SlideShare une entreprise Scribd logo
1  sur  9
Télécharger pour lire hors ligne
International Journal of Electrical and Computer Engineering (IJECE)
Vol. 7, No. 4, August 2017, pp. 1858~1866
ISSN: 2088-8708, DOI: 10.11591/ijece.v7i4.pp1858-1866  1858
Journal homepage: http://iaesjournal.com/online/index.php/IJECE
A Novel Displacement-amplifying Compliant Mechanism
Implemented on a Modified Capacitive Accelerometer
Ramon Cabello-Ruiz1
, Margarita Tecpoyotl-Torres2
, Alfonso Torres-Jacome3
,
Volodymyr Grimalsky4
, Jose Gerardo Vera-Dimas5
, Pedro Vargas-Chable6
1,2,4,5,6
Instituto de Investigacion en Ciencias Basicas y Aplicadas, Centro de Investigacion en Ingenieria y Ciencias
Aplicadas (IICBA- CIICAp), Universidad Autonoma del Estado de Morelos, Mexico
3
Instituto Nacional de Astrofisica, Optica y Electronica (INAOE), Mexico
Article Info ABSTRACT
Article history:
Received Jan 13, 2017
Revised May 10, 2017
Accepted May 24, 2017
The micro-accelerometers are devices used to measure acceleration.
They are implemented in applications such as tilt-control in
spacecraft, inertial navigation, oil exploration, etc. These applications
require high operating frequency and displacement sensitivity. But
getting both high parameter values at the same time is difficult,
because there are physical relationships, for each one, where the mass
is involved. When the mass is reduced, the operating frequency is
high, but the displacement sensitivity decreases and vice versa. The
implementation of Displacement-amplifying Compliant Mechanism
(DaCM) supports to this dependence decreases. In this paper the
displacement sensitivity and operation frequency of a Conventional
Capacitive Accelerometer are shown (CCA). A Capacitive
Accelerometer with Extended Beams (CAEB) is also presented,
which improves displacement sensitivity compared with CCA, and
finally the implementation of DACM´s in the aforementioned devices
was also carried out. All analyzed cases were developed considering
the in-plane mode. The Matlab code used to calculate displacement
sensitivity and operating frequency relationship is given in
Appendix A.
Keyword:
Accelerometer
Displacement
Frequency
MEMS
Sensitivity
Copyright © 2017 Institute of Advanced Engineering and Science.
All rights reserved.
Corresponding Author:
Ramon Cabello-Ruiz,
Centro de Investigacion en Ingenieria y Ciencias Aplicadas-(IICBA),
Universidad Autonoma del Estado de Morelos,
Universidad 1001. 62209 Cuernavaca, Morelos, Mexico.
Email: ramon.cabello@uaem.mx
1. INTRODUCTION
MEMS accelerometers are miniaturized device sensors used to measure acceleration/deceleration,
velocity and vibrations applied on these devices. MEMS accelerometers are extensively used in applications
ranging from motion sensing games, automotive, robotics navigators [1]. To extract the acceleration value,
the sensor has a movable proof mass connected to a fixed frame through spring structures. When there is an
external acceleration, the seismic mass is displaced from its rest position. The magnitude of this displacement
is proportional to the magnitude of the acceleration and inversely proportional to the stiffness of the spring
structures [2].
The microaccelerometers are devices that stand out due to their high displacement sensitivity and
operation frequency [3].
IJECE ISSN: 2088-8708 
A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz)
1859
A mechanical amplifier is a device that has the ability to transform the displacement applied to the
input in an amplified version of it, obtained at the output of the system. The use of these mechanisms allows
obtaining amplification or gain of mechanical signals due to the assembling of simple parts such as rigid
beams connected by assembly bolts [4].
The displacement sensitivity is defined as the displacement of the moving mass per unit of
gravitational acceleration g [5]. For the calculation of such sensitivity, it is necessary to start from Newton's
second law that establishes that the acceleration of an object is directly proportional to the net force, that acts
on it and inversely proportional to its mass. This law is represented by (1).
(1)
Where F is the net force, m is the mass of the system and a is the acceleration. Suspension beams,
connected to the mobile mass, are affected by the inertia of the mass, so their length is changed, as a result of
the sense of acceleration. This deformation is proportional to the force that causes it. Thus, the relationship
between the movement of beams and the force acting directly or indirectly is according to Hooke's law, wich
is expressed by (2).
(2)
Where x is the displacement and k is the stiffness constant or constant of the spring, given by (3):
( ) (3)
where E is theYoung's modulus of the material, t, wb and lb are the thickness, width and length of the
suspension beams, respectively.
In (4) it show the equivalence of (1) and (2).
(4)
In order to obtain the displacement sensitivity, we propoused to use x, obtained from (4):
The expression for the displacement sensitivity calculation, here developed, considers the effect of
acceleration and allows us to get very close values to those obtained through simulation.
Displacement sensitivity will remain constant within a frequency range before any resonance
frequency [6]. This happens since, as it is widely known, before the resonance frequency, the device will
operate according to the design requirements, under those it was developed. It is recommended to design for
high operation frequencies, to avoid low resonance frequencies.
In this work, an improvement on the displacement sensitivity and operating frequency with the
implementation of Displacement-amplifying Compliant Mechanism (DaCM), is presented.
To obtain the operation frequency of an accelerometer, (6) is used [7].
√ (6)
where N is the number of suspension beams.
The design and simulations were realized considering the in-plane mode of operation.
2. RESEARCH METHOD
2.1. Theoretical Analysis and Simulation of Displacement Sensitivity and Operating Frequency of a
Capacitive Conventional Accelerometer (CCA).
The accelerometers are devices used to measure acceleration and vibration. These devices convert
the acceleration of the gravity or of the movement into an electrical analogical signal, proportional to the
force applied to the system [8]. Figure 1 shows the main elements of a CCA.
 ISSN: 2088-8708
IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866
1860
The purposes of this work are:
a. To improve the displacement sensitivity and operating frequency.
b. To validate the theoretical results of accelerometers (CCA and CAEB) responses with Ansys
software, which makes modeling by Finite Element Method.
Figure 2 shows the dimensions of the capacitive accelerometer. Table 1 shows the properties of
Silicon.
Figure 1. Main elements of the CCA Figure 2. Dimensions of the CCA
Table 1. Properties of Silicon [9]
Property Value
Density, ρ 2330 kg/m3
Thermal Expansion Coefficient, α 2.6 x 10-6
1/°C
Young´s modulus, E 131 GPa
Poisson ratio 0.33 Dimensionless
To obtain the displacement sensitivity and operating frequency (5) and (6), were employed
respectively. Table 2 shows the calculated values.
Table 2. Values of CCA in the in-plane mode
Parameter Value
Displacement sensitivity, x 1.09 µm/g
Operating frequency, f 475.35 Hz
Figure 3. Displacement sensitivity of CCA Figure 4. Operating frequency of CCA
IJECE ISSN: 2088-8708 
A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz)
1861
In order to validate the calculated values, in simulations, 1 g (9.81 m/s2
) is applied. Figures 3 and 4
show the displacement sensitivity, as well as the operating frequency that corresponds to the in-plane
vibration mode, respectively.
The theoretical result of displacement sensitivity has a value of 1.09 µm/g, while the simulation
result value is 1.12 µm/g. From these results, the displacement sensitivity has an error of 2.7%. For the case
of the operating frequency theoretical value is 475.35 Hz and simulated result is 471.05 Hz; the error is 0.9%,
with respect to the theoretical results.
2.2. Theoretical Analysis and Simulation of Displacement Sensitivity and Operating Frequency of a
Capacitive Accelerometer with Extended Beams (CAEB ).
Once the calculations have been made for a CCA subjected at 1g, the case of the CAEB will be
analysed, with the same acceleration condition. Figure 5 shows the dimensions of this accelerometer,
generated from a change in the geometry of the conventional mass, intended to extend the length of the
suspension beams, without excessively reduce the value of the mass, as it is required by equation of
sensitivity (5). Table 3 shows the theoretical results obtained by (5) and (6).
Figure 5. Dimensions of an accelerometer with extended beams
Table 3. Values of CAEB in-plane mode
Parameter Value
Displacement sensitivity, x 10.74 µm/g
Operating frequency, f 152.06 Hz
Figure 6. Displacement sensitivity of CAEB Figure 7. Operating frequency of CAEB
Figures 6 and 7 show the displacement sensitivity and the operating frequency that corresponds to
the vibration in-plane mode, respectively. The data were obtained by simulations.
 ISSN: 2088-8708
IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866
1862
The theoretical result of displacement sensitivity has a value of 10.74 µm/g while the simulation
result value is 10.77 µm/g. From these results, the displacement sensitivity has an error of 0.27%. For the
case of the operating frequency theoretical value is 475.35 Hz and simulated result is 152 Hz, the error is
0.04%, with respect to the theoretical results.
It can be observed that the displacement sensitivity for the case of CAEB, is approximately 10 times
higher than in the case of CCA, but in the case of the operating frequency, the response is 3 times lower.
With the implementation of Displacement-amplifying Compliant Mechanism (DaCM), the mass will be
reduced to ahalf of the original size. This fact will improve the operating frequency and displacement
sensitivity.
3. RESULTS AND ANALYSIS
In this section, the simulation results of CCA and CAEB with the implementation of DaCM´s are
presented.
Figure 8 shows the dimensions of CCA with the DaCM adapted. As it can be observed, the height of
this CCA is reduced by a half, compared with the previous CCA. It must be mention that the novel DaCM
geometry is generated by relevant structural modifications to the one reported in [6]. The simulations were
carried out as it was described in sections 2.1 and 2.2, for the structures without DaCM. Figures 9 and 10
show the simulation results of displacement sensitivity and operating frequency for the in-plane mode,
respectively.
Figure 8. Dimensions of CCA with DaCM
Figure 9. Displacement sensitivity of CCA with
DaCM
Figure 10. Operating frequency of CCA with DaCM
As it can be noted, the DaCM implementation improved 53% and 51% with respect to the
displacement sensitivity and operating frequency, respectively, compared with CCA.
IJECE ISSN: 2088-8708 
A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz)
1863
In [6] a similar accelerometer to CCA with diferent DaCM is presented, showing an improvement of
61% in displacement sensitivity and 35% in operating frequency compared to a system provided in [10],
similar to the CCA here analyzed. This fact indicates that our improvements in displacement sensitivity are
very close to [6]. On the other hand, our percentage of the improvement in the operating frequency is higher.
It must be mention that comparing the total size of our system with the used in [6], our proposed device is
36% smaller.
Table 4 shows a comparison of the simulation results between CCA and CCA with DaCM.
Table 4. Comparison of the simulation results for the in-plane mode
Displacement Sensitivity of
CCA
Displacement
sensitivity of CCA
with DaCM
Operating
frequency of CCA
Operating
frequency of CCA
with DaCM
1.12 µm/g 1.72 µm/g 471.11 Hz 711.52 Hz
Figure 11 shows the dimensions of CAEB with DaCM.
Figure 11. Dimensions of CAEB with DaCM
The displacement sensitivity and operating frequency are shown in Figures 12 and 13, respectively.
Figure 12. Displacement sensitivity of CAEB with
DaCM
Figure 13. Operating frequency of CAEB with
DaCM
A resume of the simulation results between CAEB and CAEB with DaCM is shown in Table 5.
 ISSN: 2088-8708
IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866
1864
Table 5. Comparison of the simulation results for the in-plane mode.
Displacement sensitivity of
CAEB
Displacement
sensitivity of
CAEB with
DaCM
Operating
frequency of
CAEB
Operating
frequency of
CAEB with
DaCM
10.77 µm/g 13.18 µm/g 152 Hz 245.38 Hz
As it can be observed, the implementation of DaCM to the CAEB, improve the displacement
sensitivity by 22.4%, and the operating frequency by 61.4%, compared with alone CAEB the response. The
area of the complete system is of 7 mm x 7 mm.
4. CONCLUSIONS
The error between simulated and calculated results of displacement sensitivity, for the in-plane
mode of vibration is very small, 2.7% for CCA and 0.27% for CAEB. For the operating frequency the error is
0.9% and 0.04% for CCA and CAEB, respectively. Therefore, it can be concluded that the equations used to
calculate these parameters are appropriated for the geometries of theses systems.
The extension on the length of the CAEB´s beams improves the displacement sensitivity, 10 times
higher than in the case of CCA. But, in the case of the operating frequency, the answer is reduced by 3 times.
The implementation of DaCM to the CCA, improves the displacement sensitivity by 53% and the
operating frequency by 51%, compared with CCA response.
The implementation of DaCM to the CAEB, improves the displacement sensitivity by 22.4%, and
the operating frequency by 61.4%, compared with CAEB response.
In both cases, the implementation of DaCM, required modification on mass of the accelerometers.
The total size of the systems are similar, but the performance is better for the case of the accelerometer with
extended beams, especially for the improvement of the operation frequency.
ACKNOWLEDGEMENTS
R Cabello and P Vargas expressed their sincere thanks to CONACYT for the scholarship with
grants reference 376566/248576 and 484392/273928, respectively.
REFERENCES
[1] Prashant Singh, Prachi Gupta, Pooja Srivastava, Manish Goswami, B.R. Singh, 2013, “Design and Analysis of
High Resonant Frequency (1 MHz) MEMS Accelerometer”, Proc. IEEE 978-1-4673-5630-5.
[2] Bazaz Shafaat, Abid I, Shuja K, 2013, “Monolithic Tri-Axes Nickel-Based Accelerometer Design Verified
Through Finite Element Analysis”, Arab J Sci Eng, 38, pp. 2103–2113.
[3] Jing Zhang, Yan Su, Qin Shi, An-Ping Qiu, 2015, “Microelectromechanical Resonant Accelerometer Designed
with a High Sensitivity”, Sensors 15 (12) 30293–30310.
[4] Kennedy-Cabrera H D, Hernandez-Torres J, Herrera-May A L, Mireles Jr Garcia J, Sauceda-Carvajal A, 2014,
“Fabricacion y caracterizacion de un amplificador mecanico flexible”, Revista Mexicana de Fiisica, 60 (2014), pp.
282–289.
[5] Mourad Benmessaoud, Mekkakia Maaza Nasreddine, 2013, “Optimization of MEMS Capacitive Accelerometer”,
Microsys Technol, 19 (5), pp. 713-720.
[6] Khan Sambuddha, 2013, “Development of Micromachined and Meso-scale Multi-axis Accelerometers with
Displacement-amplifying Compliant Mechanisms”, Doctoral Thesis, Department of Electronic Systems
Engineering, Indian Institute of Science, Bangalore, India.
[7] Xie Jianbing, Song Meng, YUuan Weizheng, 2013, “A high Sensitivity Micromachined Accelerometer with an
Enhanced Inertial Mass SOI MEMS Process”, In Proceedings Nano/Micro Engineered and Molecular Systems
(NEMS), 2013 8th IEEE International Conference on Suzhou, China, p. 336-339.
[8] Manzanares A, “2008 Estudio de modelos matematicos de acelerometros comerciales”, Thesis.
[9] ANSYS 2016 Ansys- Simulation Driven Product Development. http://www.ansys.com/.
[10] Abdolvand R, Amini B V, Ayazi F, 2007, “Sub-Micro-Gravity in-Plane Accelerometers with Reduced Capacitive
Gaps and Extra Seismic Mass”, J. Microelectromech. Syst. vol. 16 no. 5 pp. 1036–1046.
APPENDIX A
Code generated en MATLAB for calculation of displacement sensitivity and operation frequency.
clear all
IJECE ISSN: 2088-8708 
A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz)
1865
close all
clc
wb=25*10^-6
E=131*10^9;
h=25*10^-6;
g=9.81
pi=3.141592;
lb=input(Provide the arm´s length ');
k1=(wb/lb)^3;
k=E*h*k1;
m=input ('Provide the mass of the system');
x=(m*g)/(4*k)
f=(1/(2*pi))*((4*k)/m)^0.5
BIOGRAPHIES OF AUTHORS
Margarita Tecpoyotl Torres received the Mathematician degree from the University of Puebla,
Mexico, in 1991. From this University, she was also graduated as Electronic Engineer in 1993. She
received the M.Sc. and Ph.D. degrees in Electronics from National Institute of Astrophysics, Optics
and Electronics, INAOE, México, in 1997 and 1999, respectively. Dr. Tecpoyotl works, since 1999,
at CIICAp of Autonomous University of Morelos, Mexico, where she is currently titular professor.
She has been visiting research scientist in University of Bristol (2001), UK. She led the Winner team
of Boot Camp, UAEM Potential, obtaining a scholarship from TECHBA for the Full Immersion
program in Silicon Valley (2014). In 2015 she won the third place in the Royal Academy of
Enginnering in the Leaders in Innovation Fellowships final pitch session, in UK. She has currently
four patents titles, two copyrights, and one trademark. She is co-founder of INNTECVER. She holds
the status of National Researcher (SNI), in Mexico since 1999. Her main research interest includes
MEMS, Antenna design, Microwave devices, entrepreneurship and innovation; and also,
development of educational programs.
Ramon Cabello Ruiz received the degree of Mechanical Engineer (2010) from the Autonomous
University of Morelos (UAEM), Mexico. He obtained the M.Sc. from Center for Applied Research
in Engineering and Applied Sciences (CIICAp), Mexico, in 2012. Ramon Cabello is studying in a
PhD Program of Engineering in CIICAp. He teachs at the Faculty of Chemical Sciences and
Engineering at the UAEM.
José Gerardo Vera is graduated from the Technological Institute of Morelia as Electronic Engineer.
Currently, he is organizing member of ROPEC editions VII and VIII. He received the EGRETEC
2009 award as Young Graduated from the Graduated Association of the Technological Institute of
Morelia. He got his Master degree with honors in the Research Center of Engineering and Applied
Sciences (CIICAp) belonging to the Autonomous University of Morelos State (UAEM). He also got
the PhD degree in Engineering and Applied Science in Electrical area. Gerardo Vera is part of the
development of the curriculum of the Master in Commercialization of Innovative Knowledge and the
Bachelor on Technology, both of CIICAp-UAEM. He was part of the winner team of the BootCamp
2013 organized by TechBA, also he is part of the winner team of a scholarship to be part of the
program FULL IMMERSION in TechBA Silicon Valley.
 ISSN: 2088-8708
IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866
1866
Pedro Vargas Chablé Received the B. Sc. Degree by the Autonomous University Juarez from
Tabasco in 2008. From 2009 to 2012, he was Technical Specialist Assesment of Lighting Conditions
and Non-Ionizing Radiation, NOM-025-STPS-2008 and NOM-013-STPS-1993 respectively, in
Environmental Technology S.A of C.V. In 2014 he received the M.Sc. Degree at the Autonomous
University of Morelos State (UAEM). He is a PhD student at the Research Center on Engineering
and Applied Science (CIICAp) of the UAEM. His current research interest are FEA, microgripper,
microactuators and VLSI.

Contenu connexe

Tendances

Titus Lungu Honors Thesis
Titus Lungu Honors ThesisTitus Lungu Honors Thesis
Titus Lungu Honors ThesisTitus Lungu
 
Hybrid approach to maximum peak power
Hybrid approach to maximum peak powerHybrid approach to maximum peak power
Hybrid approach to maximum peak powerprj_publication
 
Implementation of Radon Transformation for Electrical Impedance Tomography (E...
Implementation of Radon Transformation for Electrical Impedance Tomography (E...Implementation of Radon Transformation for Electrical Impedance Tomography (E...
Implementation of Radon Transformation for Electrical Impedance Tomography (E...ijistjournal
 
Magnetically Actuated and Guided Milli-Gripper for Medical Applications
Magnetically Actuated and Guided Milli-Gripper for Medical ApplicationsMagnetically Actuated and Guided Milli-Gripper for Medical Applications
Magnetically Actuated and Guided Milli-Gripper for Medical ApplicationsKanika Dheman
 
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...IRJET Journal
 
Isotropy of intermetallic compounds
Isotropy of intermetallic compoundsIsotropy of intermetallic compounds
Isotropy of intermetallic compoundsIJCSEA Journal
 
FEA Analysis & Re-Design of a Bicycle Crank Arm
FEA Analysis & Re-Design of a Bicycle Crank ArmFEA Analysis & Re-Design of a Bicycle Crank Arm
FEA Analysis & Re-Design of a Bicycle Crank ArmAusten Leversage
 
Instrumentation and Automation of Mechatronic
Instrumentation and Automation of MechatronicInstrumentation and Automation of Mechatronic
Instrumentation and Automation of MechatronicIJERA Editor
 
Vibration analysis and modelling of cantilever beam
Vibration analysis and modelling of cantilever beam Vibration analysis and modelling of cantilever beam
Vibration analysis and modelling of cantilever beam Baran Shafqat
 
Daavettila.Hannah.MEEM2901Portfolio.Fall2014
Daavettila.Hannah.MEEM2901Portfolio.Fall2014Daavettila.Hannah.MEEM2901Portfolio.Fall2014
Daavettila.Hannah.MEEM2901Portfolio.Fall2014Hannah Daavettila
 
Phys101 lo1
Phys101 lo1Phys101 lo1
Phys101 lo1jango05
 
Learning Object #1 Energy in a Mass Spring System
Learning Object #1 Energy in a Mass Spring SystemLearning Object #1 Energy in a Mass Spring System
Learning Object #1 Energy in a Mass Spring Systemtony2sun
 
Applications of Artificial Neural Network and Wavelet Transform For Conditio...
Applications of Artificial Neural Network and Wavelet  Transform For Conditio...Applications of Artificial Neural Network and Wavelet  Transform For Conditio...
Applications of Artificial Neural Network and Wavelet Transform For Conditio...IJMER
 

Tendances (18)

Podkletnov 0169
Podkletnov 0169Podkletnov 0169
Podkletnov 0169
 
Titus Lungu Honors Thesis
Titus Lungu Honors ThesisTitus Lungu Honors Thesis
Titus Lungu Honors Thesis
 
Hybrid approach to maximum peak power
Hybrid approach to maximum peak powerHybrid approach to maximum peak power
Hybrid approach to maximum peak power
 
IMEKo2013
IMEKo2013IMEKo2013
IMEKo2013
 
1
11
1
 
fat_muscle_NIMA_2015
fat_muscle_NIMA_2015fat_muscle_NIMA_2015
fat_muscle_NIMA_2015
 
Implementation of Radon Transformation for Electrical Impedance Tomography (E...
Implementation of Radon Transformation for Electrical Impedance Tomography (E...Implementation of Radon Transformation for Electrical Impedance Tomography (E...
Implementation of Radon Transformation for Electrical Impedance Tomography (E...
 
Magnetically Actuated and Guided Milli-Gripper for Medical Applications
Magnetically Actuated and Guided Milli-Gripper for Medical ApplicationsMagnetically Actuated and Guided Milli-Gripper for Medical Applications
Magnetically Actuated and Guided Milli-Gripper for Medical Applications
 
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...
Model Order Reduction of an ISLANDED MICROGRID using Single Perturbation, Dir...
 
Isotropy of intermetallic compounds
Isotropy of intermetallic compoundsIsotropy of intermetallic compounds
Isotropy of intermetallic compounds
 
FEA Analysis & Re-Design of a Bicycle Crank Arm
FEA Analysis & Re-Design of a Bicycle Crank ArmFEA Analysis & Re-Design of a Bicycle Crank Arm
FEA Analysis & Re-Design of a Bicycle Crank Arm
 
AN IMPROVED NONINVASIVE AND MULTIMODEL PSO ALGORITHM FOR EXTRACTING ARTIFACT...
AN IMPROVED NONINVASIVE AND MULTIMODEL PSO ALGORITHM FOR  EXTRACTING ARTIFACT...AN IMPROVED NONINVASIVE AND MULTIMODEL PSO ALGORITHM FOR  EXTRACTING ARTIFACT...
AN IMPROVED NONINVASIVE AND MULTIMODEL PSO ALGORITHM FOR EXTRACTING ARTIFACT...
 
Instrumentation and Automation of Mechatronic
Instrumentation and Automation of MechatronicInstrumentation and Automation of Mechatronic
Instrumentation and Automation of Mechatronic
 
Vibration analysis and modelling of cantilever beam
Vibration analysis and modelling of cantilever beam Vibration analysis and modelling of cantilever beam
Vibration analysis and modelling of cantilever beam
 
Daavettila.Hannah.MEEM2901Portfolio.Fall2014
Daavettila.Hannah.MEEM2901Portfolio.Fall2014Daavettila.Hannah.MEEM2901Portfolio.Fall2014
Daavettila.Hannah.MEEM2901Portfolio.Fall2014
 
Phys101 lo1
Phys101 lo1Phys101 lo1
Phys101 lo1
 
Learning Object #1 Energy in a Mass Spring System
Learning Object #1 Energy in a Mass Spring SystemLearning Object #1 Energy in a Mass Spring System
Learning Object #1 Energy in a Mass Spring System
 
Applications of Artificial Neural Network and Wavelet Transform For Conditio...
Applications of Artificial Neural Network and Wavelet  Transform For Conditio...Applications of Artificial Neural Network and Wavelet  Transform For Conditio...
Applications of Artificial Neural Network and Wavelet Transform For Conditio...
 

Similaire à A Novel Displacement-amplifying Compliant Mechanism Implemented on a Modified Capacitive Accelerometer

SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...
SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...
SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...ijmech
 
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...IRJET Journal
 
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...journalBEEI
 
Displacement mechanical amplifiers designed on poly-silicon
Displacement mechanical amplifiers designed on poly-siliconDisplacement mechanical amplifiers designed on poly-silicon
Displacement mechanical amplifiers designed on poly-siliconIJECEIAES
 
MEMS2_GROUP_C_2015_FINAL_REPORT
MEMS2_GROUP_C_2015_FINAL_REPORTMEMS2_GROUP_C_2015_FINAL_REPORT
MEMS2_GROUP_C_2015_FINAL_REPORTNAVEEN KAVVADI
 
Review on vibration analysis with digital image processing
Review on vibration analysis with digital image processingReview on vibration analysis with digital image processing
Review on vibration analysis with digital image processingIAEME Publication
 
Design and Simulation of MEMS Based Gyroscope
Design and Simulation of MEMS Based GyroscopeDesign and Simulation of MEMS Based Gyroscope
Design and Simulation of MEMS Based GyroscopeIOSR Journals
 
A fully integrated temperature compensation technique for piezoresistive pres...
A fully integrated temperature compensation technique for piezoresistive pres...A fully integrated temperature compensation technique for piezoresistive pres...
A fully integrated temperature compensation technique for piezoresistive pres...mayibit
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentIJERD Editor
 
Action Trajectory Reconstruction for Controlling of Vehicle Using Sensors
Action Trajectory Reconstruction for Controlling of Vehicle Using SensorsAction Trajectory Reconstruction for Controlling of Vehicle Using Sensors
Action Trajectory Reconstruction for Controlling of Vehicle Using SensorsIOSR Journals
 
Adaptive and inteligence
Adaptive and inteligenceAdaptive and inteligence
Adaptive and inteligenceFinitoTheEnd
 
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemHybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemIOSR Journals
 
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemHybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemIOSR Journals
 
Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Editor IJARCET
 
Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Editor IJARCET
 
Pattern Recognition final project
Pattern Recognition final projectPattern Recognition final project
Pattern Recognition final projectMaher Nadar
 
Cost effective approach for 100 gbps vcsel-mmf lan’s
Cost  effective approach for 100 gbps vcsel-mmf lan’sCost  effective approach for 100 gbps vcsel-mmf lan’s
Cost effective approach for 100 gbps vcsel-mmf lan’seSAT Journals
 

Similaire à A Novel Displacement-amplifying Compliant Mechanism Implemented on a Modified Capacitive Accelerometer (20)

SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...
SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...
SENSITIVITY ANALYSIS OF NANO-NEWTON CMOS-MEMS CAPACITIVE FORCE SENSOR FOR BIO...
 
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...
IRJET - Parametric Study of Micro Electro-Mechanical System Capacitive Type A...
 
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...
Oscillatory Stability Prediction Using PSO Based Synchronizing and Damping To...
 
Displacement mechanical amplifiers designed on poly-silicon
Displacement mechanical amplifiers designed on poly-siliconDisplacement mechanical amplifiers designed on poly-silicon
Displacement mechanical amplifiers designed on poly-silicon
 
MEMS2_GROUP_C_2015_FINAL_REPORT
MEMS2_GROUP_C_2015_FINAL_REPORTMEMS2_GROUP_C_2015_FINAL_REPORT
MEMS2_GROUP_C_2015_FINAL_REPORT
 
Review on vibration analysis with digital image processing
Review on vibration analysis with digital image processingReview on vibration analysis with digital image processing
Review on vibration analysis with digital image processing
 
Sensors 17-01312
Sensors 17-01312Sensors 17-01312
Sensors 17-01312
 
Design and Simulation of MEMS Based Gyroscope
Design and Simulation of MEMS Based GyroscopeDesign and Simulation of MEMS Based Gyroscope
Design and Simulation of MEMS Based Gyroscope
 
Ijetr021232
Ijetr021232Ijetr021232
Ijetr021232
 
A fully integrated temperature compensation technique for piezoresistive pres...
A fully integrated temperature compensation technique for piezoresistive pres...A fully integrated temperature compensation technique for piezoresistive pres...
A fully integrated temperature compensation technique for piezoresistive pres...
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Action Trajectory Reconstruction for Controlling of Vehicle Using Sensors
Action Trajectory Reconstruction for Controlling of Vehicle Using SensorsAction Trajectory Reconstruction for Controlling of Vehicle Using Sensors
Action Trajectory Reconstruction for Controlling of Vehicle Using Sensors
 
Adaptive and inteligence
Adaptive and inteligenceAdaptive and inteligence
Adaptive and inteligence
 
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemHybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
 
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning SystemHybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
Hybrid Algorithm for Dose Calculation in Cms Xio Treatment Planning System
 
Bv34442446
Bv34442446Bv34442446
Bv34442446
 
Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276
 
Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276Ijarcet vol-2-issue-7-2273-2276
Ijarcet vol-2-issue-7-2273-2276
 
Pattern Recognition final project
Pattern Recognition final projectPattern Recognition final project
Pattern Recognition final project
 
Cost effective approach for 100 gbps vcsel-mmf lan’s
Cost  effective approach for 100 gbps vcsel-mmf lan’sCost  effective approach for 100 gbps vcsel-mmf lan’s
Cost effective approach for 100 gbps vcsel-mmf lan’s
 

Plus de IJECEIAES

Predicting churn with filter-based techniques and deep learning
Predicting churn with filter-based techniques and deep learningPredicting churn with filter-based techniques and deep learning
Predicting churn with filter-based techniques and deep learningIJECEIAES
 
Taxi-out time prediction at Mohammed V Casablanca Airport
Taxi-out time prediction at Mohammed V Casablanca AirportTaxi-out time prediction at Mohammed V Casablanca Airport
Taxi-out time prediction at Mohammed V Casablanca AirportIJECEIAES
 
Automatic customer review summarization using deep learningbased hybrid senti...
Automatic customer review summarization using deep learningbased hybrid senti...Automatic customer review summarization using deep learningbased hybrid senti...
Automatic customer review summarization using deep learningbased hybrid senti...IJECEIAES
 
Ataxic person prediction using feature optimized based on machine learning model
Ataxic person prediction using feature optimized based on machine learning modelAtaxic person prediction using feature optimized based on machine learning model
Ataxic person prediction using feature optimized based on machine learning modelIJECEIAES
 
Situational judgment test measures administrator computational thinking with ...
Situational judgment test measures administrator computational thinking with ...Situational judgment test measures administrator computational thinking with ...
Situational judgment test measures administrator computational thinking with ...IJECEIAES
 
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...IJECEIAES
 
An overlapping conscious relief-based feature subset selection method
An overlapping conscious relief-based feature subset selection methodAn overlapping conscious relief-based feature subset selection method
An overlapping conscious relief-based feature subset selection methodIJECEIAES
 
Recognition of music symbol notation using convolutional neural network
Recognition of music symbol notation using convolutional neural networkRecognition of music symbol notation using convolutional neural network
Recognition of music symbol notation using convolutional neural networkIJECEIAES
 
A simplified classification computational model of opinion mining using deep ...
A simplified classification computational model of opinion mining using deep ...A simplified classification computational model of opinion mining using deep ...
A simplified classification computational model of opinion mining using deep ...IJECEIAES
 
An efficient convolutional neural network-extreme gradient boosting hybrid de...
An efficient convolutional neural network-extreme gradient boosting hybrid de...An efficient convolutional neural network-extreme gradient boosting hybrid de...
An efficient convolutional neural network-extreme gradient boosting hybrid de...IJECEIAES
 
Generating images using generative adversarial networks based on text descrip...
Generating images using generative adversarial networks based on text descrip...Generating images using generative adversarial networks based on text descrip...
Generating images using generative adversarial networks based on text descrip...IJECEIAES
 
Collusion-resistant multiparty data sharing in social networks
Collusion-resistant multiparty data sharing in social networksCollusion-resistant multiparty data sharing in social networks
Collusion-resistant multiparty data sharing in social networksIJECEIAES
 
Application of deep learning methods for automated analysis of retinal struct...
Application of deep learning methods for automated analysis of retinal struct...Application of deep learning methods for automated analysis of retinal struct...
Application of deep learning methods for automated analysis of retinal struct...IJECEIAES
 
Proposal of a similarity measure for unified modeling language class diagram ...
Proposal of a similarity measure for unified modeling language class diagram ...Proposal of a similarity measure for unified modeling language class diagram ...
Proposal of a similarity measure for unified modeling language class diagram ...IJECEIAES
 
Efficient criticality oriented service brokering policy in cloud datacenters
Efficient criticality oriented service brokering policy in cloud datacentersEfficient criticality oriented service brokering policy in cloud datacenters
Efficient criticality oriented service brokering policy in cloud datacentersIJECEIAES
 
System call frequency analysis-based generative adversarial network model for...
System call frequency analysis-based generative adversarial network model for...System call frequency analysis-based generative adversarial network model for...
System call frequency analysis-based generative adversarial network model for...IJECEIAES
 
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...IJECEIAES
 
Efficient intelligent crawler for hamming distance based on prioritization of...
Efficient intelligent crawler for hamming distance based on prioritization of...Efficient intelligent crawler for hamming distance based on prioritization of...
Efficient intelligent crawler for hamming distance based on prioritization of...IJECEIAES
 
Predictive modeling for breast cancer based on machine learning algorithms an...
Predictive modeling for breast cancer based on machine learning algorithms an...Predictive modeling for breast cancer based on machine learning algorithms an...
Predictive modeling for breast cancer based on machine learning algorithms an...IJECEIAES
 
An algorithm for decomposing variations of 3D model
An algorithm for decomposing variations of 3D modelAn algorithm for decomposing variations of 3D model
An algorithm for decomposing variations of 3D modelIJECEIAES
 

Plus de IJECEIAES (20)

Predicting churn with filter-based techniques and deep learning
Predicting churn with filter-based techniques and deep learningPredicting churn with filter-based techniques and deep learning
Predicting churn with filter-based techniques and deep learning
 
Taxi-out time prediction at Mohammed V Casablanca Airport
Taxi-out time prediction at Mohammed V Casablanca AirportTaxi-out time prediction at Mohammed V Casablanca Airport
Taxi-out time prediction at Mohammed V Casablanca Airport
 
Automatic customer review summarization using deep learningbased hybrid senti...
Automatic customer review summarization using deep learningbased hybrid senti...Automatic customer review summarization using deep learningbased hybrid senti...
Automatic customer review summarization using deep learningbased hybrid senti...
 
Ataxic person prediction using feature optimized based on machine learning model
Ataxic person prediction using feature optimized based on machine learning modelAtaxic person prediction using feature optimized based on machine learning model
Ataxic person prediction using feature optimized based on machine learning model
 
Situational judgment test measures administrator computational thinking with ...
Situational judgment test measures administrator computational thinking with ...Situational judgment test measures administrator computational thinking with ...
Situational judgment test measures administrator computational thinking with ...
 
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...
Hand LightWeightNet: an optimized hand pose estimation for interactive mobile...
 
An overlapping conscious relief-based feature subset selection method
An overlapping conscious relief-based feature subset selection methodAn overlapping conscious relief-based feature subset selection method
An overlapping conscious relief-based feature subset selection method
 
Recognition of music symbol notation using convolutional neural network
Recognition of music symbol notation using convolutional neural networkRecognition of music symbol notation using convolutional neural network
Recognition of music symbol notation using convolutional neural network
 
A simplified classification computational model of opinion mining using deep ...
A simplified classification computational model of opinion mining using deep ...A simplified classification computational model of opinion mining using deep ...
A simplified classification computational model of opinion mining using deep ...
 
An efficient convolutional neural network-extreme gradient boosting hybrid de...
An efficient convolutional neural network-extreme gradient boosting hybrid de...An efficient convolutional neural network-extreme gradient boosting hybrid de...
An efficient convolutional neural network-extreme gradient boosting hybrid de...
 
Generating images using generative adversarial networks based on text descrip...
Generating images using generative adversarial networks based on text descrip...Generating images using generative adversarial networks based on text descrip...
Generating images using generative adversarial networks based on text descrip...
 
Collusion-resistant multiparty data sharing in social networks
Collusion-resistant multiparty data sharing in social networksCollusion-resistant multiparty data sharing in social networks
Collusion-resistant multiparty data sharing in social networks
 
Application of deep learning methods for automated analysis of retinal struct...
Application of deep learning methods for automated analysis of retinal struct...Application of deep learning methods for automated analysis of retinal struct...
Application of deep learning methods for automated analysis of retinal struct...
 
Proposal of a similarity measure for unified modeling language class diagram ...
Proposal of a similarity measure for unified modeling language class diagram ...Proposal of a similarity measure for unified modeling language class diagram ...
Proposal of a similarity measure for unified modeling language class diagram ...
 
Efficient criticality oriented service brokering policy in cloud datacenters
Efficient criticality oriented service brokering policy in cloud datacentersEfficient criticality oriented service brokering policy in cloud datacenters
Efficient criticality oriented service brokering policy in cloud datacenters
 
System call frequency analysis-based generative adversarial network model for...
System call frequency analysis-based generative adversarial network model for...System call frequency analysis-based generative adversarial network model for...
System call frequency analysis-based generative adversarial network model for...
 
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...
Comparison of Iris dataset classification with Gaussian naïve Bayes and decis...
 
Efficient intelligent crawler for hamming distance based on prioritization of...
Efficient intelligent crawler for hamming distance based on prioritization of...Efficient intelligent crawler for hamming distance based on prioritization of...
Efficient intelligent crawler for hamming distance based on prioritization of...
 
Predictive modeling for breast cancer based on machine learning algorithms an...
Predictive modeling for breast cancer based on machine learning algorithms an...Predictive modeling for breast cancer based on machine learning algorithms an...
Predictive modeling for breast cancer based on machine learning algorithms an...
 
An algorithm for decomposing variations of 3D model
An algorithm for decomposing variations of 3D modelAn algorithm for decomposing variations of 3D model
An algorithm for decomposing variations of 3D model
 

Dernier

FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptNANDHAKUMARA10
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxJuliansyahHarahap1
 
Unit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdfUnit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdfRagavanV2
 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdfSuman Jyoti
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01KreezheaRecto
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . pptDineshKumar4165
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTbhaskargani46
 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdfKamal Acharya
 
Intro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdfIntro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdfrs7054576148
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 

Dernier (20)

FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
 
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.ppt
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptx
 
Unit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdfUnit 1 - Soil Classification and Compaction.pdf
Unit 1 - Soil Classification and Compaction.pdf
 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
Intro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdfIntro To Electric Vehicles PDF Notes.pdf
Intro To Electric Vehicles PDF Notes.pdf
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 

A Novel Displacement-amplifying Compliant Mechanism Implemented on a Modified Capacitive Accelerometer

  • 1. International Journal of Electrical and Computer Engineering (IJECE) Vol. 7, No. 4, August 2017, pp. 1858~1866 ISSN: 2088-8708, DOI: 10.11591/ijece.v7i4.pp1858-1866  1858 Journal homepage: http://iaesjournal.com/online/index.php/IJECE A Novel Displacement-amplifying Compliant Mechanism Implemented on a Modified Capacitive Accelerometer Ramon Cabello-Ruiz1 , Margarita Tecpoyotl-Torres2 , Alfonso Torres-Jacome3 , Volodymyr Grimalsky4 , Jose Gerardo Vera-Dimas5 , Pedro Vargas-Chable6 1,2,4,5,6 Instituto de Investigacion en Ciencias Basicas y Aplicadas, Centro de Investigacion en Ingenieria y Ciencias Aplicadas (IICBA- CIICAp), Universidad Autonoma del Estado de Morelos, Mexico 3 Instituto Nacional de Astrofisica, Optica y Electronica (INAOE), Mexico Article Info ABSTRACT Article history: Received Jan 13, 2017 Revised May 10, 2017 Accepted May 24, 2017 The micro-accelerometers are devices used to measure acceleration. They are implemented in applications such as tilt-control in spacecraft, inertial navigation, oil exploration, etc. These applications require high operating frequency and displacement sensitivity. But getting both high parameter values at the same time is difficult, because there are physical relationships, for each one, where the mass is involved. When the mass is reduced, the operating frequency is high, but the displacement sensitivity decreases and vice versa. The implementation of Displacement-amplifying Compliant Mechanism (DaCM) supports to this dependence decreases. In this paper the displacement sensitivity and operation frequency of a Conventional Capacitive Accelerometer are shown (CCA). A Capacitive Accelerometer with Extended Beams (CAEB) is also presented, which improves displacement sensitivity compared with CCA, and finally the implementation of DACM´s in the aforementioned devices was also carried out. All analyzed cases were developed considering the in-plane mode. The Matlab code used to calculate displacement sensitivity and operating frequency relationship is given in Appendix A. Keyword: Accelerometer Displacement Frequency MEMS Sensitivity Copyright © 2017 Institute of Advanced Engineering and Science. All rights reserved. Corresponding Author: Ramon Cabello-Ruiz, Centro de Investigacion en Ingenieria y Ciencias Aplicadas-(IICBA), Universidad Autonoma del Estado de Morelos, Universidad 1001. 62209 Cuernavaca, Morelos, Mexico. Email: ramon.cabello@uaem.mx 1. INTRODUCTION MEMS accelerometers are miniaturized device sensors used to measure acceleration/deceleration, velocity and vibrations applied on these devices. MEMS accelerometers are extensively used in applications ranging from motion sensing games, automotive, robotics navigators [1]. To extract the acceleration value, the sensor has a movable proof mass connected to a fixed frame through spring structures. When there is an external acceleration, the seismic mass is displaced from its rest position. The magnitude of this displacement is proportional to the magnitude of the acceleration and inversely proportional to the stiffness of the spring structures [2]. The microaccelerometers are devices that stand out due to their high displacement sensitivity and operation frequency [3].
  • 2. IJECE ISSN: 2088-8708  A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz) 1859 A mechanical amplifier is a device that has the ability to transform the displacement applied to the input in an amplified version of it, obtained at the output of the system. The use of these mechanisms allows obtaining amplification or gain of mechanical signals due to the assembling of simple parts such as rigid beams connected by assembly bolts [4]. The displacement sensitivity is defined as the displacement of the moving mass per unit of gravitational acceleration g [5]. For the calculation of such sensitivity, it is necessary to start from Newton's second law that establishes that the acceleration of an object is directly proportional to the net force, that acts on it and inversely proportional to its mass. This law is represented by (1). (1) Where F is the net force, m is the mass of the system and a is the acceleration. Suspension beams, connected to the mobile mass, are affected by the inertia of the mass, so their length is changed, as a result of the sense of acceleration. This deformation is proportional to the force that causes it. Thus, the relationship between the movement of beams and the force acting directly or indirectly is according to Hooke's law, wich is expressed by (2). (2) Where x is the displacement and k is the stiffness constant or constant of the spring, given by (3): ( ) (3) where E is theYoung's modulus of the material, t, wb and lb are the thickness, width and length of the suspension beams, respectively. In (4) it show the equivalence of (1) and (2). (4) In order to obtain the displacement sensitivity, we propoused to use x, obtained from (4): The expression for the displacement sensitivity calculation, here developed, considers the effect of acceleration and allows us to get very close values to those obtained through simulation. Displacement sensitivity will remain constant within a frequency range before any resonance frequency [6]. This happens since, as it is widely known, before the resonance frequency, the device will operate according to the design requirements, under those it was developed. It is recommended to design for high operation frequencies, to avoid low resonance frequencies. In this work, an improvement on the displacement sensitivity and operating frequency with the implementation of Displacement-amplifying Compliant Mechanism (DaCM), is presented. To obtain the operation frequency of an accelerometer, (6) is used [7]. √ (6) where N is the number of suspension beams. The design and simulations were realized considering the in-plane mode of operation. 2. RESEARCH METHOD 2.1. Theoretical Analysis and Simulation of Displacement Sensitivity and Operating Frequency of a Capacitive Conventional Accelerometer (CCA). The accelerometers are devices used to measure acceleration and vibration. These devices convert the acceleration of the gravity or of the movement into an electrical analogical signal, proportional to the force applied to the system [8]. Figure 1 shows the main elements of a CCA.
  • 3.  ISSN: 2088-8708 IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866 1860 The purposes of this work are: a. To improve the displacement sensitivity and operating frequency. b. To validate the theoretical results of accelerometers (CCA and CAEB) responses with Ansys software, which makes modeling by Finite Element Method. Figure 2 shows the dimensions of the capacitive accelerometer. Table 1 shows the properties of Silicon. Figure 1. Main elements of the CCA Figure 2. Dimensions of the CCA Table 1. Properties of Silicon [9] Property Value Density, ρ 2330 kg/m3 Thermal Expansion Coefficient, α 2.6 x 10-6 1/°C Young´s modulus, E 131 GPa Poisson ratio 0.33 Dimensionless To obtain the displacement sensitivity and operating frequency (5) and (6), were employed respectively. Table 2 shows the calculated values. Table 2. Values of CCA in the in-plane mode Parameter Value Displacement sensitivity, x 1.09 µm/g Operating frequency, f 475.35 Hz Figure 3. Displacement sensitivity of CCA Figure 4. Operating frequency of CCA
  • 4. IJECE ISSN: 2088-8708  A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz) 1861 In order to validate the calculated values, in simulations, 1 g (9.81 m/s2 ) is applied. Figures 3 and 4 show the displacement sensitivity, as well as the operating frequency that corresponds to the in-plane vibration mode, respectively. The theoretical result of displacement sensitivity has a value of 1.09 µm/g, while the simulation result value is 1.12 µm/g. From these results, the displacement sensitivity has an error of 2.7%. For the case of the operating frequency theoretical value is 475.35 Hz and simulated result is 471.05 Hz; the error is 0.9%, with respect to the theoretical results. 2.2. Theoretical Analysis and Simulation of Displacement Sensitivity and Operating Frequency of a Capacitive Accelerometer with Extended Beams (CAEB ). Once the calculations have been made for a CCA subjected at 1g, the case of the CAEB will be analysed, with the same acceleration condition. Figure 5 shows the dimensions of this accelerometer, generated from a change in the geometry of the conventional mass, intended to extend the length of the suspension beams, without excessively reduce the value of the mass, as it is required by equation of sensitivity (5). Table 3 shows the theoretical results obtained by (5) and (6). Figure 5. Dimensions of an accelerometer with extended beams Table 3. Values of CAEB in-plane mode Parameter Value Displacement sensitivity, x 10.74 µm/g Operating frequency, f 152.06 Hz Figure 6. Displacement sensitivity of CAEB Figure 7. Operating frequency of CAEB Figures 6 and 7 show the displacement sensitivity and the operating frequency that corresponds to the vibration in-plane mode, respectively. The data were obtained by simulations.
  • 5.  ISSN: 2088-8708 IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866 1862 The theoretical result of displacement sensitivity has a value of 10.74 µm/g while the simulation result value is 10.77 µm/g. From these results, the displacement sensitivity has an error of 0.27%. For the case of the operating frequency theoretical value is 475.35 Hz and simulated result is 152 Hz, the error is 0.04%, with respect to the theoretical results. It can be observed that the displacement sensitivity for the case of CAEB, is approximately 10 times higher than in the case of CCA, but in the case of the operating frequency, the response is 3 times lower. With the implementation of Displacement-amplifying Compliant Mechanism (DaCM), the mass will be reduced to ahalf of the original size. This fact will improve the operating frequency and displacement sensitivity. 3. RESULTS AND ANALYSIS In this section, the simulation results of CCA and CAEB with the implementation of DaCM´s are presented. Figure 8 shows the dimensions of CCA with the DaCM adapted. As it can be observed, the height of this CCA is reduced by a half, compared with the previous CCA. It must be mention that the novel DaCM geometry is generated by relevant structural modifications to the one reported in [6]. The simulations were carried out as it was described in sections 2.1 and 2.2, for the structures without DaCM. Figures 9 and 10 show the simulation results of displacement sensitivity and operating frequency for the in-plane mode, respectively. Figure 8. Dimensions of CCA with DaCM Figure 9. Displacement sensitivity of CCA with DaCM Figure 10. Operating frequency of CCA with DaCM As it can be noted, the DaCM implementation improved 53% and 51% with respect to the displacement sensitivity and operating frequency, respectively, compared with CCA.
  • 6. IJECE ISSN: 2088-8708  A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz) 1863 In [6] a similar accelerometer to CCA with diferent DaCM is presented, showing an improvement of 61% in displacement sensitivity and 35% in operating frequency compared to a system provided in [10], similar to the CCA here analyzed. This fact indicates that our improvements in displacement sensitivity are very close to [6]. On the other hand, our percentage of the improvement in the operating frequency is higher. It must be mention that comparing the total size of our system with the used in [6], our proposed device is 36% smaller. Table 4 shows a comparison of the simulation results between CCA and CCA with DaCM. Table 4. Comparison of the simulation results for the in-plane mode Displacement Sensitivity of CCA Displacement sensitivity of CCA with DaCM Operating frequency of CCA Operating frequency of CCA with DaCM 1.12 µm/g 1.72 µm/g 471.11 Hz 711.52 Hz Figure 11 shows the dimensions of CAEB with DaCM. Figure 11. Dimensions of CAEB with DaCM The displacement sensitivity and operating frequency are shown in Figures 12 and 13, respectively. Figure 12. Displacement sensitivity of CAEB with DaCM Figure 13. Operating frequency of CAEB with DaCM A resume of the simulation results between CAEB and CAEB with DaCM is shown in Table 5.
  • 7.  ISSN: 2088-8708 IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866 1864 Table 5. Comparison of the simulation results for the in-plane mode. Displacement sensitivity of CAEB Displacement sensitivity of CAEB with DaCM Operating frequency of CAEB Operating frequency of CAEB with DaCM 10.77 µm/g 13.18 µm/g 152 Hz 245.38 Hz As it can be observed, the implementation of DaCM to the CAEB, improve the displacement sensitivity by 22.4%, and the operating frequency by 61.4%, compared with alone CAEB the response. The area of the complete system is of 7 mm x 7 mm. 4. CONCLUSIONS The error between simulated and calculated results of displacement sensitivity, for the in-plane mode of vibration is very small, 2.7% for CCA and 0.27% for CAEB. For the operating frequency the error is 0.9% and 0.04% for CCA and CAEB, respectively. Therefore, it can be concluded that the equations used to calculate these parameters are appropriated for the geometries of theses systems. The extension on the length of the CAEB´s beams improves the displacement sensitivity, 10 times higher than in the case of CCA. But, in the case of the operating frequency, the answer is reduced by 3 times. The implementation of DaCM to the CCA, improves the displacement sensitivity by 53% and the operating frequency by 51%, compared with CCA response. The implementation of DaCM to the CAEB, improves the displacement sensitivity by 22.4%, and the operating frequency by 61.4%, compared with CAEB response. In both cases, the implementation of DaCM, required modification on mass of the accelerometers. The total size of the systems are similar, but the performance is better for the case of the accelerometer with extended beams, especially for the improvement of the operation frequency. ACKNOWLEDGEMENTS R Cabello and P Vargas expressed their sincere thanks to CONACYT for the scholarship with grants reference 376566/248576 and 484392/273928, respectively. REFERENCES [1] Prashant Singh, Prachi Gupta, Pooja Srivastava, Manish Goswami, B.R. Singh, 2013, “Design and Analysis of High Resonant Frequency (1 MHz) MEMS Accelerometer”, Proc. IEEE 978-1-4673-5630-5. [2] Bazaz Shafaat, Abid I, Shuja K, 2013, “Monolithic Tri-Axes Nickel-Based Accelerometer Design Verified Through Finite Element Analysis”, Arab J Sci Eng, 38, pp. 2103–2113. [3] Jing Zhang, Yan Su, Qin Shi, An-Ping Qiu, 2015, “Microelectromechanical Resonant Accelerometer Designed with a High Sensitivity”, Sensors 15 (12) 30293–30310. [4] Kennedy-Cabrera H D, Hernandez-Torres J, Herrera-May A L, Mireles Jr Garcia J, Sauceda-Carvajal A, 2014, “Fabricacion y caracterizacion de un amplificador mecanico flexible”, Revista Mexicana de Fiisica, 60 (2014), pp. 282–289. [5] Mourad Benmessaoud, Mekkakia Maaza Nasreddine, 2013, “Optimization of MEMS Capacitive Accelerometer”, Microsys Technol, 19 (5), pp. 713-720. [6] Khan Sambuddha, 2013, “Development of Micromachined and Meso-scale Multi-axis Accelerometers with Displacement-amplifying Compliant Mechanisms”, Doctoral Thesis, Department of Electronic Systems Engineering, Indian Institute of Science, Bangalore, India. [7] Xie Jianbing, Song Meng, YUuan Weizheng, 2013, “A high Sensitivity Micromachined Accelerometer with an Enhanced Inertial Mass SOI MEMS Process”, In Proceedings Nano/Micro Engineered and Molecular Systems (NEMS), 2013 8th IEEE International Conference on Suzhou, China, p. 336-339. [8] Manzanares A, “2008 Estudio de modelos matematicos de acelerometros comerciales”, Thesis. [9] ANSYS 2016 Ansys- Simulation Driven Product Development. http://www.ansys.com/. [10] Abdolvand R, Amini B V, Ayazi F, 2007, “Sub-Micro-Gravity in-Plane Accelerometers with Reduced Capacitive Gaps and Extra Seismic Mass”, J. Microelectromech. Syst. vol. 16 no. 5 pp. 1036–1046. APPENDIX A Code generated en MATLAB for calculation of displacement sensitivity and operation frequency. clear all
  • 8. IJECE ISSN: 2088-8708  A Novel Displacement-amplifying Compliant Mechanism Implemented on a …. (Ramon Cabello-Ruiz) 1865 close all clc wb=25*10^-6 E=131*10^9; h=25*10^-6; g=9.81 pi=3.141592; lb=input(Provide the arm´s length '); k1=(wb/lb)^3; k=E*h*k1; m=input ('Provide the mass of the system'); x=(m*g)/(4*k) f=(1/(2*pi))*((4*k)/m)^0.5 BIOGRAPHIES OF AUTHORS Margarita Tecpoyotl Torres received the Mathematician degree from the University of Puebla, Mexico, in 1991. From this University, she was also graduated as Electronic Engineer in 1993. She received the M.Sc. and Ph.D. degrees in Electronics from National Institute of Astrophysics, Optics and Electronics, INAOE, México, in 1997 and 1999, respectively. Dr. Tecpoyotl works, since 1999, at CIICAp of Autonomous University of Morelos, Mexico, where she is currently titular professor. She has been visiting research scientist in University of Bristol (2001), UK. She led the Winner team of Boot Camp, UAEM Potential, obtaining a scholarship from TECHBA for the Full Immersion program in Silicon Valley (2014). In 2015 she won the third place in the Royal Academy of Enginnering in the Leaders in Innovation Fellowships final pitch session, in UK. She has currently four patents titles, two copyrights, and one trademark. She is co-founder of INNTECVER. She holds the status of National Researcher (SNI), in Mexico since 1999. Her main research interest includes MEMS, Antenna design, Microwave devices, entrepreneurship and innovation; and also, development of educational programs. Ramon Cabello Ruiz received the degree of Mechanical Engineer (2010) from the Autonomous University of Morelos (UAEM), Mexico. He obtained the M.Sc. from Center for Applied Research in Engineering and Applied Sciences (CIICAp), Mexico, in 2012. Ramon Cabello is studying in a PhD Program of Engineering in CIICAp. He teachs at the Faculty of Chemical Sciences and Engineering at the UAEM. José Gerardo Vera is graduated from the Technological Institute of Morelia as Electronic Engineer. Currently, he is organizing member of ROPEC editions VII and VIII. He received the EGRETEC 2009 award as Young Graduated from the Graduated Association of the Technological Institute of Morelia. He got his Master degree with honors in the Research Center of Engineering and Applied Sciences (CIICAp) belonging to the Autonomous University of Morelos State (UAEM). He also got the PhD degree in Engineering and Applied Science in Electrical area. Gerardo Vera is part of the development of the curriculum of the Master in Commercialization of Innovative Knowledge and the Bachelor on Technology, both of CIICAp-UAEM. He was part of the winner team of the BootCamp 2013 organized by TechBA, also he is part of the winner team of a scholarship to be part of the program FULL IMMERSION in TechBA Silicon Valley.
  • 9.  ISSN: 2088-8708 IJECE Vol. 7, No. 4, August 2017 : 1858 – 1866 1866 Pedro Vargas Chablé Received the B. Sc. Degree by the Autonomous University Juarez from Tabasco in 2008. From 2009 to 2012, he was Technical Specialist Assesment of Lighting Conditions and Non-Ionizing Radiation, NOM-025-STPS-2008 and NOM-013-STPS-1993 respectively, in Environmental Technology S.A of C.V. In 2014 he received the M.Sc. Degree at the Autonomous University of Morelos State (UAEM). He is a PhD student at the Research Center on Engineering and Applied Science (CIICAp) of the UAEM. His current research interest are FEA, microgripper, microactuators and VLSI.