Silicon https://doi.org/10.1007/s12633-022-01853-x ORIGINAL PAPER Design and Simulation of Vertical Bi-Directional Fringe Field Tuning of New Improved MEMS Accelerometer Using SOI Technology for Stress Compensation Manoj Kumar Dounkal 1 & R. K. Bhan 2 & Navin Kumar 3 Received: 9 December 2021 / Accepted: 27 March 2022 # The Author(s), under exclusive licence to Springer Nature B.V. 2022 Abstract A new conceptual utilization of Silicon on Insulator (SOI) wafer is reported for bi-directional vertical electrostatic fringe field tuning of the Micro Electro Mechnical Systems (MEMS) micro accelerometer for compensating stress induced curling (up and down), sensitivity and mechanical dynamic response. The buried oxide (BOX) layer-based SOI wafer provides bi-directional electrodes for applying bias voltages independently. Residual stress induced curved deflection due to stress gradient is targeted for tuning and reducing its effects using fringe field electrode configuration in SOI wafer technology. Movable silicon structure is electrostatically (utilizing fringe field) brought back near to original mean position with softened stiffness (increase in sensitivity) and reducing drastically the effects of stress gradients. The simulations are carried out using COVENTORWARE and COMSOL Multiphysics software. The deflection results obtained by both software agree within 7.69% for maximum deviation. There is a deviation in change in capacitance (del C) of 5.89% when stress gradient of 0.1 MPa/μm and 17.62% when stress gradient of 4 MPa/μm is applied on the structure at 30 g. This deviation can be tuned by above mentioned Bi directional tuning. Additionally, non-linearity induced by stress gradient in sensitivity can also be tuned by electrostatic fringe field effectively upto 18.64% when higher stress gradient (4 MPa/μm) was affecting the structure. Maximum disagreement of 4.72% between analytical and simulated results promises the design of proposed tuning concept. The proposed tuning concept can be utilized for other MEMS devices suffering from stress gradient issues. Keywords Silicon on insulator . Accelerometer . Tuning . Electrostatic actuation . Fringe field . Stress gradient . Deflection 1 Introduction Micro Electro Mechanical Systems (MEMS) device tuning has been a challenging field and much needed domain since their inception in industrial applications. Different * Manoj Kumar Dounkal mnjdpt@gmail.com R. K. Bhan bhan_rk2003@yahoo.com Navin Kumar nkumar@iitrpr.ac.in 1 Solid State Physics Laboratory, Lucknow Road, Delhi, Timarpur 110054, India 2 Institute of Defence Scientists and Technologists, Majumdar Marg, Delhi, Timarpur 110054, India 3 Indian Institute of Technology, Ropar 140001, India configuration actuation mechanisms are reported in literature [1–3]. Electrostatic repulsive force mechanism has been utilized by various groups for active actuation and tuning of microstructures. Towfighian et al. [4] has utilized repulsion method with total four electrodes for many applications viz. accelerometers, gyroscopes, switches, mirror etc. A levitation force mechanism was used by Quakad et al. [5] for tuning pressure MEMS sensor. A combined use of electrostatic repulsion and attraction mechanism was used by Yao et al. [6] for out of plane actuator. Large amplitude deflection was reported by Linzon Y. et al. [7] for SOI based cantilever by fringing electrostatic field. Pull in free microphone modelling and characterization utilizing levitation-based electrode configuration was reported by Ozdogan M. et al. [8]. Independent tuning of linear and non- linear stiffness coefficient for uniaxial micro mechanical device was reported by Adams S.G.et al. long back in 1996 [9] by combination of electrostatic actuators. Ultra-thin silicon wafers ranging from several micron thickness to tens of micron thickness reported by Tian Y. Silicon B. et al. [10] whose finite element analysis for deflection and residual stress was carried out by the group. Among various techniques like thermal [11–13], magnetic [14, 15] and Peizo [16–18], electrostatic actuation has been very fruitful due to many advantages over others like compactness, better precision control on movements and minimum reactivation time etc. However, all the above reported devices used techniques like electrostatic attractive or repulsive techniques have one limitation viz. movable structure can be deflected only in one direction. The change in direction is only within the planes of electrodes shifting the whole device in plane only exhibiting possible tunning accordingly, thus limiting the scope of tuning in 3 dimensions. Whereas electrostatic attractive actuation always decreases the gap, repulsive mode increases the gap however, there are situations where bi-directional tuning is required for example deflection in cantilevers, RF switches or fingers of accelerometers due +ve or –ve stress gradients (SG) induced by fabrication. Such types of curled deflections (or curvatures) are possible in cantilever-based devices as studied by us earlier [19] wherein axial force compression and tension were used to tune the structure and a good agreement was reported between experimental, simulated and our proposed analytical model. Further, recently we reported [20] a new improved microaccelerometer based on SOI technology. It was shown that our design has a higher ~200 times overall normalized figure of merit (FOM) (190 fF g−1 μm−2 Hz−2) compared to the existing designs in the literature assuming no curling or stress effects in the device. However, curling induced post fabrication due to stress gradients is always a reality unless it is controlled by careful design and fabrication parameters [21–23]. Here, in the present study we show further advantages in our design by proposing a new vertical bi-directional fringe field tuning mechanism to reduce the effects of curling due to stress gradients in these microstructures. Figure 1 shows the 3-D structure of differential micro accelerometer proposed by us earlier [20] with addition of side SOI ear electrodes walls (SEEW) with BOX layer. Four number of electrode sets are used, two on each side. Top view shown in Fig. 2 clearly shows one set of SOI electrodes with the gap ‘h’ between SOI vertical and horizontal part and gap ‘s’ between fixed SOI horizontal and movable ear on proof mass (MEPM). The designed gap ‘h’ is 5 μm and ‘s’ is 4 μm. The configuration of electrodes is chosen symmetric to proof mass on both side and positioned in such a way that proof mass pull in on either side is avoided and effect of field on fingers pull down limit is remote and sensing fingers are also not affected due to their presence. In literature, many researchers have carried out studies on effect of stresses in thin films and methods for compensating it. The various ‘technical methods’ which help in reducing residual stress generated in thin films have been compared for different MEMS devices in Table 1. The advantages of the proposed SOI wafer technology using electrostatic actuation, justifies its novelty as electrostatic tuning techniques offers varoius advantages like fast switching, small footprints and negligible weight etc.Furthermore, in this study, SOI bidirectional electrodes have been designed for along with steps of fixed combs SOI structure. It will be shown here that one can use these electrodes for tuning and reducing the curling in MEMS sturcures induced by processing. The proposed MEMS accelerometer and its tuning find use in a wide variety of applications such as navigation, smartphones, automobiles, bio medical instruments, industrial systems, etc. However, current design is targeted or navigation application. 2 Analytical Formulations 2.1 Tuning Electrode Formulations An attempt has been made to develop the analytical equations from the basics that are used for capturing the physics of the tuning by using the electrodes shown in Fig. 2. An electrical relation between charge (qt) and voltage (Vt) on tuning SOI tuning electrodes is shown in Eq. 1. The proportionality constant between applied voltage and related charge is ‘Ct’ called capacitance and they are related by qt ¼ C t V t ð1Þ where capacitance is given by Ct ¼ ε At h ð2Þ where ‘ε’ is the permittivity of dielectric material (air), ‘At’ is the area of facing electrodes and ‘h’ is gap between them. Ut ¼ 1 C t V 2t 2 ð3Þ Equation 3 is relation showing between energy, capacitance and voltage. In this equation, Ut is the energy stored in the capacitor. Further the electrostatic force Fe as a result of this energy is given by Eq. 4. Fe ¼ ∂U t 1 ∂C t 2 1 V 2t ¼ V ¼ εA 2 2 ∂h t 2 ∂h h ð4Þ The electrostatic force equation is given by taking the derivative of energy stored in a capacitor given by Eqs. 3 and 4 shown respectively. It may be mentioned here that Eq. (2) is a simplified equation wherein the effects of edges and fringe fields are neglected. However, in our case and in particular comb type of electrodes, additional contribution to capacitance due to these fringe fields cannot be neglected, we use improved equation for calculating capacitance. The effect of Silicon Fig. 1 Micro accelerometer structure with fixed side electrodes (4 Nos.) in SOI wafer fringe field for asymmetric electrode position is simulated and discussed in results section. Equation 5 [31] using fringe field effect in respect of tuning electrodes (Fig. 2) is shown below where ‘wc’ and ‘tc’ are cross sectional width and half height of cantilever attached to the proof mass (movable electrode) and ‘h’ is the distance between fixed and movable electrode as shown in Fig. 2. 0:23 ! w t 0:23 wc c c Ct ¼ ε þ 0:73 ð5Þ −1:06 þ 3:31 h h tc Fig. 2 Top view of SOI electrodes showing set of tuning electrodes with gaps ‘h’ and ‘s’ In this Eq. 5, the ratio condition within dimension range 0.1 < wc/h and 0.1 < tc/h < 10 is satisfied [Ref. 31, Eq. 4 in where b = wc, g = h, and h = tc in our case]. Here, since we are interested in finding out electrostatic force generated due to the combined effect of fringe field on the proof mass and accelerometer, a gradient has been calculated with respect to the distance (gap) between fixed (SOI) and movable electrodes (ears on proof mass). The derived equation is shown below and has been used in Eq. 4 for calculating the electrostatic force acting for tuning the residual stress. Method of compensating stress Stress level compensated Tuning action Application Device example Dounkal et al., (Present Study) Dounkal et al., [19] Singh J. et al., [30] Haseeb et al.,2008 [24] Magnetic actuation Nullify the residual stress for Application of stress compensated Combination of actuator compressive and tensile stress material Axial Force Stress gradient effect removal Application of application Combination of compressive and tensile stress material SOI electrostatic 500 MP in plane and upto 40–200 V actuation, BOX 4 MPa/μm stress gradient layer utilization compensated Micro accelerometer Micro accelerometer, SOI wafer biased and electrostatic force used MEMS 400 μm length Mechanical resonators 50 μm width 1 μm thick cantilever Mechanical resonators Magneto strictive layer Tuned to −400 MPa Tuned to −600 MPa Tuned to almost flat deflection −200 to −650 (approx..) −2000 Max 29 μm deflection Three-dimensional solution of a static shape control by actuation −242 in SiO2 and+ Tuned near 100 MPa with reduced 283 in Fe65Co35 magnetic layer strip thickness Stress gradient of the Resonant frequency order of tuned upto 30 kHz 0.27 MPa/μm using 120 V handled 500 and stress Tuned to almost flat gradient upto cantilever structure 4MPA/μm Tuned to 1290 MPa after release Compressive 2000 Tensile 1000 Nonlinear hysterics behavior Does not eliminate all internal stress Remarks 307.74, Max. deflection 330.30 μm Maximum stress, MPa Comparison of tuning methods and techniques for reducing residual thin film stresses in MEMS devices as reported in literature including present study Thermal annealing Polyamide stress in buckled Ramp up temperature from Micro-accelerometer, 1000 μm x100μm cycle compressed state reduced 250 deg to 350 deg by Micro-gyroscopes accelerometer released 450 deg/h, holding hot from lock position. plate temp. at 350 for Full stress NOT released. 20 min. Fork et al., [25] Controlling Control stress anisotropy Thermal annealing Integrated circuits Balanced spring structure Saturation stress (MoCr alloy) with bath parameters 0.2 μm thickness and 0.57 μm thickness Combs type micro Sacrificial layer gap-based H. Kattelus et al., Nitridation in Lateral stress variation in Introduction of mechanical device with [26] Reactive films/improvement in N2(Nitrogen) environment structures, micro 0. 3 μm thick films sputtering micro crystallinity actuators, uniformity Zhao et al., [27] Control of Improving films’ Dimensional regulation RF MEMS 2.2 μm with dynamic geometry homogeneity By static and dynamic geometry deposition geometry 2.0 μm with static geometry Kouroshk et al., [28] Variable substrates Stress gradient across RF source to bias growing Optical, thermal and 500 μm long free-standing voltage thickness compensated film, Voltage range RF system microstructure 50–110 V Irschik H. [29] Piezoelectric Deflection compensation, Vary the polarization Smart structures, Mechatronics actuators actuation spatial distribution profile of layer Shape memory alloys Authors Table 1 Silicon Silicon 1 ∂C t 2 V 2 ∂h t 1 wc tc ¼ ε* − 2 −0:7613* 0:77 *V 2t *l 2 h h Fe ¼ ð6Þ where ‘Vt’ is applied voltage on the electrode and ‘l’ length multiplied as Eq. (5) is for per unit length configuration. Analytical results using above Eq. 6 will be discussed later (Figs. 12 and 15) in Section 4. 2.2 Main Proof Mass Formulations The effect of stress and stress gradient in the structure resulting in deflection δtotis given by [32]. vffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi !ffi u 2 2 u SG*lm ð7Þ δtot ¼ t þ ðR1 Þ2 2*E where. ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi r σ σ 2 σ σ 2 y y x x R1 ¼ −v −v lm þ wm E E E E SG ¼ 2μ=L2 E ð8Þ ð9Þ where ‘SG’ is stress gradient, ‘μ’ is deflection due to normal bending and ‘δ tot’ is combined deflection (normal+ stress gradient). σx is stress in ‘x’ axis and σy is stress in ‘y’ axis, ν is Poisson’s ratio, E is Young’s modulus, lm is length of proof mass and wm is width of proof mass. As with our tuning mechanism we propose an SOI wafer based electrostatic method, this may shift the design parameters of earlier optimized accelerometer [20]. A cognizance has been taken for sensitivity change and bandwidth specially and results shown in last part of Section 4. Mathematical equation used for sensitivity of micro accelerometer discussed in calculation are as follows: θ¼ M lm l b g 4 α G tw3b z ð10Þ where ‘θ’ is the angular deflection, ‘M’ is mass of structure, ‘lm’ is length of proof mass, ‘lb’ is length of torsional beam, ‘α’ is geometric factor, ‘G’ is shear modulus, ‘t’ is thickness of structure, ‘wb’ is width of torsional beam and ‘gz’ is acceleration due to gravity [20]. n ε lf ð2 lm þ l f Þθ d S ¼ ΔC=gz ΔC ¼ ð11Þ ð12Þ where ΔC is change in capacitance, ‘n’ is number of fingers ‘lf’ is length of fingers and ‘S’ is sensitivity. Results discussed later in Figs. 16, 17 and 18 in Section 4 have been generated utilizing Eqs. 7–12. For 3d B bandwidth following equation has been used ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi sr ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi ffi ωn 4ζ4 −4ζ2 þ 2 −2ζ2 þ 1 ð13Þ f 3dB ¼ 2π where ωn is natural frequency of the accelerometer structure and ζ is damping ratio. Here as the gap below the proof mass is of few microns only, so effect of squeeze film damping dominates. Slide film damping has also been taken care and reported in earlier studies [20] done by our group. And in simulation first we find the numerator ‘damping coefficient (c)’ by defining parameters of squeeze film damping for structure and its vertical air gap beneath. Then using natural frequency ‘wn’ we find denominator, critical damping as Cc = 2*m*wn where ‘m’ is mass of the structure. Then ratio of damping coefficient (c) and critical damping (Cc) is used as damping ratio (ζ) in simulation. Dynamic analysis by varying frequency is carried out for obtaining displacements. Then using dB scale -3d B bandwidth is achieved. Next in Section 3, the basic SOI tuning electrode unit concept has been explained and demonstrated by simulations results showing fringe field effects and movements of structure in vertical direction. Section 4, discusses the results for optimised meshing comparison between COVENTORWARE and COMSOL Multiphysics simulations, tuning voltage application for stress mitigation and applications of stress gradient and acceleration on the differential micro accelerometer parameters (viz sensitivity, bandwidth, range of operation etc.). Section 5 finally concludes the summary of the proposed new tuning idea of the research work. 3 Conceptual Working of Tuning Electrodes The proposed electrostatic actuation used by utilizing SOI wafer as shown in Fig. 3 is new in its nature of application. The SOI wafers have in built BOX layer providing two separate electric zones for bias applications [20]. In single Tshaped electrode set, there are three units of structures having total five electrodes. The four electrodes are from two SOI wafer walls (1 and 2) and fifth electrode is from proof mass ear. When the bias is applied on either upper or lower side of electrode of wall 1, the fringe field cloud acts in such a way that it pulls up or down the full movable proof mass along with combs structure. The electrostatic force is generated which is cause for this behaviour. Earlier concepts worked out in the form of either attraction or repulsion wherein the movement is in-plane only. Here we are showing a novel technique using SOI wafer for tuning out of plane Bi-directional vertical movement controlled by fringe field. Silicon Fig. 3 SOI conceptual unit for electrostatic tuning of micro accelerometer proof mass ear. All 5 electrodes shown in COMSOL (left) and actual part from accelerometer in COVENTORWARE Before we explain the functioning of the proposed concept of tuning curling due to stress using electrostatic fringe field, a list of parameters and dimensions used is shown in Table 2 below for clear understanding of the concept. From material point of view, major three material SOI (silicon on insulator) wafer, BOX (buried oxide) layer and silicon have been used for design and simulation purpose. In Fig. 4 shown are the conceptual movement of movable electrode (EAR only) using COMSOL software when bias is applied only on the upper and lower side of SOI wafer in wall 1 only respectively. Wall 1 and 2 are fixed on the substrate as fixed finger set [20]. An SOI wall 2 is provided for making the Table 2 List of parameters and dimensions used for design and simulation of micro accelerometer and tuning electrodes electrostatic field assymetric [1]. This generated electrostatic fringe field is used for tuning the residual stress generated in movable structure due to fabrication effects and constraints.Various other stresses like shear stress, planar stress and warping stress were discussed in detail on micro accelerometer structure used [32]. Figure 4a showing movement upside and 4(b) showing movement downside on applied bias on upper and lower side of BOX layer in wall 1 respectively. We see that fringe field here is mixed due to geometric island (wall 1 and wall 2) with SOI material having BOX layer sandwitched between silicon layers. Overall effect here is S.No. Parameter Value (in μm) 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. lm, length of proof mass wm, width of proof mass lf (length of overlap fingers) L, full length of device lb, length of torsional beam wb, width of torsional beam t, movable finger, proof mass and torsional beam thickness w, height of initial overlap above BOX layer Hm, Height of handle and device layer above and below initial overlap tf, width of fingers (movable and fixed) 800 500 300 1150 150 4.5 18 8.5 11.5 6 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. d, (gap) between fingers n, number of fingers tBOX, BOX(oxide) layer thickness ts, thickness of substrate structure attached to movable sensor SOI device layer SOI handle layer(final) wc, width of movable ear electrodes tc, half thickness of cross section of ear length of movable EAR on side of proof mass h, gap between fixed SOI and movable ear electrode Length of fixed SOI electrode 1,2 (Fig. 3) Width of fixed electrode 1,2 (Fig. 3) Length of fixed SOI electrode 3,4 (Fig. 3) Width of fixed electrode 3,4 (Fig. 3) μ, deflection due to stress gradient (SG) (for example @ SG=0.2 MPa/μm) Fig. 12b 2 32 Nos. 1 400 20 20 16 9 100 5 160 32 90 26 0.755 Silicon Fig. 4 a Unit electrode set with Up movement and b Down movement (a) attractive due to electrostatic force of field lines.So we can utilize this new concept in tuning various microstructures in terms of stiffness, residual stress,deflections etc. In next section, we show how this technique has been used on vertical area changing differential micro accelerometer [20]. However, the idea can be extended to other MEMS devices by utilizing SOI technology. 4 Results and Discussion 4.1 COVENTORWARE Vs. COMSOL Multiphysics (Mesh Size Comparison) A detailed comparison of bi-directional fringe field electrostatic tuning actuation has been carried out utilizing COVENTORWARE: Coventorware MP 1.2 (2019) and COMSOL: 5.6 (2020) multi-physics software in addition to analytical formulations. The system configuration used for simulation has following details: Processor: Intel (R) Xenon (R)Silver 4210CPU @2.20 GHz 2.19 GHz (2 processors), RAM: 64GB (64-bit OS, × 64 based processor), SSD/HDD: 1 TB. The simulation time was from 20 min to 2 h depending upon the mesh type and size. COMSOL has been mainly used for study of fringe field patterns because it has a better physics module for such a study than COVENTORWARE. A different approach using encapsulating space (in the form of sphere or cube) needs to be defined in COMSOL for studying the fringe field pattern in electrostatic regime. The sphere defined (shown later in Fig. 8a here houses the whole MEMS accelerometer structure. However, no separate encapsulating (sphere etc.) needs to be defined in COVENTORWARE. Before attempting the electrostatic fringe field actuation on the main micro accelerometer, initially only basic unit proposed for tuning has been studied in detail to demonstrate the bidirectional deflection in zdirection. A 3D model was created in both the software to see (b) the exact behavior of the SOI electrodes made in the form of ears that will be attached to main structure later on. Hexahedral (HEX) and Tetrahedral (TET) meshing have been used for comparison in both the software as shown in Fig. 5. We have found that one has to optimize the meshing types and sizes to get the meaningful results within reasonable time. We have observed that different deflections are observed in both cases. However, we observed that TET mesh gives similar trends in both the software. Figure 6 shows the effect of mesh size on the deflection in case of TET mesh. HEX mesh was also compared but the deflection behavior was showing wider gap with the increase of mesh size but with a similar trend. As can be seen from this Fig. 6, at higher mesh sizes both the SWs tend to give similar deflections, whereas at lower mesh size the disagreement can be as high as a factor two near 10 μm mesh size. Further, it can be seen that CW SW is more sensitive to mesh size variation compared to COMSOL when TET mesh is compared. In COMSOL variation is more or less flat from 30 to 10 um, however beyond 10 um deflections do rise as in case of CW. The results will be somewhat inaccurate at higher mesh sizes but simulation time will be low, whereas deflections at lower mesh will be more accurate but at the cost very high simulation time. The typical simulation time for 30 um mesh size for this accelerometer structure is 35 min for CW and 20 min for COMSOL whereas these times are 3 h for CW and 2 h for COMSOL at 5 um mesh size. TET mesh shows dissimilar results at lower mesh size but merge at higher mesh size (near 25-30 μm). A Manhattan meshing with 20 μm element size and parabolic order has been used to capture an averaged trend for the accelerometer in COVENTORWARE and 5 μm element size for COMSOL Multiphysics. To capture similar trends and deflection magnitude in the main accelerometer, this shift of 15 μm has been used as there is almost flat deflection between 10 μm to 25 μm (shift of 15 μm) as shown in Fig. 6 for TET mesh. Apart, this mesh size variation is attributed to the outer sphere (coarse Silicon Fig. 5 Hex mesh (a) and Tet mesh (b)in COMSOL Multiphysics software (a) HEX MESH mesh, 300-500 μm) used in COMSOL for defining fringe field electrostatic actuation. In addition, it may be seen from the above figure that in order to get the similar trends of increasing accuracy with decreasing mesh size, that there is a shift of about 15 μm between the two software. This shift will be applied while presenting the results of deflection for the main structure (micro accelerometer) as a function of tuning Voltage. In short, therefore one has to do a tradeoff among meshing type, meshing size, accuracy and time required for convergence for simulation. “Physics controlled mesh” optimisation is used in COMSOL Multiphysics where element size for the mesh from extremely course to extremely fine can be chosen. All active physics interfaces (electrostatic(es) and solid mechanics(solid) had been kept in check in mode before simulation. COMSOL creates a mesh that is adapted to the current physics interface setting in the model. This software solves (b) TET MESH PDE (partial differential equation) in an integral weak form. Unknown are described as sums over a set of basic/shape functions defined on finite element, rather than by discretization of derivative on a grid of points [33]. For COVENTORWARE a predefined density of element in terms of its size defined (x, y, z) with parabolic order has been used. It has been observed that meshing type and size plays vital role for converging the solution for complex problem at hand. Since high aspect ratio (4:1) torsional beams (width 4.5 μm, thickness 18 μm) have been used in main structure, along with 32 combs fingers with 3:1 aspect ratio (width 6 μm, thickness 18 μm) attached to proof mass making it a complex MEMS structure. SOI made Electrostatic ears providing separate zones for biasing (upper and lower side) generate clouds of fringe field pushing or pulling the main structure UP and DOWN providing tuning mechanism with the help of 04 cantilever structure attached to proof mass. In Fig. 7, deflection is plotted against bias voltage applied to lower side of SOI wafer for seeing the electrostatic field actuation on the movable proof mass of the accelerometer. We see that deflections are of nonlinear type and are almost same for both the software. The argument for this has been explained previously. A 2nd order polynomial fit for deflection vs. voltage is carried out as shown in Eq. 14. y ¼ 6:74e−4 −3:61e−6 x þ 7:31e−5 x2 Fig. 6 Normalized deflection of tip of micro accelerometer with variation in mesh sizes ð14Þ where y is deflection in μm and x is tuning voltage in volts. The Eq. (14) is valid for our structure only. For a rectangular electrode set as shown in Figs. 3 or 5, above second degree type of polynomial relation can predict defelection as a function of actuation voltage, however, the value of constants depends on geometry of the electrodes. The idea is to show that the deflection is non linear as a function of tuning actuation voltage. Silicon Fig. 7 Effect of tuning Voltage (Vt) on deflection of micro accelerometer for COMSOL and COVENTORWARE 4.2 Boundary Conditions and Deflection in ‘x’, ‘y’,‘z’ Directions Many MEMS fabricated devices in the form of cantilever, crab, diaphgram, plates suffer the residual stresses effects in the form of curling up or down and hamper the performance of the devices. To tackle and tune these adverse effects, earlier axial tuning analysis technique was proposed by us for in field tuning of cantilevers based resonators [19]. Next, we present the defelection results for the microaccelerometer shown in Fig. 8. In Fig. 8a, complete set of micro accelerometer is shown along with SOI electrodes walls inside spherical air domain.This outer domain is required to see the effects of fringe field. COMSOL multiphysics software is utilized for fringe field simulation effects. In Fig. 8b,100 V bias is applied on upper side which pulls the movable strucure upside and in Fig. 8c pulls it downside providing proof of concept of electrostatic fringe field actuation. COMSOL multi Physics SW is used for these simulations along with COVENTORWARE software for comparison and verfication. A perfect insulating surface is modelled using zero charge boundary conditions making sure the electrical field lines are tangential to the boundary of sphere in Fig. 8a. To clearly highlight the applications of boundaries condition applied, in Fig. 9, the zero-charge node used in COMSOL simulation adds the condition that there is zero charge on the spherical boundaries (Fig. 8a) so that (n. D = 0) where ‘n’ is normal to surface ‘D’ of sphere defined in simulation. At interior boundaries it means that no displacement electric field can penetrate the boundary and that the electric potential is discontinuous across the boundary. Field lines are confined inside the domain of the sphere used for simulation. In addition, zero potential (ground) was applied to electrode position 1,3,4 as shown in Fig. 9a. Electrode 4 is just below electrode 3 separated by Box layer (as shown in Fig. 3). Furthermore, another boundary condition, a mechanical fixed constraint node was added as so the geometric entities (electrodes 1,2,3,4 and torsional beam ends) fixed (fully constrained) i.e. displacement is zero in all the directions. Tuning voltage (Vt) has been applied to electrode position 2 as shown in Fig. 9b. For further investigation for deflections in other directions ‘x’ and ‘y’ side due to bias applications of 100 V on lower or upper side, simulations carried and results seen as shown in Fig. 10a-f. Figure 10a shows deflection in ‘x’ direction on full structure. 10(b) and 10(c) showing equal deflection (0.0012 μm) on zoomed in fingers section on either side. This verifies the effect of similar magnitude of electrostatic field in x direction. Figure 10d shows deflection in ‘y’ direction (0.007 μm) on full structure whereas 10 (e) and 10(f) showing fingers and torsional beam side respectively. The deflection of (0.007 μm) which can be seen near combs fingers is exactly same (0.007 μm) backside near torsional beam. The complete deflection in y direction is verified by this measurement on both the ends. A symmetric defelction in ‘x’ and ‘y’ ensures the correct application of bias on electrodes on both side of movable structure. A detailed tolerance analysis due to fabrication errors has been given in our earlier reference [20]. Additionally relevant tolerance analysis which is possible due to fabrication constraint is near the SOI electrodes Silicon Fig. 8 a Structure inside spherical air domain b ‘z’ deflection when bias applied on upper and c lower electrodes of SOI wall 1 (a) (b) zones. So, Table 3 shows the effect of gap variation (h and s) between electrodes on deflections at 100 V application. The normal design position is having ‘h = 5 μm and ‘s = 4 μm.’ as shown in S.no 2 in Table 3. We see that gap ‘h’ has substantial effect on the deflections of the accelerometer in ‘z’ direction giving a 7.98% reduction when gap is increased from 5 μm to 6 μm. There is an increment of 12.37% in deflection when ‘h’ gap is reduced from 5 μm to 4 μm. There is decrease of 2.59% when ‘s’ increased from 4 μm to 5 μm and increment of 2.19% as gap ‘s’ decreased from 4 μm to 3 μm respectively. So, in summary, gap ‘h’ location is more critical for fringe field effects in this study. All the above results show the possibility of out of plane movement using fringe field electrostatic movment assuming no curling in proof mass. In next section, we show the results assuming curling induced due to stress gradients and how its undesirable effects can be compensated or tuned. (c) 4.3 Tuning of Residual Stress Using Electrostatic Actuation (Analytical Vs Simulation) Next shown in Fig. 11 are two microaccelerometer proof mass structures. The one on left side is the normal or ideal position of the microaccelerometer structure wherein SG is zero and the one on right is curled up micro accelerometer structure due to stress gradient. To tune this up deflection or curl up, we have used the concept of SOI based fringe field electrostatic actuation as discussed in Section 3. In Fig. 12a we see that for various stress gradients different tip deflections of structure are there which can be tuned with different magnitude of voltage appplication. For example for for SG of 0.2 MPa/μm, intial tip deflection is about 0.755 μm @Vt = 0 V as shown in Fig. 12b. This deflection can reduced or tuned electrostatically by Vt =60 V to less than 0.5 μm. This will be discussed further. Stress gradient from 0.1 MPa/ Fig. 9 a Electrical ground applied on (1,3,4 electrode) and in 9 b. tuning voltage applied on electrode 2 a b Silicon Table 3 Relevant deflection in x,y,z direction due to change in gap near electrodes @100 V S.No 1. 2. 3. 4. 5. Voltage applied Variation in gap ‘h’ and ‘s’ Deflection in ‘x’in μm Deflection in ‘y’in μm Deflection in ‘z’ in μm 100 100 100 100 100 s=4, h=4 s=4, h=5 s=4, h=6 h=5, s=5 h=5, s=3 0.010 0.012 0.008 0.008 0.004 0.017 0.007 0.005 0.007 0.006 0.563 0.501 0.461 0.488 0.512 μm to 0.2 MPa/μm has been drawn with different deflection magnitude. Here we have shown only when the deflection is up due to positive SG which are brought back to normal near to flat deflections. Important dimension which have been used while using Eq. 6 are wc = 16 μm and tc = 9 μm which are width and half thickness of movable cantilever cross section. An approximation of fringe field applied electrostatic voltage force has been utilised.This has been used for mathematical force calculation. Further it has been multiplied by 4 as four set of electrodes work simultaneously and divided by the spring constant of the structure (1.58 N/m) for deflection estimation. This spring constant tries to retard the effect of electrostatic force being applied for tuning.Simulation results showing tuning of deflection in proof mass due residual stress generated curling are shown next in Fig. 13. Curling effects due to generally observed stress gradient of the order of 0.1 MPa/μm are tuned by electrostatic voltage of 60-75 V applications. Due to positive or negative stress gradient [32] (a) (b) (c) (d) (e) (f) Fig. 10 x and y side deflection on application of bias voltage on wall 1 only. Figure(a) showing symmetric deflection in x direction of complete structure, (b) showing deflection shift in left side of fingers zoomed in (c) deflection in right side of fingers zoomed in, (d) symmetric deflection of complete structure in y direction, (e) deflection of fingers coming out in y direction zoomed in, (f) deflection of backside torsional beam in y direction Silicon Fig. 11 Normal micro accelerometer and SG induced vertical curl up deflection in proof mass of micro accelerometer structure gets curled up or down in fabrication. Stress is enevitable issue in MEMS and NEMS fabrication, but can be tuned or compensated by current proposed new tuning method. Here, the thickness of the movable micro accelerometer is 18 μm. Initially deflected proof mas including its fingers is deflected by 0.36 μm at the tip (Fig. 13a) and idea is to align it back to normal horizontal position using electrostatic force with the small steps of actuation voltage applied to tuning electrodes from 0 to 60 V. We can see as the electrostatic force is increased by applying 40 V, 50 V and 60 V the deflections reduces to 0.24 μm,0.17 μm and 0.09 μm respectively and structure aligns towards horizontal axis (Fig. 13b, c and d). It may be mentioned here that present tuning method does not uncurl the stress induced bending, instead whole proof mass can be moved up or down near the finger area, the effect is to match the overlap area between the fingers to its original position and this results in compensating the stress gradient effects. The structure can still respond to deflections induced by applying ‘g’ force in presence of this actuation voltage and tunning electrodes do not interfere with basic functiong of the accelerometer as will be shown in subsquent sections. Dependence of electrostatic force on actuation voltgae is of complex nature due dominating fringe field effects. Figure 14 shows the variation of electrostatic force as a function of tunning voltage. We also found the analytical Eq. 15 (other than Eq. 6) of electrostatic force acting on the proof mass of Fig. 12 a. Deflection due to various stress gradients and tuning voltage and 12 b. Initial tip deflection (0.755 μm) due to stress gradient SG = 0.2 MPa/μm @Vt = 0 Volt our accelerometer structure by fitting the simulated results shown in Fig. 14. Here we have shown the polynomial fitting of the data in red curve. The electrostatic induced actuation force either uplifts or downs the structure completely by coupling the force near the four ear electrodes depending upon the location of application of bias voltage. The force generated in our case is given by F e ¼ A þ BeCV ð15Þ where Fe is in μN, A = −0.037 μN, B = 0.031 μN and C = 0.025 V−1 and V is varying applied voltage. Figure 15 shows the comparison (analytical vs simulation) tuning of deflection caused by residual stress by electrostatic force by applying voltage. An initial deflection due to stress gradient (SG) of approximate 0.36 μm is tuned to <0.1 μm by increasing voltage upto 60-70 V. There is a marginal maximum disagreement of approximate 4.72% and minimum 2.47% between analytical and simulated results w.r.t analytical. Further we have seen that for this stress gradient (0.1 MPa/ μm) there is a bounce back of the structure beyond 70 V,which is due to increase in influence of electrostatic force near the proof mass of the micro accelerometer. The proof mass starts bending downward near the center which starts uplifting the finger end of the structure again leading to increasing deflection at the end of fingers. a b Silicon (a) (b) (c) (d) Fig. 13 Tuning of residual stress by electrostatic force by voltage biasing (CW software). a showing initial deflection 0.35 μm due to SG (0.1 MPa/ μm), b 40 V tuning voltage reduced deflection to 0.24 μm, c 50 V applied to reduce deflection to 0.17 μm and d showing application of 60 V to reduce deflection further to 0.09 μm 4.4 Effects of Tuning on Sensitivity, Bandwidth and Range of Operation Fig. 14 Plot of force on proof mass due to increasing tuning voltage To take care of any adverse or beneficial impact of this SOI electrostatic tuning, effects of electrostatic tuning of residual stress on the sensitivity, bandwidth and range of operation of the micro accelerometer is discussed further. Figure 16 shows the change in capacitance as a function of applied ‘g’. The details of this behaviour have been earlier discussed in detail in [20]. It is clearly shown in Fig. 16 that sensitivity reported in [20] was without any effect of residual stress (C1 reference and C2 reference), which got little disturbed due to residual stress (C1 with SG (0.1 MPa/μm) applied. We see that with residual stress gradient applied the structure either curled UP or DOWN. Mean stress as well as stress gradient affect the deflection of the structure [32] and Silicon Fig. 15 Comparison of analytical and simulated data for tuning by electrostatic actuation mainly hamper sensitivity. In practical situations, there are factors affecting residual stress gradient (SG) like thickness and in shape dimension along with material stiffness and elongation. Cases where SG (4 MPa/μm) has been reported [34, 35], we considered full range effect of these higher stress gradient also and studied their adverse effect on tuning on our micro accelerometer. Figure 17 shows close view where change in capacitance (del C, C1-C2) is plotted against acceleration applied. In the three curves shown, bottom most is the normal condition where there is no stress gradient applied in the 18 μm proof mass structure and capacitance change is plotted. The top curve showing a change in capacitance when a stress gradient Fig. 16 Change in capacitance with reference, with stress gradient and tuned voltage Fig. 17 Effect of tuning voltage (75 V) on sensitivity of lower SG (0.1 MPa/μm) of 0.1 MPa/μm is applied and a small slope change near 25 g can be seen easily. The slope of uppermost curve is 47.58 f F/g, and the exact calculated slope is 45.73 f F/g. This change in slope introduces a non-linearity of 4.04% in the sensitivity curve. Now we see that this is a perturbed condition due to SG which has although increased the sensitivity but has introduced unwanted non linearity which is fatal as far as accelerometer designs are concerned. So, in the middle curve shown is the application of our concept discussed here, where upper curve can be brought down or tuned back nearing normal position eradicating non linearity as well. Similarly in Fig. 18, a more relevant tuning can be seen applying same concept against higher stress gradient (4 MPa/ μm). We see that lower curve is normal one without any stress gradient, which was disturbed heavily by SG and a non- Fig. 18 Effect of tuning voltage (200 V) on sensitivity of higher SG applied (4 MPa/μm) Silicon linearity in higher range of operation (beyond 20 g) has been introduced which is undesirable for the functioning of the device. Then SOI based lower electrode has been used and a voltage of 200 has been applied for tuning the non- linearity as well as shift in the sensitivity. We see that normal (original) sensitivity when SG was zero was 46.09 f F/g which got shifted to 40.33 f F/g due to effect of stress gradient (4 MPa/ μm). Now after electrostatic fringe field tuning it has been brought to 47.85 f F/g. This implies that a tuning range as high as 18.64% has been possible in sensitivity. So here we claim that by utilizing this new SOI electrode-based fringe field bi directional tuning a number of devices like accelerometers, cantilever-based sensors and actuator, micro mirror assemblies can be tuned effectively. We observed that stress also affected the range of operation for higher values [32] which can be tuned back by applying bias voltage. Tuned curve by 75 V and 200 V have been shown which reduce the effects of curling up or down. So along with reducing the effect of residual stress due to fabrication, range of operation is also taken care. Figure 17 shows there is bit deviation in slope of sensitivity beyond 25 g range in SG (0.1 MPa/μm) applied curve and in Fig. 18 beyond 20 g range in SG (4 MPa/μm) curve. By SOI electrostatic tuning these changes in slope is also reduced in this range (Figs. 17 and 18). Figure 19 shows there is negligible effect of tuning voltage on the Bandwidth (taken at 30 g for maximum influence) of the structure (3–4 Hz only) ensuring minimum effect of external tuning voltage which is good for dynamic performance even in external force environment influence. These results are at optimised value of meshing discussed in Section 4.1 of previous discussion with COVENTORWARE software. A comparison in Table 4 between parameters of micro accelerometer (MA) with and without Stress gradient effect and tuning has been shown for completeness of the study. Equation 13 has been used for calculating 3 dB bandwidth. In short, we see that inclusion of four cantilever ear to proof (two on each side) mass does not influence the otherwise optimised performance of the MA significantly. Little increment in mass just perturbs the system natural frequency Table 4 Comparison between normal optimised micro accelerometer (MA) performance parameters and micro accelerometer (MA) with tuning electrodes added Fig. 19 Effect of tuning voltage on resonant frequency of the accelerometer without much influence on Bandwidth as well. Range of operation is also utilized fully by tuning the structure for required sensitivity. Due to the differential concept in capacitance used, almost negligible cross axis sensitivity will be there as reported earlier in [20]. In short, addition of above fringe field based tuning electrodes to proof mass of main micro accelerometer can be very useful for reducing the undesirable stress gradient effects. 5 Conclusions A new concept of vertical bi-directional fringe field based electrostatic tuning using SOI wafer is reported. Differential micro accelerometer is tuned for reducing the effects of residual stress gradient induced due to fabrication process. Low stress gradient of the order of 0.1 MPa/μm is tackled using 60–75 V of bias whereas 200 V is used for higher stress gradient (4 MPa/μm) applications. An effective electrostatic fringe field tuning for sensitivity of accelerometer upto 18.64% is reported. A maximum deviation of 7.69% in S.No Parameter Normal MA without tuning electrodes MA with tuning electrodes 1. 2. 3. 4. 5. 6. Proof mass configuration Mass Resonant frequency 3 dB, Bandwidth Sensitivity Range of operation No Ear 29.9 μgram 1157.22 Hz 306 Hz (analytical) 48.22 f F/g 30 g 7. FEM Software used COVENTORWARE With Ear (04 Nos. cantilever) 30.16μgrams 1152.20 Hz 305 Hz (analytical) 40.33f F/g 30 g (non-linearity induced due to SG) and then tuned electrostatically COMSOL and COVENTORWARE Silicon deflection while comparing both the softwares (COVENTORWARE and COMSOL Multiphysics) is presented. Maximum disagreement of 4.72% between analytical and simulated results promises the design of tuning concept. Negligible (3–4 Hz) change in dynamic response (bandwidth) is observed. New reported SOI wafer used for tuning of MEMS structure is promising for existing and futuristic applications. 6. 7. 8. 9. Acknowledgements Authors thank Director SSPL, IDST and IIT Ropar for allowing to write and publish this work on SOI electrode- based tuning of micro structures. Author Contributions Manoj kumar Dounkal has carried out all the back research simulation work at basic level. Dr. R.K. Bhan has conceptualised the theme of this research work. Dr. Navin Kumar has thoroughly revised and updated the changes required. Data Availability All data generated or analysed during this study are included in this published article [and its supplementary information files]. 10. 11. 12. 13. Declarations Conflict of Interest Authors declare that there is no conflict of interests. Ethics Approval All ethical compliances have been ensured for submitting this research quality and quantity work. All the work discussed here is an original idea with fresh results. 14. 15. Consent to Participate Here, we wish to participate in this journey of research work through your esteemed journal. 16. Consent for Publication We also provide our consent and interested in getting this research work published. 17. References 1. 2. 3. 4. 5. Lee KB, Cho YH (2000) Laterally driven electrostatic repulsive force micro-actuators using asymmetric field distribution. J Microelectromech Syst 10(1):128–136. https://doi.org/10.1109/ 84.911101 Tang WC, Nguyen T-CH, Howe RT (1989) Laterally driven polysilicon resonant microstructures. Sensors Actuators A20:25– 32 Lee KB, Yoon J-B, Kang M-S, Cho Y-H, Youn S-K, Kim C-H (1996) A surface-micromachined tunable microgyroscope. In Proc.1996 IEEE Conf. Emerging Technologies and Factory Automation (ETFA’96) 2:498–502 Daeichin M, Ozdogan M, Towfighian S, Miles R (2019) Dynamic response of a tunable MEMS accelerometer based on repulsive force. Sensors Actuators A 289:34–43. https://doi.org/10.1016/j. sna.2019.02.007 Zamanzadeh M, Jafarsadeghi-Pournaki I, Ouakad HM (n.d.) A resonant pressure MEMS sensor based on levitation force excitation detection. Nonlinear Dyn. https://doi.org/10.1007/s11071-02005579-6 18. 19. 20. 21. 22. Ren H, Wang W, Tao F, Yao J (2013) A Bi-Directional Out-ofPlane Actuator by Electrostatic Force. Micromachines 4:431–443. https://doi.org/10.3390/mi4040431 Linzon Y, Ilic B, Lulinsky S, Krylov S (2013) Efficient parametric excitation of silicon-on-insulator microcantilever beams by fringing electrostatic fields. J Appl Phys 113(163508):163508 Ozdogan M, Towfighian S, Ronald N (2020) Modeling and Characterization of a Pull-in Free MEMS Microphone. IEEE Sens J 1. https://doi.org/10.1109/jsen.2020.2976527 Adams SG, Bertsch FM, Shaw KA, MacDonald NC (1998) Independent Tuning of Linear and Nonlinear Stiffness Coefficients. J Microelectromechanical Syst 7(2):172–180 Tian YB, Zhou L, Zhong ZW, Sato H, Shimizu J (2011) Finite element analysis of deflection and residual stress on machined ultra-thin silicon wafers Semicond. Sci Technol 26:105002 pp7. https://doi.org/10.1088/0268-1242/26/10/10500 Lake RA, Ziegler KK, Coutu Jr RA (2014) Thermal tuning of MEMS buckled membrane actuator stiffness. Procedia Engineering 87:1382–1385. https://doi.org/10.1016/j.proeng. 2014.11.700 Dong Y, Khajepour A, Mansour R (2004) Design and modeling of a MEMS bidirectional vertical thermal actuator. J Micromech Microeng 14:841–850. https://doi.org/10.1088/0960-1317/14/7/ 002 Yang Y-S, Lin Y-H, Hu Y-C, Liu C-H (2009) A large-displacement thermal actuator designed for MEMS pitch-tunable grating. J Micromech Microeng 19:015001 (12pp). https://doi.org/10.1088/ 0960-1317/19/1/015001 Podder P, Constantinou P, Mallick D, Amann A, Roy S (2017) Magnetic tuning of Nonlinear MEMS Electromagnetic Vibration Energy Harvester J Microelectromechanical Syst 26(3):539– 549. https://doi.org/10.1109/jmems.2017.2672638 Yunas J, Mulyanti B, Hamidah I, Said MM, Pawinanto RE, Ali WAFW, Subandi A, Hamzah AA, Latif R, Majlis BY (2020) Polymer-Based MEMS Electromagnetic Actuator for Biomedical Application: A Review. Polymers 12:1184. https://doi.org/10.3390/ polym12051184 Park JY, Yee YJ, Nam HJ, Bu JU (n.d.) Micromachined RF MEMS tunable capacitors using piezoelectric actuators, 2001 IEEE MTT-S International Microwave Sympsoium Digest (Cat. No.01CH37157). https://doi.org/10.1109/mwsym.2001.967330 Azizi S, Ghazavi MR, Rezazadeh G, Ahmadian I, Cetinkaya C (n.d.) Tuning the primary resonances of a micro resonator, using piezoelectric actuation, Nonlinear Dyn https://doi.org/10.1007/ s11071-013-1173-4 Elsayed MY, Cicek P-V, Nabki F, El-Gamal MN (2016) Bulk mode disk resonator with transverse piezoelectric actuation and electrostatic tuning. J Microelectromech Syst 25(2):252– 261. https://doi.org/10.1109/jmems.2016.2514267 Dounkal MK, Bhan RK, Kumar (2020) Effects of various loading on the performance of MEMS cantilever beam for in-field tuning of sensors and actuators for high temperature and harsh environment applications. Microsyst Technol. https://doi.org/10.1007/s00542019-04551-8 Dounkal MK, Bhan RK, Kumar N (2020) A new improved vertical comb type differential capacitive sensing micro accelerometer using SOI wafer technology. J Micromech Microeng 30(105008): 23. https://doi.org/10.1088/1361-6439/ab9b13 Blanton RD (2006) Inductive fault analysis of surfacemicromachined MEMS, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems July 2006. https://doi. org/10.1109/TCAD.2005.855926 Rui M, Pinto R, Chu V, Conde JP (2019) Amorphous Silicon SelfRolling Micro Electromechanical Systems: From Residual Stress Control to Complex 3D Structures. Adv Eng Mater 21:1900663. https://doi.org/10.1002/adem.201900663 Silicon 23. 24. 25. 26. 27. 28. 29. 30. Garg A, Small J, Liu X, Mahapatro A, Peroulis D (2009) Impact of Sacrificial Layer Type on Thin-FilmMetal Residual Stress IEEE SENSORS 2009 IEEE (pp 1052–1055) Ma, Abdul Haseeb Shui Ching (2008) Buckled cantilever 3D microstructures for transducers applications. Diss. School of Engineering Science-Simon Fraser University Fork SS, Littau KA (2007) Sputtered spring films with low stress anisotropy, 2007 US Patent 7172707B2 Kattelus H, Koskenala J, Nurmela A, Niskanen A (2002) Stress control of sputter-deposited Mo–N films for micromechanical applications. Microelectron Eng 60:97–105 Zhao ZB, Yalisove SM, Bilello JC (2006) Stress anisotropy and stress gradient in magnetron sputtered films with different deposition geometries. J Vacuum Sci Technol A 24:195. https://doi.org/ 10.1116/1.2150230 Khosraviani K, Leung AM (2013) Stress anisotropy compensation of the sputter-deposited metal thin films by variable bias voltage. J Micromech Microeng 23(085005):7. https://doi.org/10.1088/09601317/23/8/085005 Irschik H (2002) A review on static and dynamic shape control of structures by piezoelectric actuation. Eng Struct 24:5–11 Singh J, Kumar A, Chelvane JA (2019) Stress compensated MEMS magnetic actuator based onmagnetostrictive Fe65Co35thin films. Sensors Actuators A 294:54–60 31. Chuang W-C, Chang-WenWang W-CC, Chang P-Z, Hu Y-C (2012) The fringe capacitance formula of microstructures. J Micromech Microeng 22:025015 (7pp). https://doi.org/10.1088/ 0960-1317/22/2/025015 32. Dounkal MK, Bhan RK, Kumar N (n.d.) Stress analysis in new improved differential vertical comb capacitive micro accelerometer using SOI technology Microsystem Technologies https://doi.org/ 10.1007/s00542-020-05155-3 33. Edmund JF, Dickinson HE, Fontes E (2014) COMSOL Multiphysics®: finite element software for electrochemical analysis. A Mini-Review. Electrochem Commun 40:71–74 34. Angira M, Rangra KJ (2016) A novel design for low insertion loss, multi-band RF-MEMS switch with low pull-in voltage Engineering Science and Technology. Int J 19:171–177 35. Benitez MA, Fonseca L (1996) Stress profile characterisation and test structure analysis of single and double ion implanted LPCVD polycrystalline silicon. Sensors Actuators A 54:718–723 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.