SlideShare a Scribd company logo
1 of 11
Download to read offline
Journal of Electromagnetic Analysis and Applications, 2012, 4, 219-229
doi:10.4236/jemaa.2012.46031 Published Online June 2012 (http://www.SciRP.org/journal/jemaa)
219
Development of Wearable Micro-Actuator Array for 3-D
Virtual Tactile Displays
Zoltan Szabo, Eniko T. Enikov*
University of Arizona, Tucson, USA.
Email: *
enikov@email.arizona.edu
Received April 14th
, 2012; revised May 15th
, 2012; accepted May 25th
, 2012
ABSTRACT
A novel 4 by 4 array of electromagnetic micro-actuators operating on the principle of voice-coil actuators is presented.
The intended application of the array is dynamic tactile stimulation, where multiple actuators generate an illusion of
touching a moving pattern. In comparison to earlier designs [1-3], the device has smaller dimensions of 2.28 mm in
diameter and 7 mm in length, which allowed its use in an array capable of hosting up to a 5 by 5 set of actuators with a
rectangular shape covering an area of 18 mm by 21 mm. Using finite element analysis of several conceptual designs of
actuators [1,4,5], it was established that the voice-coil type device (where the coil is the moving part) has most benefi-
cial characteristics for the envisioned application. These include sufficient force over a relatively large distance, allow-
ing tactile stimulation of surfaces with irregular shape, fast response, and small foot-print that matches the density of the
tactile sensory neurons in the human finger. Eexperimental evaluation of the operation of neighboring actuators spaced
at 3.3 mm apart, indicates that there is no crosstalk between the actuators. The resulting density exceeds that of previ-
ously reported alternative designs based on moveable permanent magnets [4,6]. Static force measurement indicate that
each micro-actuator can produce at least 26 mN of repulsive force over a stroke of 2100 µm with a peak force of 34 mN.
The driving circuit operates at 13.5 V and generates a vibration frequency of up to 265 Hz without significant change of
the force-displacement characteristics. In the higher frequency range (above 100 Hz) the actuator provides at least 15
mN of force over a slightly reduced stroke of 2300 µm, and a peak force of 21 mN. All of the above parameters meet
the required threshold values of tactile human perception known from [2,3].
Keywords: Micro-Actuator; Voice-Coil Microactuator; Tactile Display
1. Introduction
Communication devices for visually impaired people are
generally limited to transduction of written text into a
continuously perceived and spatially discriminated for-
mat or a synthetic language such as Braille. With the
emergence of the World-Wide-Web (WWW), a signifi-
cant interest has arisen in developing graphical displays
for visually impaired individuals [7]. Recently, several
academic and commercial organizations have put for-
ward opto-electronic devices aimed at the capture and
display of text and graphics in real-time using a two-
dimensional (2D) tactile map. While this represents an
improvement of the traditional Braille-only language, a
2D projection of our three-dimensional (3D) world often
remains difficult to interpret.
A new direction of development of three-dimensional
display of shapes is represented by a novel virtual tactile
display pioneered by one of the authors [7]. The shape
perception is based on the interaction between the human
operator and a computer-generated virtual object. The
reference shape is recorded through its coordinates for
comparison. When the operator’s finger is at the posi-
tions of the reference shape, the actuator is engaged and
accordingly creates vibratory stimulation to human finger.
At the positions out of the reference shape, the actuator
remains off. The iteration of such tactile feedback loop
produces and updates an estimated image of the refer-
ence shape in user’s mind by one’s continuous scanning
and perceiving the boundary where the tactile stimulation
occurs. Initial tests of the virtual 3D display indicated
that efficient perception of corners and edges of object
requires multiple actuators arranged into an array.
Over the past few years many actuator arrays have
been reported for use in static tactile display (represent-
ing a fix physical tactile map), however use of such ar-
rays in real-time virtual tactile display remains elusive.
Examples of earlier efforts to produce a 3D tactile dis-
play include mechanical reproduction of a shape [5], the
use of dynamically reconfigurable taxels (tactile pixels)
based on piezoelectric biomorph reed cantilevers [8], use*
Corresponding author.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays220
of passive [9], or motor-driven mechanisms [10,11].
More recent efforts include a pneumatic device [12].
However, none of these devices are mobile or small
enough to be wearable. A separate body of research ad-
dresses the group of wearable tactile actuators. Most of
these are based on the electromagnetic working princi-
ples. Review of previously reported devices shows that
they produce relatively small forces 14 mN [13], 6 mN
[14], 0.9 mN [15], as a result of a trade-off between
power and size of the actuator. More recent efforts to
design smaller and more powerful actuators have led to
devices based on moving permanent magnets with a di-
ameter of 2 millimeters and a significant force peak (70.8
mN), however the force-displacement characteristic is
monotonously decreasing thus making it difficult to re-
main in contact with the curved surface of the finger.
Furthermore, the output amplitude rapidly decreases at
frequencies above 150 Hz, which is the most effective
range of tactile perception [16]. Another effort to con-
struct a similar tactile array was an electromagnetic coil-
driven micro-actuator with a diameter of 3.8 mm and
maximum force of 13 mN [6]. The shortcomings of this
design is the small force, and the large overall size of the
array (30 × 30 × 20 mm), and the reported crosstalk be-
tween the actuators when at spacing distance below 5
mm.
This article reports on the development and testing of a
novel array based on miniature actuators. Section 2 in-
cludes a description of the required actuator performance
for the envisioned application and an exploration of vari-
ous actuator layouts aimed at identifying an optimal ge-
ometry. Section 3 presents the challenges of integrating
the actuator into an array of closely spaced actuators,
while Section 4 is devoted to the experimental analysis of
the performance of the actuator array and validation of
the finite element model used in the design of the actua-
tor. Using the validated model, in Section 5 is has been
shown that further miniaturization is possible while
maintaining the minimal performance required for suc-
cessful tactile stimulation.
2. Design of a Single Actuator
2.1. Requirements for an Actuator
Most of the design requirements are derived from physio-
logical studies of human tactile perception. These in-
clude:
 Use of mechanical excitation [17], as opposed to
electrical, thermal, or ultrasound. Mechanical stimu-
lation is generally regarded as safe as opposed to
electrical and ultra-sound excitation.
 Ability to create a moving stimulus (not stationary, so
operating at a vibrating mode) [18].
 Ability to generate fluctuating stimulus (variable
magnitude and frequency of the force produced by the
actuator on the fingertip) [18].
 A minimal force of 5 - 10 mN in order to increase the
probability of successful perception [19].
 A practical upper limit on the diameter of the actuator
is 3 mm.
 A minimal actuator displacement of 5 µm [20]. Due
to the non-uniform surface and so the changing dis-
tance between the moving fingertip and the actuator
this stroke may need to be orders of magnitude larger.
 The device should be light in weight so it doesn’t
cause extra fatigue to the user.
 The actuator including the connecting cables should
not limit the natural motion of the human subject.
 The operating frequency should be around 250 Hz,
since this is more perceivable at low amplitudes of
fingertip penetration [18].
2.2. Analysis of Actuator Concepts
Review of most common actuation modes reported in
literature indicates that the electromagnetic actuation is
the best match for the envisioned application [8-20]. One
of the reasons behind this is that the magnetic field en-
ergy density is higher than the electric field energy den-
sity at the same energy input [16]. The magnetic field can
be used to produce mechanical, translational movement
based on the Biot-Savart and Lorentz laws. Within this
group of actuators, common layouts include solenoid
type devices, which apply a fixed coil (solenoid) and a
moving ferromagnetic core, and voice-coil devices, where
either the coil or a permanent magnet is the moving part,
while the other one is fixed.
In order to decide which type of electromagnetic ac-
tuator to use, static-electromagnetic finite element analy-
sis was carried out using a finite element code (ANSYS).
The examined concepts are presented in Figure 1, were
two of the solenoid devices, have a plunger as the mov-
ing part (Figure 1(a)), and two of the voice-coil types
have the coil as the moving part (Figure 1(b)).
For comparative purposes, all concepts utilized the
same outer diameter, current, number of turns, and cur-
rent density (current times number of turns over the cross
section of the coil). Furthermore, all magnetic and fer-
romagnetic material properties were kept unchanged in
all four cases. The analysis examined the static electro-
magnetic behavior of the actuator, focusing on the repul-
sive force acting on the coil as a function of the position
of the moving part (plunger or coil). The electromagnetic
forces were recorded over fixed and identical positions
for all four cases. The relative values of the computed
forces are summarized in Table 1. The results of the
force calculation show that concept #3 provides the
highest force due to the most favorable distribution of the
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 221
magnetic field lines. For this reason, concept #3 was
chosen for further examination
2.3. Dimension Examination Based on Finite
Element Analysis
In order to reduce the friction between the moving coil
and its core, an ultra-thin walled (32 µm) polyimide tube
was used as a mandrel for producing the coil. The inner
surface of the plastic tube is smooth enough to provide
minimum friction, while the polyimide is stiff enough to
provide a rigid base for the winding procedure. To focus
the force in a smaller contact area to the fingertip, a plas-
tic cap was added on the top of the coil. The schematic
figure of the extended actuator is shown in Figure 2.
a)
b)
Ferromagnetic
plunger
Coil
Ferromagnetic
base
Ferromagnetic
core
Coil
Ferromagnetic
base
Plastic top
Permanent
magnet
Concept #1 Concept #2
Concept #3 Concept #4
(a)
(b)
Figure 1. Examined concepts of electromagnetic actuators.
Table 1. Comparison of forces at different electromagnetic
actuator concepts.
Concept # Force relative to concept #1
1 100%
2 42.8%
3 381.3%
4 324.9%
plastic cap
coil
plastic tube
ferromagnetic
core
magnet
ferromagnetic
base
Figure 2. Schematic figure of the actuator.
A parametric optimization was then carried out in or-
der to arrive at an optimal design maximizing the force.
A summary of the physical dimensions and material
properties is shown in Table 2.
The parameters of the FE analysis are as shown in
Figure 3.
Table 2. Technical data of the raw materials.
Wire
AWG 43
Magnet
Diameter 1.5875 mm
Length 2.38125 mm
Residual flux density (Br max) 1.41 T
Coercive force (H) 883309.9 A/m
Ferromagnetic core and base BH curve
B [T] H [A/m]
0.8 61.83
0.9 66.92
1.0 73.13
1.5 222.81
1.9 10583.80
Plastic tube (polyimide)
Inner diameter 1.829 mm
Outside diameter 1.893 mm
Figure 3. Parametric figure of the actuator.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays222
PLANE53 element was used in the static electromag-
netic analysis to examine the force at different positions
of the coil by changing the value of h0 in increments of
300 µm. At each step the model was re-meshed and the
force was recalculated by virtual work theory using
MAGSOLV and FMAGSUM macros. During the di-
mension analysis, the displacement expressed with h0,
the coil inner and outer radii r2, and r3, respectively, and
the core radius r1 were kept constant (See Figure 3). By
iteratively changing the remaining geometric parameters
until the maximum force of 30.12 mN is obtained with
200 mA of current. Sensitivity analysis of the predicted
force showed that
 r4—can be changed in the range of 1.15 and 1.45 mm
without affecting the achieved force.
 a—can be changed between 0.5 and 2 mm without
changing the achieved force.
 The optimal ratio of b and c should be 2:3. Since the
length of the magnet is given, the optimal length of
the coil, l, can be determined.
The corresponding optimal parameter values are shown
in Table 3.
3. Design of 4 by 4 Array
3.1. Requirements for an Array
The design of a miniature wearable tactile display in-
volved technological and physiological constraints as
listed below.
 Accurate representation of characters and shapes re-
quire at least 4 by 4, preferably 4 by 5 or 5 by 5 set of
actuators in a row-column pattern.
 Neither physical nor electromagnetic crosstalk be-
tween the electromagnetic actuators.
 For an array of actuators, the inter-actuator distance
should not be smaller than 2 mm, since this is the av-
erage spatial acuity of the tactile perception of young
and middle age human’s finger [2], also known as the
two point threshold or two-point discrimination dis-
tance [19]. Since the practical upper limit on the di-
ameter of the actuator is 3 mm, for a 5 by 5 array the
spacing between the actuators should be not less than
3 mm.
 The overall size of the actuator should match the size
of the average fingertip (12 × 15 mm).
 The device should be light in weight so it doesn’t
cause extra fatigue to the user, but at the same time it
must be robust enough to avoid easily being de-
stroyed by the consumer.
 The array including the connecting cables should not
limit the natural motion of the human subject.
 The array must provide convenient way to guide the
wires of the coils.
 Each actuator should be individually controllable
through the driving circuit.
 Providing potential to connect the array to mobile
devices.
3.2. Design of the Array
The array is designed to have two sets of components.
The bottom unit includes the ferromagnetic base with the
permanent magnets and the ferromagnetic cores attached
to it. Since the bottom unit is made of two different ma-
terials that must interact magnetically, the connection of
the components is resolved by using strong adhesive. In
order to provide the opportunity to expand the array of
coils from 4 by 4, the bottom unit consists of 25 cores
providing hosting capability to a 5 by 5 array of coils.
The bottom of the magnets is sitting 0.4 mm deep un-
derneath the top surface of the base. This indentation
provides guidance to position the magnets perpendicu-
larly to the surface of the base. To assist alignment dur-
ing the assembly, the ferromagnetic cores and magnets
were placed in tubular guides that allowed the adhesive
joints to set despite magnetic forces between the perma-
nent magnets.
Even though the base is capable of serving 25 coils,
for the first attempt, shown on Figure 4, the top unit was
made as a 4 by 4 set of coils with the structure described
above in the article.
In order to provide guidance for the pairs of wires
originating from the coils, the base contains small holes
through which the wires are free to move. The wires of
the coils are pulled through the wire guide holes, this
way they don’t interfere with each other which is an es-
sential need due to the delicateness of the 0.0558 mm
diameter wire.
There are 3 assembly holes providing platform for us-
ing screws to attach the array to other parts. The structure
of the bottom unit is shown on Figure 5.
Table 3. Specifications of the actuator.
Parameter Value
r1 0.79375 mm
r2 0.9465 mm
r3 1.14 mm
r4 1.14 mm
a 2 mm
b 2.38125 mm
c 3.6 mm
l 4.9 mm
N (number of wire turns) 320
Overall length (without cap) 7 mm
Overall mass (core*
+ coil) 207.1 mg (135.7 + 71.4 mg)
*
Core, base and the permanent magnet.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 223
Figure 4. Photo of the array (bottom unit and coils).
Figure 5. Structure of the bottom unit.
3.3. The Driving Circuit for Analysis
Both static and dynamic measurements were performed
on an individual actuator. For the static measurements a
constant DC power supply was needed that was directly
connected to the coil. For the dynamic measurements a
driving circuit that consists of a capacitor charged to the
voltage of the power supply and released through the
actuator’s coil using field effect transistor (FET) switches
was used. In order to predict the peak current in the cir-
cuit the transfer function of the RLC circuit was built,
which is the following
  0
2
1
CV
I s
LCs RCs

 
(1)
where 96C  µF is the capacitance, V is the
DC power supply’s voltage, mH the meas-
ured inductance of the coil, Ω the measured
resistance of the coil. By taking the inverse Laplace-
transform of the transfer function, the peak current of
0 13.5V 
25
.7
0.1L 
17R 
maxi 0.21 A at 5 ms was established.
For possible resonance-phenomenon occurrence the
damped natural frequency 0 of the electrical system
was calculated (2).
0
1
1453Hz
LC
   (2)
The driving circuit of the array consists of 16 sets of
the components of the single dynamic system, all con-
trolled by a PIC16F690 microcontroller.
4. Performance Analysis
Performance analysis was carried out on individual ac-
tuators since the array is equipped with identical coils.
4.1. Static Performance
The FE analysis described in Section 2.3 lead to a force-
current and to a force-displacement characteristic of the
actuator. Static force measurements were carried out us-
ing the setup shown in Figure 6. Briefly, it consists of a
power supply, wiring to the actuator, the actuator, a mi-
crometer mounted on a fixed column, and a scale.
Power supply
Fixed coloumn
Micrometer
Wiring to the
actuator
Coil
Scale
Figure 6. Measurement set up.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays
Copyright © 2012 SciRes. JEMAA
224
Care was taken to make sure that the scale always re-
mains at zero when the power is not supplied and that the
coil is always perpendicular to the surface of the scale.
When the power supply was turned on, the coil moved
downwards, thus pushing on the scale.
For the force-displacement characteristics the DC volt-
age was kept constant, and before the change of each
position of the actuator (adjusted by the micrometer and
denoted by h0 in the ANSYS simulation) the power sup-
ply was turned off, so the coil could cool down. The re-
sults of the ANSYS simulation and the measurements
with the error bars are shown in Figure 7.
The force-displacement characteristic of the actuator is
not monotonous. It increases until 1270 µm with a peak
of 29.4 mN than it decreases. Nevertheless, the static
measurement and simulation shows that the produced
force is over 10 mN until 4500 µm stroke. A possible
reason of the difference between the ANSYS and the
measurement results is the non-ideal contact between the
plastic tube and the core, which brings friction into the
system. The other possible explanation is the heat gen-
eration in the coil that lowers the current, thus the force.
Another reason why they might differ is the non-uniform
distribution of the windings of the coils.
For the force-current characteristics the DC voltage
was increased until the coil overheated and the position
of the coil was adjusted to 1270 µm which is the position
of the force peak in Figure 7. The comparison of the FE
simulation and real measurements with error bars are
shown in Figure 8.
Figure 8 implies that there is a linearly proportional
relationship between the applied DC current and the
produced force, which is characteristic of Lorentzian
forces. The curve does not go beyond 200 mA, because
the coil gets overheated at these excitation levels. The
explanation of the difference between the results of two
methods is most likely the heat generation that increases
the resistance of the coil and it results a lower current.
This is noticeable in the increasing errors as a function of
increasing current (see error bars in Figure 8).
Figure 7. Static force-displacement characteristic.
Figure 8. Static force-current characteristic.
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 225
4.2. Dynamic Performance
The dynamic measurement involves the same measure-
ment setup as described in Section 4.1 with the following
extensions. A driving circuit (described in Section 3.3)
between the coil and the power supply was used to power
the coil intermittently. The driving circuit is controlled
by a micro-processor connected to a PC via RS 232 link.
The user can adjust the vibrating frequency with the com-
puter.
After adjusting the capacitor charging voltage to 13.5
V DC, a coil position is set by the micrometer, and then
on the computer the vibration frequency is chosen. By
reading the mass measured by the scale, one gets an av-
eraged value of the achieved force since the scale is
originally designed for static measurements. The dynamic
force-displacement characteristics of the actuator at dif-
ferent frequencies are shown in Figure 9.
The higher frequencies resulted higher forces. This
phenomenon is due to the larger testing frequencies be-
ing closer to the resonance frequency of the electrical
circuit (1453 Hz), thus resulting higher current values
which are linearly proportional to the force. In order to
determine the possibility of mechanical resonance of the
coils a single mass-spring vibrating model was built
(Figure 10). The free end of the copper wire, presented
as a spring, has the stiffness k, determined by the follow-
ing equation
4
3
N
1.42
m8 a
d G
k
D N
  (3)
where 0.05588d  mm is the diameter of the wire, G =
44.7 GPa the modulus of rigidity of copper, 2.3359D 
mm the mean coil diameter and the number of
active turns. The one degree of freedom undamped me-
chanical system has the natural frequency
3aN 

22.5 Hz
k
m
   (4)
where 71.4m  mg is the mass of the coil. Since the
mechanical natural frequency is not close to the testing
frequencies it is stated that the force differences at dif-
ferent frequencies is not the result of the properties of the
mechanical oscillating system.
The difference between the forces decreases by the
end of the displacement axis which is the result of the
limited B field provided by the fixed permanent magnet.
It is well observable that the force peak is about at the
same position as in the static case. Some of the meas-
urement points in 265 Hz and 205 Hz show peaks that
doesn’t fit the rest of the curve. These points are due to
the resonance of the scale.
Comparing the dynamic and the static force-displace-
ment characteristics it can be stated that the dynamic
measurements resulted lower forces. Excluding the reso-
nance points, the highest dynamic force peak was 21.58
mN at 1270 µm while the static peak was 29.4 mN. Such
a difference might be the result of the averaging method
of the scale. Another explanation is that the current
doesn’t reach the peak calculated in Section 3.3 (due to
the heat generation) so the force cannot grow high enough
either.
Figure 9. Dynamic force-displacement characteristic.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays226
4.3. Tactile Perception Analysis
While human subject tests are not yet available, com-
parison with previous devices [7] indicates that in a dy-
namic mode, the excitation on the fingertip is perceivable
in all the described frequencies all over the presented
displacement.
It is known from the literature [18] that the moving
stimulus (vibro-tactile) is more perceivable than static
however they have the same magnitude of force. This
explains why the 5 - 10 mN range remains perceivable in
vibration mode. The satisfyingly working coils were
placed into an array for generating shapes recognizable
to human beings. The previously presented ASSEMBLY
coded microcontroller drives the coils, shaping different
characters such as letter Z, O, N, X, L. This gives a fu-
ture opportunity to test human subjects on perceiving
characters and shapes with the use of this device. Figure
11 shows the illustration of activated coils presenting
letter Z.
5. Miniaturization to Threshold Limit
A further analysis was carried out to explore the possibil-
ity of the miniaturization of the device. Since the reduc-
tion of the inter-coil distance, through the reduction of
the diametric dimensions, leads to unwanted crosstalk
between the coils, the diametric dimensions are kept at
the already existing actuator’s values (Table 3). In the
miniaturization analysis the length-wise dimensions got
reduced. The scaled illustrations of the miniature and the
existing actuators and the magnetic field lines, generated
by static-electromagnetic numerical analysis, are pre-
sented in Figure 12.
y
mg
ky
my
coil
spring
Figure 10. The mechanical oscillating model. Figure 11. Coils forming the letter Z.
Miniaturized design Existing design
Magnetic field lines
Figure 12. Scaled drawings of the existing and miniature designs with magnetic field lines.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 227
The reduced overall height makes the actuators more
applicable for use in thinner devices. As the finite ele-
ment analysis points it out, the reduction of the height
lowers the achievable forces. Since the threshold limit of
tactile perception in human beings is 5 - 10 µN force, the
miniaturization has limitations in terms of minimum di-
mensions. To satisfy the stroke requirement, discussed in
Section 2.1, the necessary maximum displacement where
there is still perceivable force was chosen to be 1.5 mm.
With these expectations the optimal design was estab-
lished and simulated with static, electromagnetic finite
element analysis. The results of the force calculations are
presented in Figure 13.
The comparison of the parameters, introduced in Fig-
ure 3, in the miniature and the existing designs are shown
in Figure 14.
0
5
10
15
20
25
30
35
0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000
Force [mN] 
Displacement of the coil [µm] 
Static force‐displacement characteristic
ANSYS simulation on Miniature design
ANSYS simulation on Existing design
Perceivability
Perception treshold
Figure 13. Comparison of static forces.
Figure 14. Comparison of parameters.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays228
As a consequence of the miniaturization, the volume
of the coils in a 5 by 5 array reduces by 71% (the number
of turns in each coil reduces to 93 from 320), while the
volume of the base component of the array reduces by
75%. The drop in volume is linearly proportional with
the drop in weight. This weight reduction makes the ul-
timate design even more wearable for human beings.
6. Conclusions
A novel voice-coil micro-actuator and its extension to a 4
by 4 array are presented in this paper. The electromag-
netic device satisfying all the requirements listed in Sec-
tion 2.1 is suitable for use in virtual tactile displays, since
it has a maximum diameter of 2.28 mm, an overall length
of 7 mm, has a well perceivable force characteristic over
a long stroke and it can be applied in a large frequency
scale. The actuator is robust and capable of producing
different letters that are recognizable by human touch.
Comparative analysis with earlier efforts based on
movable permanent magnets of similar size indicate that
the voice-coil actuators are more suitable for the envi-
sioned application due to the increased stroke and elimi-
nation of cross-talk at small separations. Using a vali-
dated finite element model, it has been shown that micro
voice-coil actuators can be further miniaturized reaching
a size comparable with the two-point discrimination dis-
tance in human fingers.
7. Acknowledgements
The authors acknowledge the support for this work by
the U.S. Dept. of Education (#P116J080016), the Atlantis
program of the European Commission (2008-1767/001-001
CPT USMOBI), support from National Science Founda-
tion Grant 0856761, 0927661, and by a grant from the
Rosztoczy Foundation.
REFERENCES
[1] F. M. Vidal-Verdu, “Graphical Tactile Displays for Visu-
ally-Impaired People,” IEEE Transactions on Neural Sys-
tems and Rehabilitation Engineering, Vol. 15, No. 1,
2007, pp. 119-130. doi:10.1109/TNSRE.2007.891375
[2] J. C. Stevens, “Aging and Spatial Acuity of Touch,” Jour-
nal of Gerontology: Psychological Sciences, Vol. 47, No.
1, 1992, pp. 35-40.
[3] K. B. Shimoga, “A Survey of Perceptual Feedback Issues
in Dexterous Telemanipulation: Part II. Finger Touch
Feedback,” Virtual Reality Annual International Sympo-
sium, Seattle, 18-22 September 1993, pp. 271-279.
doi:10.1109/VRAIS.1993.380769
[4] K. Deng and E. T. Enikov, “Design and Development of a
Pulsed Electromagnetic Micro-Actuator for 3D Virtual
Tactile Displays,” Mechatronics, Vol. 20, No. 4, 2010, pp.
503-509. doi:10.1016/j.mechatronics.2010.04.011
[5] M. Shimojo, et al., “Human Shape Recognition Perform-
ance for 3-D Tactile Display,” IEEE Transactions on Sys-
tems, Man, and Cybernetics—Part A: Systems and Hu-
mans, Vol. 29, No. 6, 1999, pp. 637-645.
doi:10.1109/3468.798067
[6] M. Benali-Khoudja, M. Hafez and A. Kheddar, “VITAL:
An Electromagnetic Integrated Tactile Display,” Displays,
Vol. 28, No. 3, 2007, pp. 133-144.
doi:10.1016/j.displa.2007.04.013
[7] K. Deng, E. T. Enikov and H. Zhang, “Development of a
Pulsed Electromagnetic Micro-Actuator for 3D Tactile
Displays,” IEEE/ASME International Conference on Ad-
vanced Intelligent Mechatronics, Zurich, 4-7 September
2007, pp. 1-5. doi:10.1109/AIM.2007.4412457
[8] J. C. Bliss, et al., “Optical-to-Tactile Image Conversion
for the Blind,” IEEE Transactions on Man-Machine Sys-
tems, Vol. 11, No. 1, 1970, pp. 58-65.
doi:10.1109/TMMS.1970.299963
[9] C. C. Collins, “Tactile Television-Mechanical and Elec-
trical Image Projection,” IEEE Transactions on Man-
Machine Systems, Vol. 11, No. 1, 1970, pp. 65-72.
doi:10.1109/TMMS.1970.299964
[10] H. Iwata, et al., “Project FEELEX: Adding Haptic Sur-
face to Graphics,” Proceedings of the 28th Annual Con-
ference on Computer Graphics and Interactive Tech-
niques, Los Angeles, 12-17 August 2001, pp. 469-476.
doi:10.1145/383259.383314
[11] Y. Kawai and F. Tomita, “Interactive Tactile Display
System—A Support System for the Visually Disabled to
Recognize 3D Objects,” Proceedings of International ACM
Conference on Assistive Technologies, Vancouver, 1996,
pp. 45-50.
[12] T. Iwamoto, M. Tatezono, H. Shinoda, “Non-Contact Me-
thod for Producing Tactile Sensation Using Airborne Ul-
trasound,” Proceeding EuroHaptics ‘08 Proceedings of
the 6th International Conference on Haptics: Perception,
Devices and Scenarios, Madrid, 10-13 June 2008, pp.
504-513. doi:10.1007/978-3-540-69057-3_64
[13] M. I. Koo, et al., “Development of Soft-Actuator-Based
Wearable Tactile Display,” IEEE Transactions on Robot-
ics, Vol. 24, No. 3, 2008, pp. 549-559.
doi:10.1109/TRO.2008.921561
[14] T. Fukuda, et al., “Micro Resonator Using Electromag-
netic Actuator for Tactile Display,” Proceedings of the
International Symposium on Micromechatronics and Hu-
man Science, Nagoya, 5-8 October 1997, pp. 143-155.
doi:10.1109/MHS.1997.768872
[15] H. K. Kim, et al., “Fabrication and Test of a Micro Elec-
tromagnetic Actuator,” Sensors and Actuators A: Physical,
Vol. 117, No. 1, 2005, pp. 8-16.
doi:10.1016/j.sna.2003.10.079
[16] A. T. Kern, “Engineering Haptic Devices, A Beginner’s
Guide for Engineers,” Springer-Verlag, Berlin, 2009.
[17] K. Deng, “Development of Virtual 3D Tactile Display
Based on Electromagnetic Localization,” Ph.D. Thesis,
Graduate College the University of Arizona, Tucson, 2009.
[18] M. Critchley, “Tactile Thought, with Special Reference to
the Blind,” Proceedings of the Royal Society of Medicine,
Vol. 46, No. 1, 1952, pp. 27-30.
Copyright © 2012 SciRes. JEMAA
Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 229
[19] A. Pascual-Leone and F. Torres, “Plasticity of the Sen-
sorimotor Cortex Representation of the Reading Finger in
Braille Readers,” Brain, Vol. 116, No. 1, 1993, pp. 39-52.
doi:10.1093/brain/116.1.39
[20] A. K. Kaczmarek, et al., “Electrotactile and Vibrotactile
Displays for Sensory Substitution Systems,” IEEE Trans-
actions on Biomedical Engineering, Vol. 38, No. 1, 1991.
Copyright © 2012 SciRes. JEMAA

More Related Content

What's hot

Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...IRJET Journal
 
Expert system of single magnetic lens using JESS in Focused Ion Beam
Expert system of single magnetic lens using JESS in Focused Ion BeamExpert system of single magnetic lens using JESS in Focused Ion Beam
Expert system of single magnetic lens using JESS in Focused Ion Beamijcsa
 
Electronic Skin for Programmable Touch Operation Platform
Electronic Skin for Programmable Touch Operation PlatformElectronic Skin for Programmable Touch Operation Platform
Electronic Skin for Programmable Touch Operation PlatformAlejandro Franceschi
 
New electromagnetic force sensor measuring the density of liquids
New electromagnetic force sensor measuring the density of liquidsNew electromagnetic force sensor measuring the density of liquids
New electromagnetic force sensor measuring the density of liquidseSAT Publishing House
 
Inertial Sensor Array Calibration Made Easy !
Inertial Sensor Array Calibration Made Easy !Inertial Sensor Array Calibration Made Easy !
Inertial Sensor Array Calibration Made Easy !oblu.io
 
Design of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotDesign of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotWaqas Tariq
 
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensor
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensorEvolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensor
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensoroblu.io
 
Role of geometry of split ring resonators in magnetic
Role of geometry of split ring resonators in magneticRole of geometry of split ring resonators in magnetic
Role of geometry of split ring resonators in magneticIAEME Publication
 
Seminar report on ultrasonic motor
Seminar report on ultrasonic motorSeminar report on ultrasonic motor
Seminar report on ultrasonic motorAshutosh Srivastava
 
Foot-mounted Inertial Navigation Made Easy
Foot-mounted Inertial Navigation Made EasyFoot-mounted Inertial Navigation Made Easy
Foot-mounted Inertial Navigation Made Easyoblu.io
 
EE_503_FinalProject_Combined_finaler.docx
EE_503_FinalProject_Combined_finaler.docxEE_503_FinalProject_Combined_finaler.docx
EE_503_FinalProject_Combined_finaler.docxSpencer Minder
 
Permanent Magnet Linear Generator Design
Permanent Magnet Linear Generator Design Permanent Magnet Linear Generator Design
Permanent Magnet Linear Generator Design iosrjce
 

What's hot (15)

Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
 
Expert system of single magnetic lens using JESS in Focused Ion Beam
Expert system of single magnetic lens using JESS in Focused Ion BeamExpert system of single magnetic lens using JESS in Focused Ion Beam
Expert system of single magnetic lens using JESS in Focused Ion Beam
 
Electronic Skin for Programmable Touch Operation Platform
Electronic Skin for Programmable Touch Operation PlatformElectronic Skin for Programmable Touch Operation Platform
Electronic Skin for Programmable Touch Operation Platform
 
New electromagnetic force sensor measuring the density of liquids
New electromagnetic force sensor measuring the density of liquidsNew electromagnetic force sensor measuring the density of liquids
New electromagnetic force sensor measuring the density of liquids
 
Inertial Sensor Array Calibration Made Easy !
Inertial Sensor Array Calibration Made Easy !Inertial Sensor Array Calibration Made Easy !
Inertial Sensor Array Calibration Made Easy !
 
Design of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile RobotDesign of a Low-cost Autonomous Mobile Robot
Design of a Low-cost Autonomous Mobile Robot
 
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensor
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensorEvolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensor
Evolution of a shoe-mounted multi-IMU pedestrian dead reckoning PDR sensor
 
Role of geometry of split ring resonators in magnetic
Role of geometry of split ring resonators in magneticRole of geometry of split ring resonators in magnetic
Role of geometry of split ring resonators in magnetic
 
Seminar report on ultrasonic motor
Seminar report on ultrasonic motorSeminar report on ultrasonic motor
Seminar report on ultrasonic motor
 
Performances Analysis of a Linear Motor for Sliding Door Application
Performances Analysis of a Linear Motor for Sliding Door ApplicationPerformances Analysis of a Linear Motor for Sliding Door Application
Performances Analysis of a Linear Motor for Sliding Door Application
 
Ijariie1165
Ijariie1165Ijariie1165
Ijariie1165
 
Ultrasonic motor
Ultrasonic motorUltrasonic motor
Ultrasonic motor
 
Foot-mounted Inertial Navigation Made Easy
Foot-mounted Inertial Navigation Made EasyFoot-mounted Inertial Navigation Made Easy
Foot-mounted Inertial Navigation Made Easy
 
EE_503_FinalProject_Combined_finaler.docx
EE_503_FinalProject_Combined_finaler.docxEE_503_FinalProject_Combined_finaler.docx
EE_503_FinalProject_Combined_finaler.docx
 
Permanent Magnet Linear Generator Design
Permanent Magnet Linear Generator Design Permanent Magnet Linear Generator Design
Permanent Magnet Linear Generator Design
 

Viewers also liked

Diesel & dust productions
Diesel & dust productionsDiesel & dust productions
Diesel & dust productionsBunnakin
 
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...Plan de Continuité d’Activités dans une entreprise industrielle ou de service...
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...Jean-Antoine Moreau
 
Long Beach Parklets Presentation
Long Beach Parklets PresentationLong Beach Parklets Presentation
Long Beach Parklets Presentationstudioneleven
 
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan Phd
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan PhdHealthcare and Management Predictions 2020 by Dr.Mahboob Khan Phd
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan PhdHealthcare consultant
 
最近のクラウドストレージの事情と私情
最近のクラウドストレージの事情と私情最近のクラウドストレージの事情と私情
最近のクラウドストレージの事情と私情Atsushi Hayakawa
 
Mejora en el manejo del estrés
Mejora en el manejo del estrésMejora en el manejo del estrés
Mejora en el manejo del estrésguillohf
 

Viewers also liked (7)

Diesel & dust productions
Diesel & dust productionsDiesel & dust productions
Diesel & dust productions
 
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...Plan de Continuité d’Activités dans une entreprise industrielle ou de service...
Plan de Continuité d’Activités dans une entreprise industrielle ou de service...
 
Multimedia
Multimedia Multimedia
Multimedia
 
Long Beach Parklets Presentation
Long Beach Parklets PresentationLong Beach Parklets Presentation
Long Beach Parklets Presentation
 
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan Phd
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan PhdHealthcare and Management Predictions 2020 by Dr.Mahboob Khan Phd
Healthcare and Management Predictions 2020 by Dr.Mahboob Khan Phd
 
最近のクラウドストレージの事情と私情
最近のクラウドストレージの事情と私情最近のクラウドストレージの事情と私情
最近のクラウドストレージの事情と私情
 
Mejora en el manejo del estrés
Mejora en el manejo del estrésMejora en el manejo del estrés
Mejora en el manejo del estrés
 

Similar to Ieeepro techno solutions 2012 ieee embedded project development of wearable micro-actuator array for 3-d

Nasa proposal team_23_pra_final
Nasa proposal team_23_pra_finalNasa proposal team_23_pra_final
Nasa proposal team_23_pra_finalXiao-Bao Bao
 
Resonance frequency analysis of laser optical fiber based on microcantilever
Resonance frequency analysis of laser optical fiber based on microcantileverResonance frequency analysis of laser optical fiber based on microcantilever
Resonance frequency analysis of laser optical fiber based on microcantileverIJECEIAES
 
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...ijtsrd
 
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
 
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
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...IOSR Journals
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...IOSR Journals
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...IOSR Journals
 
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
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllereSAT Publishing House
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllereSAT Journals
 
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
 
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSION
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSIONPERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSION
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSIONijiert bestjournal
 
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON COUPLING COEFFICIENTS APPLI...
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON  COUPLING COEFFICIENTS APPLI...NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON  COUPLING COEFFICIENTS APPLI...
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON COUPLING COEFFICIENTS APPLI...University of Malaya (UM)
 
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombinerCarlos Andres
 
Proportional integral derivative controller based on ant colony optimization...
Proportional integral derivative controller based on ant colony  optimization...Proportional integral derivative controller based on ant colony  optimization...
Proportional integral derivative controller based on ant colony optimization...IJECEIAES
 

Similar to Ieeepro techno solutions 2012 ieee embedded project development of wearable micro-actuator array for 3-d (20)

Nasa proposal team_23_pra_final
Nasa proposal team_23_pra_finalNasa proposal team_23_pra_final
Nasa proposal team_23_pra_final
 
Resonance frequency analysis of laser optical fiber based on microcantilever
Resonance frequency analysis of laser optical fiber based on microcantileverResonance frequency analysis of laser optical fiber based on microcantilever
Resonance frequency analysis of laser optical fiber based on microcantilever
 
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...
Design, Optimization and Analysis of a Radial Active Magnetic Bearing for Vib...
 
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...
 
50120140507011
5012014050701150120140507011
50120140507011
 
50120140507011
5012014050701150120140507011
50120140507011
 
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
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
 
D012141619
D012141619D012141619
D012141619
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
 
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
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controller
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controller
 
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...
 
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSION
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSIONPERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSION
PERFORMANCE OF HYBRID ELECTROMAGNETIC DAMPER FOR VEHICLE SUSPENSION
 
Mechanical motion rectifier
Mechanical motion rectifierMechanical motion rectifier
Mechanical motion rectifier
 
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON COUPLING COEFFICIENTS APPLI...
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON  COUPLING COEFFICIENTS APPLI...NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON  COUPLING COEFFICIENTS APPLI...
NEW SYSTEM OF CHAOTIC SIGNAL GENERATION BASED ON COUPLING COEFFICIENTS APPLI...
 
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner
03 motl lukic_yakovlevelsherbenietal_printedantennadesignspatialpowercombiner
 
Proportional integral derivative controller based on ant colony optimization...
Proportional integral derivative controller based on ant colony  optimization...Proportional integral derivative controller based on ant colony  optimization...
Proportional integral derivative controller based on ant colony optimization...
 

More from srinivasanece7

Ieeepro techno solutions ieee embedded project zigbee wsn - train
Ieeepro techno solutions  ieee embedded project zigbee wsn - trainIeeepro techno solutions  ieee embedded project zigbee wsn - train
Ieeepro techno solutions ieee embedded project zigbee wsn - trainsrinivasanece7
 
Ieeepro techno solutions ieee embedded project intelligent wireless street l...
Ieeepro techno solutions  ieee embedded project intelligent wireless street l...Ieeepro techno solutions  ieee embedded project intelligent wireless street l...
Ieeepro techno solutions ieee embedded project intelligent wireless street l...srinivasanece7
 
Ieeepro techno solutions ieee embedded project solar powering
Ieeepro techno solutions  ieee embedded project solar poweringIeeepro techno solutions  ieee embedded project solar powering
Ieeepro techno solutions ieee embedded project solar poweringsrinivasanece7
 
Ieeepro techno solutions ieee embedded project secure and robust iris recog...
Ieeepro techno solutions   ieee embedded project secure and robust iris recog...Ieeepro techno solutions   ieee embedded project secure and robust iris recog...
Ieeepro techno solutions ieee embedded project secure and robust iris recog...srinivasanece7
 
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
Ieeepro techno solutions   ieee embedded project - multi channel remote contr...Ieeepro techno solutions   ieee embedded project - multi channel remote contr...
Ieeepro techno solutions ieee embedded project - multi channel remote contr...srinivasanece7
 
Ieeepro techno solutions ieee embedded project a micromachined refreshable ...
Ieeepro techno solutions   ieee embedded project a micromachined refreshable ...Ieeepro techno solutions   ieee embedded project a micromachined refreshable ...
Ieeepro techno solutions ieee embedded project a micromachined refreshable ...srinivasanece7
 
Ieeepro techno solutions ieee embedded project - low power wireless sensor...
Ieeepro techno solutions   ieee embedded project  - low power wireless sensor...Ieeepro techno solutions   ieee embedded project  - low power wireless sensor...
Ieeepro techno solutions ieee embedded project - low power wireless sensor...srinivasanece7
 
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
Ieeepro techno solutions   ieee embedded project - multi channel remote contr...Ieeepro techno solutions   ieee embedded project - multi channel remote contr...
Ieeepro techno solutions ieee embedded project - multi channel remote contr...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project zigbee based intelligen...
Ieeepro techno solutions   2013 ieee embedded project zigbee based intelligen...Ieeepro techno solutions   2013 ieee embedded project zigbee based intelligen...
Ieeepro techno solutions 2013 ieee embedded project zigbee based intelligen...srinivasanece7
 
Ieeepro techno solutions 2014 ieee embedded project - power outlet system f...
Ieeepro techno solutions   2014 ieee embedded project - power outlet system f...Ieeepro techno solutions   2014 ieee embedded project - power outlet system f...
Ieeepro techno solutions 2014 ieee embedded project - power outlet system f...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project study of the accuracy r...
Ieeepro techno solutions   2013 ieee embedded project study of the accuracy r...Ieeepro techno solutions   2013 ieee embedded project study of the accuracy r...
Ieeepro techno solutions 2013 ieee embedded project study of the accuracy r...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project prepaid electricity bil...
Ieeepro techno solutions   2013 ieee embedded project prepaid electricity bil...Ieeepro techno solutions   2013 ieee embedded project prepaid electricity bil...
Ieeepro techno solutions 2013 ieee embedded project prepaid electricity bil...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project relative positioning en...
Ieeepro techno solutions   2013 ieee embedded project relative positioning en...Ieeepro techno solutions   2013 ieee embedded project relative positioning en...
Ieeepro techno solutions 2013 ieee embedded project relative positioning en...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project modeling and analysis o...
Ieeepro techno solutions   2013 ieee embedded project modeling and analysis o...Ieeepro techno solutions   2013 ieee embedded project modeling and analysis o...
Ieeepro techno solutions 2013 ieee embedded project modeling and analysis o...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project person-based traffic re...
Ieeepro techno solutions   2013 ieee embedded project person-based traffic re...Ieeepro techno solutions   2013 ieee embedded project person-based traffic re...
Ieeepro techno solutions 2013 ieee embedded project person-based traffic re...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project model predictive contro...
Ieeepro techno solutions   2013 ieee embedded project model predictive contro...Ieeepro techno solutions   2013 ieee embedded project model predictive contro...
Ieeepro techno solutions 2013 ieee embedded project model predictive contro...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project microcontroller-based r...
Ieeepro techno solutions   2013 ieee embedded project microcontroller-based r...Ieeepro techno solutions   2013 ieee embedded project microcontroller-based r...
Ieeepro techno solutions 2013 ieee embedded project microcontroller-based r...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project greatest invehicular ac...
Ieeepro techno solutions   2013 ieee embedded project greatest invehicular ac...Ieeepro techno solutions   2013 ieee embedded project greatest invehicular ac...
Ieeepro techno solutions 2013 ieee embedded project greatest invehicular ac...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project integrated lane and veh...
Ieeepro techno solutions   2013 ieee embedded project integrated lane and veh...Ieeepro techno solutions   2013 ieee embedded project integrated lane and veh...
Ieeepro techno solutions 2013 ieee embedded project integrated lane and veh...srinivasanece7
 
Ieeepro techno solutions 2013 ieee embedded project dynamic traffic control...
Ieeepro techno solutions   2013 ieee embedded project dynamic traffic control...Ieeepro techno solutions   2013 ieee embedded project dynamic traffic control...
Ieeepro techno solutions 2013 ieee embedded project dynamic traffic control...srinivasanece7
 

More from srinivasanece7 (20)

Ieeepro techno solutions ieee embedded project zigbee wsn - train
Ieeepro techno solutions  ieee embedded project zigbee wsn - trainIeeepro techno solutions  ieee embedded project zigbee wsn - train
Ieeepro techno solutions ieee embedded project zigbee wsn - train
 
Ieeepro techno solutions ieee embedded project intelligent wireless street l...
Ieeepro techno solutions  ieee embedded project intelligent wireless street l...Ieeepro techno solutions  ieee embedded project intelligent wireless street l...
Ieeepro techno solutions ieee embedded project intelligent wireless street l...
 
Ieeepro techno solutions ieee embedded project solar powering
Ieeepro techno solutions  ieee embedded project solar poweringIeeepro techno solutions  ieee embedded project solar powering
Ieeepro techno solutions ieee embedded project solar powering
 
Ieeepro techno solutions ieee embedded project secure and robust iris recog...
Ieeepro techno solutions   ieee embedded project secure and robust iris recog...Ieeepro techno solutions   ieee embedded project secure and robust iris recog...
Ieeepro techno solutions ieee embedded project secure and robust iris recog...
 
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
Ieeepro techno solutions   ieee embedded project - multi channel remote contr...Ieeepro techno solutions   ieee embedded project - multi channel remote contr...
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
 
Ieeepro techno solutions ieee embedded project a micromachined refreshable ...
Ieeepro techno solutions   ieee embedded project a micromachined refreshable ...Ieeepro techno solutions   ieee embedded project a micromachined refreshable ...
Ieeepro techno solutions ieee embedded project a micromachined refreshable ...
 
Ieeepro techno solutions ieee embedded project - low power wireless sensor...
Ieeepro techno solutions   ieee embedded project  - low power wireless sensor...Ieeepro techno solutions   ieee embedded project  - low power wireless sensor...
Ieeepro techno solutions ieee embedded project - low power wireless sensor...
 
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
Ieeepro techno solutions   ieee embedded project - multi channel remote contr...Ieeepro techno solutions   ieee embedded project - multi channel remote contr...
Ieeepro techno solutions ieee embedded project - multi channel remote contr...
 
Ieeepro techno solutions 2013 ieee embedded project zigbee based intelligen...
Ieeepro techno solutions   2013 ieee embedded project zigbee based intelligen...Ieeepro techno solutions   2013 ieee embedded project zigbee based intelligen...
Ieeepro techno solutions 2013 ieee embedded project zigbee based intelligen...
 
Ieeepro techno solutions 2014 ieee embedded project - power outlet system f...
Ieeepro techno solutions   2014 ieee embedded project - power outlet system f...Ieeepro techno solutions   2014 ieee embedded project - power outlet system f...
Ieeepro techno solutions 2014 ieee embedded project - power outlet system f...
 
Ieeepro techno solutions 2013 ieee embedded project study of the accuracy r...
Ieeepro techno solutions   2013 ieee embedded project study of the accuracy r...Ieeepro techno solutions   2013 ieee embedded project study of the accuracy r...
Ieeepro techno solutions 2013 ieee embedded project study of the accuracy r...
 
Ieeepro techno solutions 2013 ieee embedded project prepaid electricity bil...
Ieeepro techno solutions   2013 ieee embedded project prepaid electricity bil...Ieeepro techno solutions   2013 ieee embedded project prepaid electricity bil...
Ieeepro techno solutions 2013 ieee embedded project prepaid electricity bil...
 
Ieeepro techno solutions 2013 ieee embedded project relative positioning en...
Ieeepro techno solutions   2013 ieee embedded project relative positioning en...Ieeepro techno solutions   2013 ieee embedded project relative positioning en...
Ieeepro techno solutions 2013 ieee embedded project relative positioning en...
 
Ieeepro techno solutions 2013 ieee embedded project modeling and analysis o...
Ieeepro techno solutions   2013 ieee embedded project modeling and analysis o...Ieeepro techno solutions   2013 ieee embedded project modeling and analysis o...
Ieeepro techno solutions 2013 ieee embedded project modeling and analysis o...
 
Ieeepro techno solutions 2013 ieee embedded project person-based traffic re...
Ieeepro techno solutions   2013 ieee embedded project person-based traffic re...Ieeepro techno solutions   2013 ieee embedded project person-based traffic re...
Ieeepro techno solutions 2013 ieee embedded project person-based traffic re...
 
Ieeepro techno solutions 2013 ieee embedded project model predictive contro...
Ieeepro techno solutions   2013 ieee embedded project model predictive contro...Ieeepro techno solutions   2013 ieee embedded project model predictive contro...
Ieeepro techno solutions 2013 ieee embedded project model predictive contro...
 
Ieeepro techno solutions 2013 ieee embedded project microcontroller-based r...
Ieeepro techno solutions   2013 ieee embedded project microcontroller-based r...Ieeepro techno solutions   2013 ieee embedded project microcontroller-based r...
Ieeepro techno solutions 2013 ieee embedded project microcontroller-based r...
 
Ieeepro techno solutions 2013 ieee embedded project greatest invehicular ac...
Ieeepro techno solutions   2013 ieee embedded project greatest invehicular ac...Ieeepro techno solutions   2013 ieee embedded project greatest invehicular ac...
Ieeepro techno solutions 2013 ieee embedded project greatest invehicular ac...
 
Ieeepro techno solutions 2013 ieee embedded project integrated lane and veh...
Ieeepro techno solutions   2013 ieee embedded project integrated lane and veh...Ieeepro techno solutions   2013 ieee embedded project integrated lane and veh...
Ieeepro techno solutions 2013 ieee embedded project integrated lane and veh...
 
Ieeepro techno solutions 2013 ieee embedded project dynamic traffic control...
Ieeepro techno solutions   2013 ieee embedded project dynamic traffic control...Ieeepro techno solutions   2013 ieee embedded project dynamic traffic control...
Ieeepro techno solutions 2013 ieee embedded project dynamic traffic control...
 

Recently uploaded

(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130Suhani Kapoor
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAbhinavSharma374939
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSRajkumarAkumalla
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 

Recently uploaded (20)

Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptxExploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
VIP Call Girls Service Kondapur Hyderabad Call +91-8250192130
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog Converter
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 

Ieeepro techno solutions 2012 ieee embedded project development of wearable micro-actuator array for 3-d

  • 1. Journal of Electromagnetic Analysis and Applications, 2012, 4, 219-229 doi:10.4236/jemaa.2012.46031 Published Online June 2012 (http://www.SciRP.org/journal/jemaa) 219 Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays Zoltan Szabo, Eniko T. Enikov* University of Arizona, Tucson, USA. Email: * enikov@email.arizona.edu Received April 14th , 2012; revised May 15th , 2012; accepted May 25th , 2012 ABSTRACT A novel 4 by 4 array of electromagnetic micro-actuators operating on the principle of voice-coil actuators is presented. The intended application of the array is dynamic tactile stimulation, where multiple actuators generate an illusion of touching a moving pattern. In comparison to earlier designs [1-3], the device has smaller dimensions of 2.28 mm in diameter and 7 mm in length, which allowed its use in an array capable of hosting up to a 5 by 5 set of actuators with a rectangular shape covering an area of 18 mm by 21 mm. Using finite element analysis of several conceptual designs of actuators [1,4,5], it was established that the voice-coil type device (where the coil is the moving part) has most benefi- cial characteristics for the envisioned application. These include sufficient force over a relatively large distance, allow- ing tactile stimulation of surfaces with irregular shape, fast response, and small foot-print that matches the density of the tactile sensory neurons in the human finger. Eexperimental evaluation of the operation of neighboring actuators spaced at 3.3 mm apart, indicates that there is no crosstalk between the actuators. The resulting density exceeds that of previ- ously reported alternative designs based on moveable permanent magnets [4,6]. Static force measurement indicate that each micro-actuator can produce at least 26 mN of repulsive force over a stroke of 2100 µm with a peak force of 34 mN. The driving circuit operates at 13.5 V and generates a vibration frequency of up to 265 Hz without significant change of the force-displacement characteristics. In the higher frequency range (above 100 Hz) the actuator provides at least 15 mN of force over a slightly reduced stroke of 2300 µm, and a peak force of 21 mN. All of the above parameters meet the required threshold values of tactile human perception known from [2,3]. Keywords: Micro-Actuator; Voice-Coil Microactuator; Tactile Display 1. Introduction Communication devices for visually impaired people are generally limited to transduction of written text into a continuously perceived and spatially discriminated for- mat or a synthetic language such as Braille. With the emergence of the World-Wide-Web (WWW), a signifi- cant interest has arisen in developing graphical displays for visually impaired individuals [7]. Recently, several academic and commercial organizations have put for- ward opto-electronic devices aimed at the capture and display of text and graphics in real-time using a two- dimensional (2D) tactile map. While this represents an improvement of the traditional Braille-only language, a 2D projection of our three-dimensional (3D) world often remains difficult to interpret. A new direction of development of three-dimensional display of shapes is represented by a novel virtual tactile display pioneered by one of the authors [7]. The shape perception is based on the interaction between the human operator and a computer-generated virtual object. The reference shape is recorded through its coordinates for comparison. When the operator’s finger is at the posi- tions of the reference shape, the actuator is engaged and accordingly creates vibratory stimulation to human finger. At the positions out of the reference shape, the actuator remains off. The iteration of such tactile feedback loop produces and updates an estimated image of the refer- ence shape in user’s mind by one’s continuous scanning and perceiving the boundary where the tactile stimulation occurs. Initial tests of the virtual 3D display indicated that efficient perception of corners and edges of object requires multiple actuators arranged into an array. Over the past few years many actuator arrays have been reported for use in static tactile display (represent- ing a fix physical tactile map), however use of such ar- rays in real-time virtual tactile display remains elusive. Examples of earlier efforts to produce a 3D tactile dis- play include mechanical reproduction of a shape [5], the use of dynamically reconfigurable taxels (tactile pixels) based on piezoelectric biomorph reed cantilevers [8], use* Corresponding author. Copyright © 2012 SciRes. JEMAA
  • 2. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays220 of passive [9], or motor-driven mechanisms [10,11]. More recent efforts include a pneumatic device [12]. However, none of these devices are mobile or small enough to be wearable. A separate body of research ad- dresses the group of wearable tactile actuators. Most of these are based on the electromagnetic working princi- ples. Review of previously reported devices shows that they produce relatively small forces 14 mN [13], 6 mN [14], 0.9 mN [15], as a result of a trade-off between power and size of the actuator. More recent efforts to design smaller and more powerful actuators have led to devices based on moving permanent magnets with a di- ameter of 2 millimeters and a significant force peak (70.8 mN), however the force-displacement characteristic is monotonously decreasing thus making it difficult to re- main in contact with the curved surface of the finger. Furthermore, the output amplitude rapidly decreases at frequencies above 150 Hz, which is the most effective range of tactile perception [16]. Another effort to con- struct a similar tactile array was an electromagnetic coil- driven micro-actuator with a diameter of 3.8 mm and maximum force of 13 mN [6]. The shortcomings of this design is the small force, and the large overall size of the array (30 × 30 × 20 mm), and the reported crosstalk be- tween the actuators when at spacing distance below 5 mm. This article reports on the development and testing of a novel array based on miniature actuators. Section 2 in- cludes a description of the required actuator performance for the envisioned application and an exploration of vari- ous actuator layouts aimed at identifying an optimal ge- ometry. Section 3 presents the challenges of integrating the actuator into an array of closely spaced actuators, while Section 4 is devoted to the experimental analysis of the performance of the actuator array and validation of the finite element model used in the design of the actua- tor. Using the validated model, in Section 5 is has been shown that further miniaturization is possible while maintaining the minimal performance required for suc- cessful tactile stimulation. 2. Design of a Single Actuator 2.1. Requirements for an Actuator Most of the design requirements are derived from physio- logical studies of human tactile perception. These in- clude:  Use of mechanical excitation [17], as opposed to electrical, thermal, or ultrasound. Mechanical stimu- lation is generally regarded as safe as opposed to electrical and ultra-sound excitation.  Ability to create a moving stimulus (not stationary, so operating at a vibrating mode) [18].  Ability to generate fluctuating stimulus (variable magnitude and frequency of the force produced by the actuator on the fingertip) [18].  A minimal force of 5 - 10 mN in order to increase the probability of successful perception [19].  A practical upper limit on the diameter of the actuator is 3 mm.  A minimal actuator displacement of 5 µm [20]. Due to the non-uniform surface and so the changing dis- tance between the moving fingertip and the actuator this stroke may need to be orders of magnitude larger.  The device should be light in weight so it doesn’t cause extra fatigue to the user.  The actuator including the connecting cables should not limit the natural motion of the human subject.  The operating frequency should be around 250 Hz, since this is more perceivable at low amplitudes of fingertip penetration [18]. 2.2. Analysis of Actuator Concepts Review of most common actuation modes reported in literature indicates that the electromagnetic actuation is the best match for the envisioned application [8-20]. One of the reasons behind this is that the magnetic field en- ergy density is higher than the electric field energy den- sity at the same energy input [16]. The magnetic field can be used to produce mechanical, translational movement based on the Biot-Savart and Lorentz laws. Within this group of actuators, common layouts include solenoid type devices, which apply a fixed coil (solenoid) and a moving ferromagnetic core, and voice-coil devices, where either the coil or a permanent magnet is the moving part, while the other one is fixed. In order to decide which type of electromagnetic ac- tuator to use, static-electromagnetic finite element analy- sis was carried out using a finite element code (ANSYS). The examined concepts are presented in Figure 1, were two of the solenoid devices, have a plunger as the mov- ing part (Figure 1(a)), and two of the voice-coil types have the coil as the moving part (Figure 1(b)). For comparative purposes, all concepts utilized the same outer diameter, current, number of turns, and cur- rent density (current times number of turns over the cross section of the coil). Furthermore, all magnetic and fer- romagnetic material properties were kept unchanged in all four cases. The analysis examined the static electro- magnetic behavior of the actuator, focusing on the repul- sive force acting on the coil as a function of the position of the moving part (plunger or coil). The electromagnetic forces were recorded over fixed and identical positions for all four cases. The relative values of the computed forces are summarized in Table 1. The results of the force calculation show that concept #3 provides the highest force due to the most favorable distribution of the Copyright © 2012 SciRes. JEMAA
  • 3. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 221 magnetic field lines. For this reason, concept #3 was chosen for further examination 2.3. Dimension Examination Based on Finite Element Analysis In order to reduce the friction between the moving coil and its core, an ultra-thin walled (32 µm) polyimide tube was used as a mandrel for producing the coil. The inner surface of the plastic tube is smooth enough to provide minimum friction, while the polyimide is stiff enough to provide a rigid base for the winding procedure. To focus the force in a smaller contact area to the fingertip, a plas- tic cap was added on the top of the coil. The schematic figure of the extended actuator is shown in Figure 2. a) b) Ferromagnetic plunger Coil Ferromagnetic base Ferromagnetic core Coil Ferromagnetic base Plastic top Permanent magnet Concept #1 Concept #2 Concept #3 Concept #4 (a) (b) Figure 1. Examined concepts of electromagnetic actuators. Table 1. Comparison of forces at different electromagnetic actuator concepts. Concept # Force relative to concept #1 1 100% 2 42.8% 3 381.3% 4 324.9% plastic cap coil plastic tube ferromagnetic core magnet ferromagnetic base Figure 2. Schematic figure of the actuator. A parametric optimization was then carried out in or- der to arrive at an optimal design maximizing the force. A summary of the physical dimensions and material properties is shown in Table 2. The parameters of the FE analysis are as shown in Figure 3. Table 2. Technical data of the raw materials. Wire AWG 43 Magnet Diameter 1.5875 mm Length 2.38125 mm Residual flux density (Br max) 1.41 T Coercive force (H) 883309.9 A/m Ferromagnetic core and base BH curve B [T] H [A/m] 0.8 61.83 0.9 66.92 1.0 73.13 1.5 222.81 1.9 10583.80 Plastic tube (polyimide) Inner diameter 1.829 mm Outside diameter 1.893 mm Figure 3. Parametric figure of the actuator. Copyright © 2012 SciRes. JEMAA
  • 4. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays222 PLANE53 element was used in the static electromag- netic analysis to examine the force at different positions of the coil by changing the value of h0 in increments of 300 µm. At each step the model was re-meshed and the force was recalculated by virtual work theory using MAGSOLV and FMAGSUM macros. During the di- mension analysis, the displacement expressed with h0, the coil inner and outer radii r2, and r3, respectively, and the core radius r1 were kept constant (See Figure 3). By iteratively changing the remaining geometric parameters until the maximum force of 30.12 mN is obtained with 200 mA of current. Sensitivity analysis of the predicted force showed that  r4—can be changed in the range of 1.15 and 1.45 mm without affecting the achieved force.  a—can be changed between 0.5 and 2 mm without changing the achieved force.  The optimal ratio of b and c should be 2:3. Since the length of the magnet is given, the optimal length of the coil, l, can be determined. The corresponding optimal parameter values are shown in Table 3. 3. Design of 4 by 4 Array 3.1. Requirements for an Array The design of a miniature wearable tactile display in- volved technological and physiological constraints as listed below.  Accurate representation of characters and shapes re- quire at least 4 by 4, preferably 4 by 5 or 5 by 5 set of actuators in a row-column pattern.  Neither physical nor electromagnetic crosstalk be- tween the electromagnetic actuators.  For an array of actuators, the inter-actuator distance should not be smaller than 2 mm, since this is the av- erage spatial acuity of the tactile perception of young and middle age human’s finger [2], also known as the two point threshold or two-point discrimination dis- tance [19]. Since the practical upper limit on the di- ameter of the actuator is 3 mm, for a 5 by 5 array the spacing between the actuators should be not less than 3 mm.  The overall size of the actuator should match the size of the average fingertip (12 × 15 mm).  The device should be light in weight so it doesn’t cause extra fatigue to the user, but at the same time it must be robust enough to avoid easily being de- stroyed by the consumer.  The array including the connecting cables should not limit the natural motion of the human subject.  The array must provide convenient way to guide the wires of the coils.  Each actuator should be individually controllable through the driving circuit.  Providing potential to connect the array to mobile devices. 3.2. Design of the Array The array is designed to have two sets of components. The bottom unit includes the ferromagnetic base with the permanent magnets and the ferromagnetic cores attached to it. Since the bottom unit is made of two different ma- terials that must interact magnetically, the connection of the components is resolved by using strong adhesive. In order to provide the opportunity to expand the array of coils from 4 by 4, the bottom unit consists of 25 cores providing hosting capability to a 5 by 5 array of coils. The bottom of the magnets is sitting 0.4 mm deep un- derneath the top surface of the base. This indentation provides guidance to position the magnets perpendicu- larly to the surface of the base. To assist alignment dur- ing the assembly, the ferromagnetic cores and magnets were placed in tubular guides that allowed the adhesive joints to set despite magnetic forces between the perma- nent magnets. Even though the base is capable of serving 25 coils, for the first attempt, shown on Figure 4, the top unit was made as a 4 by 4 set of coils with the structure described above in the article. In order to provide guidance for the pairs of wires originating from the coils, the base contains small holes through which the wires are free to move. The wires of the coils are pulled through the wire guide holes, this way they don’t interfere with each other which is an es- sential need due to the delicateness of the 0.0558 mm diameter wire. There are 3 assembly holes providing platform for us- ing screws to attach the array to other parts. The structure of the bottom unit is shown on Figure 5. Table 3. Specifications of the actuator. Parameter Value r1 0.79375 mm r2 0.9465 mm r3 1.14 mm r4 1.14 mm a 2 mm b 2.38125 mm c 3.6 mm l 4.9 mm N (number of wire turns) 320 Overall length (without cap) 7 mm Overall mass (core* + coil) 207.1 mg (135.7 + 71.4 mg) * Core, base and the permanent magnet. Copyright © 2012 SciRes. JEMAA
  • 5. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 223 Figure 4. Photo of the array (bottom unit and coils). Figure 5. Structure of the bottom unit. 3.3. The Driving Circuit for Analysis Both static and dynamic measurements were performed on an individual actuator. For the static measurements a constant DC power supply was needed that was directly connected to the coil. For the dynamic measurements a driving circuit that consists of a capacitor charged to the voltage of the power supply and released through the actuator’s coil using field effect transistor (FET) switches was used. In order to predict the peak current in the cir- cuit the transfer function of the RLC circuit was built, which is the following   0 2 1 CV I s LCs RCs    (1) where 96C  µF is the capacitance, V is the DC power supply’s voltage, mH the meas- ured inductance of the coil, Ω the measured resistance of the coil. By taking the inverse Laplace- transform of the transfer function, the peak current of 0 13.5V  25 .7 0.1L  17R  maxi 0.21 A at 5 ms was established. For possible resonance-phenomenon occurrence the damped natural frequency 0 of the electrical system was calculated (2). 0 1 1453Hz LC    (2) The driving circuit of the array consists of 16 sets of the components of the single dynamic system, all con- trolled by a PIC16F690 microcontroller. 4. Performance Analysis Performance analysis was carried out on individual ac- tuators since the array is equipped with identical coils. 4.1. Static Performance The FE analysis described in Section 2.3 lead to a force- current and to a force-displacement characteristic of the actuator. Static force measurements were carried out us- ing the setup shown in Figure 6. Briefly, it consists of a power supply, wiring to the actuator, the actuator, a mi- crometer mounted on a fixed column, and a scale. Power supply Fixed coloumn Micrometer Wiring to the actuator Coil Scale Figure 6. Measurement set up. Copyright © 2012 SciRes. JEMAA
  • 6. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays Copyright © 2012 SciRes. JEMAA 224 Care was taken to make sure that the scale always re- mains at zero when the power is not supplied and that the coil is always perpendicular to the surface of the scale. When the power supply was turned on, the coil moved downwards, thus pushing on the scale. For the force-displacement characteristics the DC volt- age was kept constant, and before the change of each position of the actuator (adjusted by the micrometer and denoted by h0 in the ANSYS simulation) the power sup- ply was turned off, so the coil could cool down. The re- sults of the ANSYS simulation and the measurements with the error bars are shown in Figure 7. The force-displacement characteristic of the actuator is not monotonous. It increases until 1270 µm with a peak of 29.4 mN than it decreases. Nevertheless, the static measurement and simulation shows that the produced force is over 10 mN until 4500 µm stroke. A possible reason of the difference between the ANSYS and the measurement results is the non-ideal contact between the plastic tube and the core, which brings friction into the system. The other possible explanation is the heat gen- eration in the coil that lowers the current, thus the force. Another reason why they might differ is the non-uniform distribution of the windings of the coils. For the force-current characteristics the DC voltage was increased until the coil overheated and the position of the coil was adjusted to 1270 µm which is the position of the force peak in Figure 7. The comparison of the FE simulation and real measurements with error bars are shown in Figure 8. Figure 8 implies that there is a linearly proportional relationship between the applied DC current and the produced force, which is characteristic of Lorentzian forces. The curve does not go beyond 200 mA, because the coil gets overheated at these excitation levels. The explanation of the difference between the results of two methods is most likely the heat generation that increases the resistance of the coil and it results a lower current. This is noticeable in the increasing errors as a function of increasing current (see error bars in Figure 8). Figure 7. Static force-displacement characteristic. Figure 8. Static force-current characteristic.
  • 7. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 225 4.2. Dynamic Performance The dynamic measurement involves the same measure- ment setup as described in Section 4.1 with the following extensions. A driving circuit (described in Section 3.3) between the coil and the power supply was used to power the coil intermittently. The driving circuit is controlled by a micro-processor connected to a PC via RS 232 link. The user can adjust the vibrating frequency with the com- puter. After adjusting the capacitor charging voltage to 13.5 V DC, a coil position is set by the micrometer, and then on the computer the vibration frequency is chosen. By reading the mass measured by the scale, one gets an av- eraged value of the achieved force since the scale is originally designed for static measurements. The dynamic force-displacement characteristics of the actuator at dif- ferent frequencies are shown in Figure 9. The higher frequencies resulted higher forces. This phenomenon is due to the larger testing frequencies be- ing closer to the resonance frequency of the electrical circuit (1453 Hz), thus resulting higher current values which are linearly proportional to the force. In order to determine the possibility of mechanical resonance of the coils a single mass-spring vibrating model was built (Figure 10). The free end of the copper wire, presented as a spring, has the stiffness k, determined by the follow- ing equation 4 3 N 1.42 m8 a d G k D N   (3) where 0.05588d  mm is the diameter of the wire, G = 44.7 GPa the modulus of rigidity of copper, 2.3359D  mm the mean coil diameter and the number of active turns. The one degree of freedom undamped me- chanical system has the natural frequency 3aN   22.5 Hz k m    (4) where 71.4m  mg is the mass of the coil. Since the mechanical natural frequency is not close to the testing frequencies it is stated that the force differences at dif- ferent frequencies is not the result of the properties of the mechanical oscillating system. The difference between the forces decreases by the end of the displacement axis which is the result of the limited B field provided by the fixed permanent magnet. It is well observable that the force peak is about at the same position as in the static case. Some of the meas- urement points in 265 Hz and 205 Hz show peaks that doesn’t fit the rest of the curve. These points are due to the resonance of the scale. Comparing the dynamic and the static force-displace- ment characteristics it can be stated that the dynamic measurements resulted lower forces. Excluding the reso- nance points, the highest dynamic force peak was 21.58 mN at 1270 µm while the static peak was 29.4 mN. Such a difference might be the result of the averaging method of the scale. Another explanation is that the current doesn’t reach the peak calculated in Section 3.3 (due to the heat generation) so the force cannot grow high enough either. Figure 9. Dynamic force-displacement characteristic. Copyright © 2012 SciRes. JEMAA
  • 8. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays226 4.3. Tactile Perception Analysis While human subject tests are not yet available, com- parison with previous devices [7] indicates that in a dy- namic mode, the excitation on the fingertip is perceivable in all the described frequencies all over the presented displacement. It is known from the literature [18] that the moving stimulus (vibro-tactile) is more perceivable than static however they have the same magnitude of force. This explains why the 5 - 10 mN range remains perceivable in vibration mode. The satisfyingly working coils were placed into an array for generating shapes recognizable to human beings. The previously presented ASSEMBLY coded microcontroller drives the coils, shaping different characters such as letter Z, O, N, X, L. This gives a fu- ture opportunity to test human subjects on perceiving characters and shapes with the use of this device. Figure 11 shows the illustration of activated coils presenting letter Z. 5. Miniaturization to Threshold Limit A further analysis was carried out to explore the possibil- ity of the miniaturization of the device. Since the reduc- tion of the inter-coil distance, through the reduction of the diametric dimensions, leads to unwanted crosstalk between the coils, the diametric dimensions are kept at the already existing actuator’s values (Table 3). In the miniaturization analysis the length-wise dimensions got reduced. The scaled illustrations of the miniature and the existing actuators and the magnetic field lines, generated by static-electromagnetic numerical analysis, are pre- sented in Figure 12. y mg ky my coil spring Figure 10. The mechanical oscillating model. Figure 11. Coils forming the letter Z. Miniaturized design Existing design Magnetic field lines Figure 12. Scaled drawings of the existing and miniature designs with magnetic field lines. Copyright © 2012 SciRes. JEMAA
  • 9. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 227 The reduced overall height makes the actuators more applicable for use in thinner devices. As the finite ele- ment analysis points it out, the reduction of the height lowers the achievable forces. Since the threshold limit of tactile perception in human beings is 5 - 10 µN force, the miniaturization has limitations in terms of minimum di- mensions. To satisfy the stroke requirement, discussed in Section 2.1, the necessary maximum displacement where there is still perceivable force was chosen to be 1.5 mm. With these expectations the optimal design was estab- lished and simulated with static, electromagnetic finite element analysis. The results of the force calculations are presented in Figure 13. The comparison of the parameters, introduced in Fig- ure 3, in the miniature and the existing designs are shown in Figure 14. 0 5 10 15 20 25 30 35 0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000 Force [mN]  Displacement of the coil [µm]  Static force‐displacement characteristic ANSYS simulation on Miniature design ANSYS simulation on Existing design Perceivability Perception treshold Figure 13. Comparison of static forces. Figure 14. Comparison of parameters. Copyright © 2012 SciRes. JEMAA
  • 10. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays228 As a consequence of the miniaturization, the volume of the coils in a 5 by 5 array reduces by 71% (the number of turns in each coil reduces to 93 from 320), while the volume of the base component of the array reduces by 75%. The drop in volume is linearly proportional with the drop in weight. This weight reduction makes the ul- timate design even more wearable for human beings. 6. Conclusions A novel voice-coil micro-actuator and its extension to a 4 by 4 array are presented in this paper. The electromag- netic device satisfying all the requirements listed in Sec- tion 2.1 is suitable for use in virtual tactile displays, since it has a maximum diameter of 2.28 mm, an overall length of 7 mm, has a well perceivable force characteristic over a long stroke and it can be applied in a large frequency scale. The actuator is robust and capable of producing different letters that are recognizable by human touch. Comparative analysis with earlier efforts based on movable permanent magnets of similar size indicate that the voice-coil actuators are more suitable for the envi- sioned application due to the increased stroke and elimi- nation of cross-talk at small separations. Using a vali- dated finite element model, it has been shown that micro voice-coil actuators can be further miniaturized reaching a size comparable with the two-point discrimination dis- tance in human fingers. 7. Acknowledgements The authors acknowledge the support for this work by the U.S. Dept. of Education (#P116J080016), the Atlantis program of the European Commission (2008-1767/001-001 CPT USMOBI), support from National Science Founda- tion Grant 0856761, 0927661, and by a grant from the Rosztoczy Foundation. REFERENCES [1] F. M. Vidal-Verdu, “Graphical Tactile Displays for Visu- ally-Impaired People,” IEEE Transactions on Neural Sys- tems and Rehabilitation Engineering, Vol. 15, No. 1, 2007, pp. 119-130. doi:10.1109/TNSRE.2007.891375 [2] J. C. Stevens, “Aging and Spatial Acuity of Touch,” Jour- nal of Gerontology: Psychological Sciences, Vol. 47, No. 1, 1992, pp. 35-40. [3] K. B. Shimoga, “A Survey of Perceptual Feedback Issues in Dexterous Telemanipulation: Part II. Finger Touch Feedback,” Virtual Reality Annual International Sympo- sium, Seattle, 18-22 September 1993, pp. 271-279. doi:10.1109/VRAIS.1993.380769 [4] K. Deng and E. T. Enikov, “Design and Development of a Pulsed Electromagnetic Micro-Actuator for 3D Virtual Tactile Displays,” Mechatronics, Vol. 20, No. 4, 2010, pp. 503-509. doi:10.1016/j.mechatronics.2010.04.011 [5] M. Shimojo, et al., “Human Shape Recognition Perform- ance for 3-D Tactile Display,” IEEE Transactions on Sys- tems, Man, and Cybernetics—Part A: Systems and Hu- mans, Vol. 29, No. 6, 1999, pp. 637-645. doi:10.1109/3468.798067 [6] M. Benali-Khoudja, M. Hafez and A. Kheddar, “VITAL: An Electromagnetic Integrated Tactile Display,” Displays, Vol. 28, No. 3, 2007, pp. 133-144. doi:10.1016/j.displa.2007.04.013 [7] K. Deng, E. T. Enikov and H. Zhang, “Development of a Pulsed Electromagnetic Micro-Actuator for 3D Tactile Displays,” IEEE/ASME International Conference on Ad- vanced Intelligent Mechatronics, Zurich, 4-7 September 2007, pp. 1-5. doi:10.1109/AIM.2007.4412457 [8] J. C. Bliss, et al., “Optical-to-Tactile Image Conversion for the Blind,” IEEE Transactions on Man-Machine Sys- tems, Vol. 11, No. 1, 1970, pp. 58-65. doi:10.1109/TMMS.1970.299963 [9] C. C. Collins, “Tactile Television-Mechanical and Elec- trical Image Projection,” IEEE Transactions on Man- Machine Systems, Vol. 11, No. 1, 1970, pp. 65-72. doi:10.1109/TMMS.1970.299964 [10] H. Iwata, et al., “Project FEELEX: Adding Haptic Sur- face to Graphics,” Proceedings of the 28th Annual Con- ference on Computer Graphics and Interactive Tech- niques, Los Angeles, 12-17 August 2001, pp. 469-476. doi:10.1145/383259.383314 [11] Y. Kawai and F. Tomita, “Interactive Tactile Display System—A Support System for the Visually Disabled to Recognize 3D Objects,” Proceedings of International ACM Conference on Assistive Technologies, Vancouver, 1996, pp. 45-50. [12] T. Iwamoto, M. Tatezono, H. Shinoda, “Non-Contact Me- thod for Producing Tactile Sensation Using Airborne Ul- trasound,” Proceeding EuroHaptics ‘08 Proceedings of the 6th International Conference on Haptics: Perception, Devices and Scenarios, Madrid, 10-13 June 2008, pp. 504-513. doi:10.1007/978-3-540-69057-3_64 [13] M. I. Koo, et al., “Development of Soft-Actuator-Based Wearable Tactile Display,” IEEE Transactions on Robot- ics, Vol. 24, No. 3, 2008, pp. 549-559. doi:10.1109/TRO.2008.921561 [14] T. Fukuda, et al., “Micro Resonator Using Electromag- netic Actuator for Tactile Display,” Proceedings of the International Symposium on Micromechatronics and Hu- man Science, Nagoya, 5-8 October 1997, pp. 143-155. doi:10.1109/MHS.1997.768872 [15] H. K. Kim, et al., “Fabrication and Test of a Micro Elec- tromagnetic Actuator,” Sensors and Actuators A: Physical, Vol. 117, No. 1, 2005, pp. 8-16. doi:10.1016/j.sna.2003.10.079 [16] A. T. Kern, “Engineering Haptic Devices, A Beginner’s Guide for Engineers,” Springer-Verlag, Berlin, 2009. [17] K. Deng, “Development of Virtual 3D Tactile Display Based on Electromagnetic Localization,” Ph.D. Thesis, Graduate College the University of Arizona, Tucson, 2009. [18] M. Critchley, “Tactile Thought, with Special Reference to the Blind,” Proceedings of the Royal Society of Medicine, Vol. 46, No. 1, 1952, pp. 27-30. Copyright © 2012 SciRes. JEMAA
  • 11. Development of Wearable Micro-Actuator Array for 3-D Virtual Tactile Displays 229 [19] A. Pascual-Leone and F. Torres, “Plasticity of the Sen- sorimotor Cortex Representation of the Reading Finger in Braille Readers,” Brain, Vol. 116, No. 1, 1993, pp. 39-52. doi:10.1093/brain/116.1.39 [20] A. K. Kaczmarek, et al., “Electrotactile and Vibrotactile Displays for Sensory Substitution Systems,” IEEE Trans- actions on Biomedical Engineering, Vol. 38, No. 1, 1991. Copyright © 2012 SciRes. JEMAA