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Eindhoven University of Technology MASTER Energy efficient topology formation for Bluetooth mesh networks using heterogeneous devices Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer This document contains a student thesis (bachelor's or master's), as authored by a student at Eindhoven University of Technology. Student theses are made available in the TU/e repository upon obtaining the required degree. The grade received is not published on the document as presented in the repository. The required complexity or quality of research of student theses may vary by program, and the required minimum study period may vary in duration. General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain

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Page 1: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Eindhoven University of Technology

MASTER

Energy efficient topology formation for Bluetooth mesh networks using heterogeneousdevices

Agnihotri, M.K.

Award date:2015

Awarding institution:Royal Institute of Technology

Link to publication

DisclaimerThis document contains a student thesis (bachelor's or master's), as authored by a student at Eindhoven University of Technology. Studenttheses are made available in the TU/e repository upon obtaining the required degree. The grade received is not published on the documentas presented in the repository. The required complexity or quality of research of student theses may vary by program, and the requiredminimum study period may vary in duration.

General rightsCopyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright ownersand it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights.

• Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain

Page 2: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Energy efficient topology formation forBluetooth mesh networks using

heterogeneous devices

MOHIT KUMAR AGNIHOTRI

Master’s Degree ProjectStockholm, Sweden August 2015

Page 3: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer
Page 4: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Master Thesis

Energy efficient topology formation forBluetooth mesh networks using

heterogeneous devices

Mohit Kumar Agnihotri

KTH | School of Information and Communication Technology

Supervisors:Dr. Cicek Cavdar, Ph.D., KTH Wireless

Francesco Militano, Senior Researcher, EricssonDr. Roman Chirikov, Ph.D., Experienced Researcher, Ericsson

Examiner:Prof. Dr. Jens Zander, Ph.D., KTH Wireless

Stockholm, August 2015

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2.4 GHz

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1 MHz 2 MHz 2042 MHz2480 MHz

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N Tn

Lifetime = minn∈N

Tn

m

m′ < m

m − m′

k m

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5

2

9

3

8 4

7 6

1

5

2

9

3

8 4

7 6

1

Lifetime = minm∈M

Tm

Page 34: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

R2

M1

R3

R1 M2

Prospective Relays

M1 M2 R1 R2 R3R1

unit/sec unit/sec

Page 35: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Network lifetime (seconds)0 5 10 15 20 25 30 35

Rel

ay N

ode

Ene

rgy

(mA

h)

-20

0

20

40

60

80

100 Device R1Device R2Device R3

Network lifetime (seconds)0 10 20 30 40 50 60

Rel

ay N

ode

Ene

rgy

(mA

h)

-20

0

20

40

60

80

100 Device R1Device R2Device R3

Relay Switchover

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O(log n) O(log n)O( log n

n )

O(log n)

Page 38: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

v u uv

aSp(a) a a a

a Sp(a)S′(a)

S′(a) a

Page 39: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

u vS(u) v S(u) S(u)

u S(v) S(v) v u

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AlgorithmicProcessing Unit

Input Port Output Port

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RSME

RSMEN

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C ⊆ {c1, c2, . . . cn} nW ⊆ {w1, w2, . . . wn}

RSM = f(C, W )

c1, c2, c3 and c4 w1, w2, w3 and w4

RSM =4∑

i=1ci ∗ wi

RSME RSMEN

1 − 100%

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RSME =

⎧⎪⎨⎪⎩

200EnergyLevel0.1 ∗ EnergyLevel

⎫⎪⎬⎪⎭

RSMEN =

⎧⎪⎨⎪⎩

200 + N ∗ WEnergyLevel0.1 ∗ EnergyLevel

⎫⎪⎬⎪⎭

0 100 200

Coin-Cell Device

Device Energy (mAh)

Rechargeable Device

Mains connected Device

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8

7

1

2

34

5

6

8

7

1

2

34

5

6

Master

Slave

state(u) = {none, master, slave}c(u, v) = {white, black, silver, green, red, blue}

u v u v

u v

u v

u v w IDu > IDw > IDv

u v w IDu > IDv > IDw

IDu > IDneigh

ϕ(u)

vu v

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RSME RSMEN

RSME RSMEN

P (u) P (v) u v

Page 52: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

8

7

1

2

34

5

6

Master

Slave

u �UE ← EnergSrc(Nodeu) �

UE == CONNECTEDRSMU = 200

RSMU

UE == RECHARGEABLERSMU = EnergyLevel(u) �

RSMU

RSMU = 0.1 ∗ EnergyLevel(u)RSMU

P (u) P (v) u vu v

P (u) P (v) u vs

P (u) P (v) u vsu sv su sv

v

sv P (v) v

u

su P (u) u

Page 53: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

u, w �UN ← Neighburs(Nodeu) �UE ← EnergSrc(Nodeu) �

UE == CONNECTEDRSMU = w ∗ UN + RSM(u)

RSMU

RSM(u)

u, v �Ursm ← RSM(Nodeu)Vrsm ← RSM(Nodev)

Ursm > Vrsm �

Ursm < Vrsm �

Uid ← ID(Nodeu)Vid ← ID(Nodev)

Uid > Vid �

Uid < Vid �

ϕ(su) su

su sv

P (u)

P (u) P (v)P (w) P (u) P (v)

Page 54: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

U VU V

Su

S

U V

Sv

One Hop Interconnect

Two Hop Interconnectcommon slave config

Three Hop Interconnect

U V

S

Two Hop Interconnectmaster-slave config

8

7

1

2

34

5

6

Master

Slave

Gateway

8

7

1

2

34

5

6

Master

Slave

Gateway

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Sv VSuU Sv VSuU

G

su captures sv

VSuU VSuU

G

su captures v

VSUVSU

S

v captures s

Sv VU Sv VU

R

sv captures u

VU VU

R

v captures u

GatewayEnergyAvg = Energy(su) + Energy(sv)2

GatewayEnergyAvg = min(Energy(su), Energy(sv))

≥ 1

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Gw1, Gw2 �GwRule1 = Rule(GW1) �GwRule2 = Rule(GW2)GwCap1 = Capacity(GW1) �GwCap2 = Capacity(GW2)GwEnergy1 = Energy(GW1) �GwEnergy2 = Energy(GW2)

(GwRule1 − GwRule2 == 0) AND (GwCap1 − GwCap2 == 0)(GwEnergy1 > GwEnergy2)

Gw1

Gw2

(GwRule1 − GwRule2 == 0)(GwCap1 > GwCap2)

Gw1

Gw2

(GwRule1 > GwRule2)Gw1

Gw2

Page 57: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Gw1, Gw2 �GwEnergy1 = Energy(GW1) �GwEnergy2 = Energy(GW2)

(GwEnergy1 > GwEnergy2)Gw1

Gw2

2

3

8

1

4

5

7

6

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

2

3

8

1

4

5

7

6

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

2

3

8

1

4

5

7

6

Preferred interconnect(only one is chosen)

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VSuU VSuU

G

v captures su

VSUVSU

S

v captures s

Sv VU Sv VU

R

u captures sv

Sv VSuU Sv VSuU

G

su captures sv

VU VU

R

v captures u

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BLE Device BLE Device

Transmission Manager

Simulator

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Characterstic Module

TxRx Module

Middleware Module

BLE Device

Page 61: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

Radio Characteristics

Energy Characteristics

Mobility Characteristics

Traffic Characteristics

Compute Characteristics

Characteristics Module

Topology Block Routing BLock

Middleware Module

Transmit Module Reception Module

TxRx Module

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BLE Device 1

1

BLE Device 2

2

1 2

1 2

Transmission Manager

With Collision & Interference

With Collision

Transparent Channel (NO collision & Interference)

mJμA

Page 63: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

P_idle

P_Tx/Rx

ConnectionInterval

ConnectionInterval

T_tx T_rx

IdleEnergy = 1μA ∗ 3V olt ∗ T

TxE = RxE = 0.1mJ

CurrEneT ={

CurrEneT −1 − IdE − TxE Event = TransmissionCurrEneT −1 − RxE Event = Reception

}

DeviceStatus ={

Alive, CurrentPower > 0Dead, CurrentPower =< 0

S → 1 → 3 → D

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S D

1

2

3

4

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μ

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30, 40, 50, 60, 70 30, 50, 70

Page 69: Eindhoven University of Technology MASTER Energy efficient ... · Agnihotri, M.K. Award date: 2015 Awarding institution: Royal Institute of Technology Link to publication Disclaimer

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

10

20

30

40

50

60

GS-Ref GS-Ref+E GS-E

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

10

20

30

40

50

60

GS-Ref GS-Ref+E GS-E

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

10

20

30

40

50

60

GS-Ref GS-Ref+E GS-E

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

10

20

30

40

50

60

GS-Ref GS-Ref+E GS-E

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MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

GS-Ref

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

GS-Ref

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

GS-Ref

MS-Ref MS-E MS-EN

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

GS-Ref

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GS-Ref GS-Ref+E GS-E

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

MS-Ref

GS-Ref GS-Ref+E GS-E

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

MS-Ref

GS-Ref GS-Ref+E GS-E

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

MS-Ref

GS-Ref GS-Ref+E GS-E

Net

wor

k Li

fetim

e (m

onth

s)

0

5

10

15

20

25

30

MS-Ref

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Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-Ref Algorithm

30% Coin-Cellfitted50% Coin-Cellfitted70% Coin-Cellfitted

Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-E based Algorithm

30% Coin-Cellfitted50% Coin-Cellfitted70% Coin-Cellfitted

Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-EN based Algorithm

30% Coin-Cellfitted50% Coin-Cellfitted70% Coin-Cellfitted

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Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-RefRef-fittedMS-EMS-E-fittedMS-ENMS-EN-fitted

Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-RefRef-fittedMS-EMS-E-fittedMS-ENMS-EN-fitted

Number of Devices30 40 50 60 70 80

Net

wor

k Li

fetim

e(M

onth

s)

0

10

20

30

40

50

60MS-RefRef-fittedMS-EMS-E-fittedMS-ENMS-EN-fitted

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RSME RSMEN

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dn

((α1...αn), (α2...αnαn+1)) αn+1

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