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Flexible and Stretchable Electronics and Applications for Biomedical Devices School of Chemical and Biological Engineering Seoul National University Dae-Hyeong Kim

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Page 1: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Flexible and Stretchable Electronics

and Applications for Biomedical Devices

School of Chemical and Biological Engineering

Seoul National University

Dae-Hyeong Kim

Page 2: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Suffering Patients Doctors

How to bridge?

Bio-Integrated

Electronics ?

Page 3: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Our Goals

* Connect medical doctors and suffering patients By

Using Bio-Integrated Electronic Devices/Systems.

* Develop high performance flexible and stretchable

electronic and optoelectronic devices using high

quality single crystal inorganic materials.

* Apply flexible and stretchable technologies to bio-

integrated electronic devices for the health monitor

and therapy systems.

Page 4: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

High Performance Flexible Devices

Polymer Amor. Si Poly. Si Single Si SC III-V

~0.1 ~1 ~100 ~500 ~1000 Electron Mobility (cm2/Vs)

R. Reuss et al. Proc. IEEE (2005)

1 10 100 1000

100KHz

1MHz

100MHz

1GHz

TFT Capability (mobility, cm2/Vs)

Sy

ste

m A

pp

lic

ati

on

s

Organic Semiconductors

α Si

Poly Si

Single Crystal Si

LCD

OLED

RFID

Computer

High Performance

Market Applications

Low Performance

Market Applications

S. Mack et al. Appl.

Phys. Lett. (2006)

Page 5: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Ultrathin Flexible Silicons

300nm thick silicon ribbons

Page 6: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Transfer Printing

Printed surface can be flexible

Page 7: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Area Expansion

Can increase spacing between structures

Page 8: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Flexible Transistors Using Silicon Nanomembranes

100m

IEEE Electron Device Letters 29, 73 (2008)

500m

Transfer Curve

Vg (V)-7 -6 -5 -4 -3 -2 -1 0

- I d

(m

A)

0.0

0.3

0.6

0.9

1.2

1.5

1.8

2m

4m

9m14m19m24m

Vg (V)

-6 -4 -2 0 2

Id (

A)

10-2

10-5

10-8

10-11

Vg(V)

- I d

(A)

-6 -4 -2 0 2

10-2

10-5

10-8

10-11

Typical IV Curve

Vd (V)-3.0 -2.5 -2.0 -1.5 -1.0 -0.5 0.0

- I d

(m

A)

0.0

0.3

0.6

0.9

1.2

1.5

1.8- 6V

- 5V

- 4V

- 3V

nMOS pMOS

nMOS

pMOS

Page 9: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Flexible Si CMOS Circuits

0.3mm

Vin

VDD Vout

Vin (V)0 1 2 3 4 5

Vo

ut

(V)

0

1

2

3

4

5

6

Gain

0

40

80

120

160

Time (s)-2 -1 0 1 2

Vo

ut

(V)

-6.0

-3.0

0.0

3.0

6.0

0.5mm

VDD Vout

Vin

100m

Metal

Interconnect

NMOS

PMOS

BCB Polyimide

SiO2

Vin

VDD Vout

nMOS

pMOS

CMOS inverter

3 stage CMOS

Ring Oscillator

IEEE Electron Device Letters 29, 73 (2008).

Page 10: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Bending, Folding and Stretching

http://www.nokia.com

stretching Folding (extreme bending)

bending

Robot skin

Smart surgical glove

Wearable computer

Page 11: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Extreme Bendability – ‘Foldability’ – In Ultrathin Circuits

cover slip

etch holeSiO2

metal

PI

Si (p) Si (n)

<1.7m

Science 320, 507 (2008).

thickness

bending radius Strain ~

Page 12: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Conformal Contact to Curvilinear Surfaces

unwrapped

wrapped

unwrapped

unwrapped

Page 13: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

‘Wavy’ Silicon Nanoribbons are Stretchable

10 m

Materials

Mechanics

‘Accordion’ Physics

Science 311, 208 (2006).

PNAS 104, 15607 (2007).

Page 14: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Advanced Wavy CMOS ICs

0.5 mm

Science 320, 507 (2008).

Page 15: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Stretching CMOS

Science 320, 507 (2008).

stretching

0% 2.5% 5.0%

releasing

300 m

0% 4.0% 8.8% 0%

0%

stretching releasing

y

x

y

x

Page 16: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

300m

Non-Coplanar Serpentine Interconnects

PNAS 105, 18675 (2008).

Page 17: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Stretchable iLED

Nature Materials 9, 929 (2010).

Stretch

Release

0 10 20 30 40 50

0.0

0.2

0.4

0.6

0.8

1.0 Initial X stretch: 60.1 % Diagonal: 57.7 %

Release

Curr

ent (m

A)

Voltage (V)

1 10 100 1000 0

25

30

35

40

Cycle

V a

t I=

20 ㎂

(V

)

200 um 200 um

X-stretch: strain = 30.1 % Initial: Pre-strain = 20.0 %

Island

Pop-up

2 mm

X-direction initial

Diagonal direction initial

Strain = 33.3 %

X-direction stretched

Strain = 45.5 %

Diagonal direction stretched

Stretch

Release

Page 18: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

3D Deformations

Nature Materials 9, 929 (2010).

0 degree: Flat

360 degrees

720 degrees

1 mm

0 10 20 30 40 50 60 70 80 90

0.0

0.2

0.4

0.6

0.8

1.0

Flat

360 Degrees 720 Degrees Back to Flat

Curr

ent

(mA

)

Voltage (V)

0 degree: Flat

360 degrees

720 degrees

1 mm Flat Inflated: 29.0 %

Pencil tip

1 mm

Balloon

Inflate

Deflate

Inflate

Deflate

Page 19: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Stretchable Photovoltaic Array

Unpublished

patterning, doping, etching

p+

n+

PDMS

anchors

Si ribbon

Fabricate stretchable -cell

Transfer print silicon solar m-cells Transfer mesh array to biaxially

stretched PDMS substrate

L + ΔL

p+ n+

Page 20: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Stretchable Energy Harvesting Device

Unpublished

x stretching

rele

asin

g

y stretching

rele

asin

g

0% 200m

30%

y

12.5 % Pre-strain

30%

0%

x

30 % stretching

0.0 0.1 0.2 0.3 0.4 0.5

0.0

2.0x10-5

4.0x10-5

6.0x10-5

8.0x10-5

1.0x10-4

1.2x10-4

Cu

rre

nt

(A)

Voltage (V)

0%

y-dir 30%

x-dir 30%

Page 21: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Electronics on Various Substrates

bending

unfolding fo

ldin

g

1cm

1mm

Paper

1 mm

1 mm

Paper

1 mm

1 mm

Al foil

Adv Mater 21, 3703 (2009).

Nature Materials 9, 929 (2010).

Cycle0 250 500 7501000

Gain

0

50

100

150

200

VM

0

2

4

6

stretching

releasing

5mm

1mm

Stretched

5mm

vinyl glove

leather glove

Stretched

3 mm

Fabric

1 mm

Page 22: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Bio-Integrated Electronics

Electrophysiology & Soft, Curvilinear

Tissues – High Performance

Flexible/Stretchable Electronics

Page 23: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Current Technology for Epicardial Mapping

Conventional devices

- Single electrode mapping

- Iterative measurement for 2D map

(Long time EP procedures)

- High risk due to mapping delay

- Low resolution

(cannot pinpoint abnormal tissue)

Device Requirements

- High Resolution 2D Array

- Fast Mapping

- Large Area Coverage

Cardiac Electrophysiology (EP)

- aid diagnosis / guide therapy

for cardiac arrest or other

structural heart disease

Page 24: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Flexible Electronics for Mapping

250 m

1.5 mm

Device Characteristics

- 1618, 800m spacing

- High Speed Silicon TRs

- ~15mm ~13mm

Flexible Electronics

- Conformal contact with

curvilinear, soft cardiac

tissues.

Science Translational Medicine 2, 24ra22 (2010)

Page 25: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

In-vivo Experiment with Swine Model

t = ~ 200 ms

1 cm

5 mm

5 mm

80-90 lb male Yorkshire pig

Expose epicardial surface through

sternotomy and pericardiotomy

Science Translational Medicine 2, 24ra22 (2010)

Page 26: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

High Resolution, Real-Time Mapping

10 m

V

400 ms

0.3

mV

20 ms

2D Graph 3

X Data

2100 2150 2200

Y D

ata

-0.4-0.20.00.20.40.60.81.0

Col 1

SNR ~ 50

Sci Transl Med 2, 24ra22 (2010)

(s)

0 200 400 600 800 1000 1200 1400 1600 1800-0.01

-0.005

0

0.005

0.01

2 4 6 8 10 12

2

4

6

8

10

12

14

16

0 200 400 600 800 1000 1200 1400 1600 1800-0.01

-0.005

0

0.005

0.01

2 4 6 8 10 12

2

4

6

8

10

12

14

16

0 200 400 600 800 1000 1200 1400 1600 1800-0.01

-0.005

0

0.005

0.01

2 4 6 8 10 12

2

4

6

8

10

12

14

16

0 200 400 600 800 1000 1200 1400 1600 1800-0.01

-0.005

0

0.005

0.01

2 4 6 8 10 12

2

4

6

8

10

12

14

16

-2 mV

+6 mV

-10 mV

800 m

t = 0 ms t = 11.2 ms

t = 14.4 ms t = 24 ms time

Raw data

Page 27: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Neural Interface Application

Clinical mapping application for epileptic

seizure patients

• Diagnose and/or guide epilepsy surgery

• Pinpoint the location of onset of

epilepsy for patients whose epilepsy

location cannot be found with external

imaging techniques, such as MRI or CT

• Mapping brain functions before surgery

BCI neuroprosthetic application for paralyzed

patients with sensory or motor dysfunction

• Mapping and Decoding AP and LFP from

sensory and motor cortex

• Visual cortex/retina implantation

brings light back for blind people

• Cochlear prostheses restore hearing

• Face motor cortex implantation generates

machine languages

• Motor cortex implantation moves computer

cursors (below)

L. R. Hochberg et al., Nature (2006) 2 cm

Page 28: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

High Resolution over Large Area: EA with Multiplexers

IEEE Int. Symp. on Circuits and Systems, p 3115 (2007)

How to make a conformal contact??

Page 29: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Long Term Gliosis of Penetrating Electrodes

PNAS 2003, 100, 11041

Advantage

~ High resolution (50~150 m size, 2~10 mm length, ~500 m spacing), Good SNR

Disadvantage

~ Penetration causes mechanical tissue damage → activate immune functions of

brain → cause deposition of astrocytic/inflammatory tissues on electrodes (after

3~6 months)→ poor SNR → difficult long time mapping

Neurosci. Lett. 2006, 406, 81

normal

reactive astrocytic

components of the

scar

Gliosis is a proliferation of astrocytes in damaged areas of the central nervous system (CNS)

Page 30: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

High Density Neural Mapping Array

~ 20X18 HDN Sensor Array

~ 300X300µm, 500µm spacing

1 mm

300 m

Kapton (PI) 14.0 m

3.0 m

10.0 m SU8

multiple misaligned via

Si PI

NMP

pt

Pt Contact

Electrodes

Multilayer

Misaligned

Via Structure

Horizontal

/ Vertical

Interconnect

Doped Si

Ribbons on

Polyimide

Pt

Via

1st MT 2nd MT

Si

0.2 mm

Load TR Multiplexer

Output +V Row Slt.

Elect -rode

Vd (V)

0 1 2 3 4

I d (

mA

)

0.0

0.4

0.8

1.2

1.6

Vg (V)

-2 0 2 4 6

I d (

A)

1e-7

1e-6

1e-5

1e-4

Y A

xis

2

0

40

60

I d (

µA

)

20

Nature Neuroscience 14, 1599

(2011).

Page 31: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Seizure Measurement with HDN In-Vivo

Seizure induced (picrotoxin) 2 mm

HDN array on

visual cortex

1 mm

Nature Neuroscience 14, 1599 (2011).

Page 32: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Seizure Mapping : Spiral/Plane Waves

Dela

y in m

s

0

20

40

60

80

100

120

140

160

Counterclockwise spiral delay map

0 ms

165 ms

110 ms

55 ms

Dela

y in m

s

0

10

20

30

40

50

60

70

80

90

Clockwise spiral delay map

0 ms

90 ms

60 ms

30 ms

II IV

I II IV V III III

500 ms

2 m

V

iEEG

Nature Neuroscience 14, 1599 (2011).

Page 33: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Bioresorbable Implantable System

Science 337, 1640 (2012).

c

2 mm

0 min 10 min 5 min

1 cm

top view

Mg electrode

MgO

dielectric

doped Si

silk substrate

Mg

electrode

tilted view

MgO

dielectric

Page 34: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Transient Silicon Electronics

Science 337, 1640 (2012).

3 mm 5 mm

Voltage (V)

Cu

rre

nt

(mA

)

-1.0 -0.5 0.0 0.5 1.0

0.0

0.1

0.2

0.3

0.4

0.5

Diode Resistor 1

Resistor 2

Resistor 3

0 1 2 3 4 50

5

10

15

20

Vd (V) I d

(m

A)

5V

3V

1V

0 1 2 3-40

-20

0

Frequency (GHz)

S2

1 (

dB

)

Inductor

LC oscillator

Capacitor

3 mm S D

G

VDD

VOUT

VIN

VGND

VGND

VDD VIN

VOUT

Mg dep. (shadow mask)

1 mm

1 2 30

1

2

3

0

2

4

6

8

Vin (V)

Vo

ut (V

)

Ga

in

NOR to NAND Time

V (

V)

0

2

4

VB

VA

(0,0)1

(0,1)0 (1,0)0 (1,1)0 0

2

4

Time

V (

V)

(0,0)1 (0,1)1 (1,0)1

(1,1)0

VB

VA VDD VA

VB

VOUT

2 mm

Page 35: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

In-vivo Experiment of Transience

Science 337, 1640 (2012).

1 cm

suture

Transistor

Implant Sutured 3 weeks 3 weeks

300 µm

A

B

C

4 mm

1-Re for

inner coil

2-Re for

outer coil

23

26

Turn on both coils

IR image

0 5 10 15 200

2

4

6

8

Time (day)

Q f

ac

tor

experiment

modeling

1 2 3

-12

-8

-4

0

in air

in silk

day 0

day 4

day 8

day 15

Re

fle

cti

on

(S

11

) d

B

Frequency (GHz)

5 mm

Page 36: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Current Non-invasive Skin Electrophysiology

* Current procedure needs cleaning with alcohol wipes and

conductive gel, which is significantly UNCOMFORTABLE.

* Skin electrophysiology using gel is in LIMITED TIME USE

only, since conductive gel dries out over several hours.

* Electrodes and amplifying equipments are BULKY.

www.ucc.ie / openeeg.sourceforge.net

Page 37: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Epidermal Electronic System

Science 333, 838 (2011).

antenna LED

wireless power coil RF coil

temp. sensor strain gauge

RF diode ECG/EMG sensor

0.5mm 0.5cm

undeformed state

stretched

boundary

compressed

Page 38: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

Serpentine Functional Units: Non-invasive Sensors,

Wireless Power Supply, Wireless Communications 0.5mm

S

D

G

Si res.

S D G

Si R

0.3mm

Pt CPDMS

cap.

ind.

0.5mm

S

D

G

S D

G

0.3mm

RB

RD

CIN COUT

RIN

ROUT

NMOS

VOUT

VIN

VDD

GND Frequency (GHz)0.0 0.5 1.0 1.5 2.0

Ca

pa

cit

or

S2

1 (

dB

)

-60

-40

-20

0

0.7085nF1.5nF2.204nF2.969nF

Frequency (GHz)0.0 0.5 1.0 1.5 2.0

Ind

uc

tor

S2

1 (

dB

)-30

-20

-10

0

Ind

uc

tor

S1

1 (

dB

)

-15

-10

-5

0

Capacitance (nF)0.5 1.0 1.5 2.0 2.5 3.0

Os

cil

. F

req

. (G

Hz)

0.4

0.5

0.6

0.7

0.8

0.9

0.5mm

Frequency (GHz)0.0 0.5 1.0 1.5 2.0

S11 (

dB

)

-40

-30

-20

-10

0

10

S21 (

dB

)

-120

-90

-60

-30

0

30

S11 fwdS11 rvsS21 fwd S21 rvs

1mm

0.3mm

P N

I

high voltage connection

Si

1 mm

LED

photo- detector

1

3

5

7

10-6

J/m3

Frequency (Hz)10-3 10-1 101 103 105

Ga

in

0.0

0.4

0.8

1.2

1.6

CIN=1F

CIN=220pF

CIN=

Science 333, 838 (2011).

Page 39: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

ECG and EMG (Leg and Neck) Recordings

Time (sec)0 5 10 15

Am

plitu

de (

V)

-100

0

100

200

up right

left down

Time (sec)0 5 10 15 20

Am

p. (

V)

-100

0

100

Time (sec)0 5 10 15 20

Am

p. (

V)

-100

0

100EES dry conv.

w/ gel

Time (sec)0.0 0.2 0.4

Am

plitu

de (

V)

-100

0

100

200

Q S

R

base

Time (sec) Time (sec) Time (sec) Time (sec)

up down left right

0 1 2 3 0 1 2 3 0 1 2 3 0 1 2 3

10

100

200

Fre

qu

en

cy (

Hz)

250

150

50

20

20

Fre

qu

en

cy (

Hz)

10

200

10

200

0 10 5 15

active

passive

0 10 5 15

walk stand

walk stand

100

100

Fre

qu

en

cy (

Hz)

Time (sec) 103

Science 333, 838 (2011).

Page 40: Flexible and Stretchable Electronics and Applications for ...semieurope.omnibooksonline.com/2012/semicon_europa/Plastic... · Flexible and Stretchable Electronics and Applications

EEG (Forehead) Recordings: Alpha Rhythms

Frequency (Hz)5 10 15 20 25 30

DF

T C

oeff

icie

nt

0

10

20

30

eye close

eye open

103

Fre

qu

en

cy (

Hz)

Time (s) 0 4 8 12 16 20

5

10

20

15

0~10s eye close 10~20s eye open

opening blinking alpha

rhythm

1cm

bare skin

0.5 cm

skin patch

- When large ensembles of neurons fire synchronously, a large electric field is

generated and can be measured on scalp, called Electroencephalography (EEG).

- Alpha range neural activity (8~12Hz) reflects the attention to visual environment.

- When subjects gain visual attention focus, amplitude of alpha oscillation decreases,

while amplitude increases by losing visual attention focus (ex. eye close).

Science 333, 838 (2011).

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Suffering Patients Doctors

How to bridge?

Bio-Integrated

Electronics ?

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