[111]  L. Hornak,et al.  ADAPTIVE CONTROL OF MEMS DEVICES , 2022 .

[112]  Gih-Keong Lau,et al.  Polymeric Thermal Microactuator With Embedded Silicon Skeleton: Part I—Design and Analysis , 2008, Journal of Microelectromechanical Systems.

[113]  Gary K. Fedder Issues in MEMS macromodeling , 2003, Proceedings of the 2003 IEEE International Workshop on Behavioral Modeling and Simulation.

[114]  Theodoros E. Karakasidis,et al.  Multiscale modeling in nanomaterials science , 2007 .

[115]  David W. M. Marr,et al.  Flow control for capillary-pumped microfluidic systems , 2004 .

[116]  D.H.S. Maithripala,et al.  A passivity-based controller for an electrostatic MEMS model in the presence of parasitics , 2007, 2007 International Conference on Industrial and Information Systems.

[117]  Roberto Horowitz,et al.  Adaptive control for the conventional mode of operation of MEMS gyroscopes , 2002 .

[118]  G V Kaigala,et al.  An integrated CMOS high voltage supply for lab-on-a-chip systems. , 2008, Lab on a chip.

[119]  F. Arai,et al.  On-chip Temperature Sensing and Control for Cell Immobilization , 2007, 2007 2nd IEEE International Conference on Nano/Micro Engineered and Molecular Systems.

[120]  Jae-Hyoung Park,et al.  A fully wafer-level packaged RF MEMS switch with low actuation voltage using a piezoelectric actuator , 2006 .

[121]  Roberto Horowitz,et al.  Adaptive Control for MEMS Gyroscopes , 2002 .

[122]  N. Seeman,et al.  A precisely controlled DNA biped walking device , 2004 .

[123]  Sangkyung Sung,et al.  Development of a lateral velocity-controlled MEMS vibratory gyroscope and its performance test , 2008 .

[124]  N. Yokoyama,et al.  Fully CMOS compatible on-LSI capacitive pressure sensor fabricated using standard back-end-of-line processes , 2005, The 13th International Conference on Solid-State Sensors, Actuators and Microsystems, 2005. Digest of Technical Papers. TRANSDUCERS '05..

[125]  M. Christophersen,et al.  A CMOS potentiostat for control of integrated MEMS actuators , 2006, 2006 IEEE International Symposium on Circuits and Systems.

[126]  James M. Redmond,et al.  Microscale Modeling and Simulation , 2001 .

[127]  N. Aluru,et al.  Hybrid techniques for electrostatic analysis of nanoelectromechanical systems , 2004 .

[128]  Robert Patton Leland,et al.  Adaptive control of a MEMS gyroscope using Lyapunov methods , 2006, IEEE Transactions on Control Systems Technology.

[129]  Palghat S. Ramesh,et al.  DYNAMIC ANALYSIS OF MICRO‐ELECTRO‐MECHANICAL SYSTEMS , 1996 .

[130]  W. Liou,et al.  Navier-Stokes and DSMC Simulations of Forced Chaotic Microflows , 2003 .

[131]  Shaochen Chen,et al.  Packaging for microelectromechanical and nanoelectromechanical systems , 2003 .

[132]  祁志美 Microfluidic chip for blood cell separation and collection based on crossflow filtration , 2007 .

[133]  Scott Jordan,et al.  Vibration nullification of MEMS device using input shaping , 2003, SPIE Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[134]  R. Feynman There’s plenty of room at the bottom , 2011 .

[135]  Integrated SPM probes with NEMS technology , 2007 .

[136]  P. Srinivasan,et al.  Optimal Materials Selection for Bimaterial Piezoelectric Microactuators , 2008, Journal of Microelectromechanical Systems.

[137]  Roberto Horowitz,et al.  Discrete time adaptive control for a MEMS gyroscope , 2005 .

[138]  Gerhard Wachutka,et al.  Physically based modeling of squeeze film damping by mixed-level system simulation , 2002 .

[139]  K. Ikeda,et al.  Silicon pressure sensor integrates resonant strain gauge on diaphragm , 1990 .

[140]  Andrei M. Shkel,et al.  Concept, implementation, and control of wide bandwidth MEMS gyroscopes , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[141]  Roberto Horowitz,et al.  Dynamics and control of micromachined gyroscopes , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[142]  M. S. Lu,et al.  CMOS micromachined grippers with on-chip optical detection , 2007 .

[143]  Efthimios Kaxiras,et al.  An Overview of Multiscale Simulations of Materials , 2004 .

[144]  O. Kwon,et al.  Molecular dynamics study on size-dependent elastic properties of silicon nanocantilevers , 2005 .

[145]  X. Tao,et al.  Nanotube Boiler: Attogram Copper Evaporation Driven by Electric Current, Joule Heating, Charge, and Ionization , 2009, IEEE Transactions on Nanotechnology.

[146]  Sergey Edward Lyshevski Modeling and control of MEMS with high speed synchronous micromotors and controllers/drivers-on-VLSI-chip ICs , 2003 .

[147]  Wei Chen,et al.  Materials integrity in microsystems: a framework for a petascale predictive-science-based multiscale modeling and simulation system , 2008 .

[148]  Ali H. Nayfeh,et al.  A reduced-order model for electrically actuated microbeam-based MEMS , 2003 .

[149]  H. Dai,et al.  Individual single-wall carbon nanotubes as quantum wires , 1997, Nature.

[150]  G. Odegard,et al.  Effect of Nanotube Functionalization on the Elastic Properties of Polyethylene Nanotube Composites , 2005 .

[151]  R. Horowitz,et al.  A Comparative Study of MEMS Microactuators for Use in a Dual-Stage Servo With an Instrumented Suspension , 2006, IEEE/ASME Transactions on Mechatronics.

[152]  B. Reig,et al.  Nonlinear dynamics of nanomechanical beam resonators: improving the performance of NEMS-based sensors , 2009, Nanotechnology.

[153]  Antoine Ferreira,et al.  DNA nanorobotics , 2008, Microelectron. J..

[154]  S. D. Senturia,et al.  Generating efficient dynamical models for microelectromechanical systems from a few finite-element simulation runs , 1999 .

[155]  Robert B. Sim,et al.  Carbon nanotubes for biomedical applications , 2005, IEEE Transactions on NanoBioscience.

[156]  Richard B. Fair,et al.  Automated on-chip droplet dispensing with volume control by electro-wetting actuation and capacitance metering , 2004 .

[157]  Zhiqiang Gao,et al.  A Novel Control System Design for Vibrational MEMS Gyroscopes , 2007 .

[159]  Mustapha Hamdi,et al.  Computational design and multiscale modeling of a nanoactuator using DNA actuation , 2009, Nanotechnology.

[160]  C. Hagleitner,et al.  Smart single-chip gas sensor microsystem , 2001, Nature.

[161]  H. Nathanson,et al.  The resonant gate transistor , 1967 .

[162]  F.L. Lewis,et al.  Open vs. Closed-Loop Control of the MEMS Electrostatic Comb Drive , 2005, Proceedings of the 2005 IEEE International Symposium on, Mediterrean Conference on Control and Automation Intelligent Control, 2005..

[163]  P. Vettiger,et al.  Wafer-scale microdevice transfer/interconnect: its application in an AFM-based data-storage system , 2004, Journal of Microelectromechanical Systems.

[164]  H. Yamaguchi,et al.  InAs/AlGaSb heterostructure displacement sensors for MEMS/NEMS applications , 2003 .