RELAY BASED ARCHITECTURE FOR ENERGY PERCEPTIVE …...S. V. MANIKANTHAN and T. PADMAPRIYA Advances and Applications in Mathematical Sciences, Volume 17, Issue 1, November 2017 170 Where

Advances and Applications in Mathematical Sciences Volume 17, Issue 1,November 2017, Pages 165-179 © 2017 Mili Publications

2010 Mathematics Subject Classification: 68N13, 97N50.

Keywords: clustering, cluster head selection, relay node selection, fuzzy approach,

autocorrelation function, routing.

Received March 10, 2017; Accepted July 20, 2017

RELAY BASED ARCHITECTURE FOR ENERGY

PERCEPTIVE FOR MOBILE ADHOC NETWORKS

S. V. MANIKANTHAN and T. PADMAPRIYA

R&D, Melange Technologies

Pondicherry, India

E-mail: [email protected]

Department of ECE

Pondicherry Engineering College

Pondicherry, India

E-mail: [email protected]

Abstract

As yet limiting the vitality usage and developing the ideal course way between the hubs in

the versatile specially appointed systems (MANET) is an awesome arrangement among the

analysts. The systems bunching and group head (CH) choice plans ideally decrease the

utilization of hubs vitality, however it drives the stacking issue at the same time. A significant

number of the calculations address the bunching issues yet not comprehended the stacking

issue totally. In this paper transfer based engineering (RBRAM) is intended for bunching, group

head race and also tends to the stacking issue by choice of hand-off hubs. This proposed

instrument initially composes the entire system into groups, after that locate the particular set

out hubs toward each bunch by utilizing the fluffy surmising framework. At that point it chooses

the hand-off hub in light of SNR and area, which is utilized further to reduce the stacking

impact of group head hubs. At that point the relating data exchange has been persisted by intra-

group and between bunch correspondence. The executed hand-off hub instrument at the same

time tends to the issue of repetitive information transmission by utilizing the autocorrelation

work. The reenacted comes about demonstrate that the proposed procedure beats well when

contrasted with the current expressed executions.

1. Introduction

A MANET is a sort of remote system which made out of an extensive no.

of self-arranging cell phones. These sorts of systems can be effectively


Advances and Applications in Mathematical Sciences, Volume 17, Issue 1, November 2017

166

conveyed effortlessly at whenever and anyplace [1, 2]. It is ordered under the

framework less systems and does not require any physical spine behind them.

The hubs in the MANETs are completely independent and it is exceedingly

appropriate for the applications which are not required the settled foundation

[3]. The specially appointed topology of the MANET helps open and gadgets

to faultlessly internetwork in the area with no current foundation.

Every single gadget in the MANETs is permitted unreservedly to move in

the area of enthusiasm for any speed and heading. Because of the portability

of the hubs, the connection between the progressive hubs may break every

now and again [8, 9]. Since every gadget in the MANETs is gone about as a

host and in addition the switch for creating and sending the activity. The real

test in developing a MANET is to setting up every gadget to know about the

topology related data to course the activity effectively. On the specialized

progression of the portable hardware, the essential of the 802.11

administrations expanding step by step. Henceforth still the ceaseless

advancement in MANET is an imperative research zone [19]. To maintain a

strategic distance from/diminish the multifaceted nature of dealing with the

general system, the hubs are isolated into bunches. The outstanding and well

known approach that intended to offer asset administration over MANETs is

grouping [7]. The approach grouping presents all the more no. of advantages

when it related with MANETs, for example, it enhances the directing

approach and situation of portability and oversees dynamic system topology,

which offers most proficient asset distribution. Grouping is one of the

essential research territories in MANETs since it fundamentally enhances

the execution of the framework by diminishing the usage of battery control

and by diminishing the span of bunch at the same time expanding the

solidness of the connection in vast scale MANETs.

The bunch head race is a technique which is utilized to choose the head

hub from the group. The CH hub keeps up all the data’s identified with its

part hubs. The data contains the rundown of hubs show inside the group and

the way subtle elements among them [4]. The fundamental duty of the CH is

ideally imparting all the part hubs inside the bunch. However that the

specific CH is equipped for speak with the hubs relating to the individuals

from different bunches by through separate CH’s or any passage hubs [5, 6].

By and large, the information transmission in the bunch based design is done

RELAY BASED ARCHITECTURE FOR ENERGY PERCEPTIVE …


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in three sequential strides. In the first place, the CH hub assembles the data

from the greater part of its part hubs, after that the accumulated data

collected together and packed at last it exchanged to the base station or sink

by specifically or through other CH hubs. The effective CH decision

calculation significantly lessens the utilization of pointless vitality use and

upgrading the lifetime excessively [8, 9].

By and large, the hubs in the MANETs are constrained with battery

control; the development of a bunch is likewise costly regarding the vitality

exhaustion of the gadgets. This is caused because of the abundance control

messages traded amid the period of bunch development [10, 12].

The sending of MANET faces many difficulties like restricted transfer

speed, least battery control, multi-jump correspondence, security and

versatile topology. The significant issue/essential necessity in MANET has

limited vitality use since it is worked with constrained battery control [16]. To

broaden the life of the hubs and the system, the conventions executed for

bunch head determination and steering the information activity ought to

genuinely observed [13, 14].

Presently a day the bunch based directing plans are generally utilized for

delaying the lifetime of MANETs. The issue like grouping has been tended to

in various routes, for example, dividing bunching, progressive bunching,

thickness based bunching, topology based grouping and fluffy bunching

techniques [18, 19].

In this paper, the diverse methodologies for grouping and bunch based

directing plans are examined and break down the effect of the group head

stacking. This proposed conspire address the issues like bunching, CH race,

CH stacking and steering the system activity by utilizing fitting transfer

hubs. Further, this paper sorted out as takes after. In segment 2 the point by

point group and hand-off based methodologies are examined and overviewed.

The proposed calculation unmistakably clarified with reasonable figures in

area 3. The execution investigation of the proposed framework and its

graphical portrayals are delineated in segment 4. At long last, this paper is

finished up with segment 5.

2. Literature Survey

Creators of this paper entitled Cross-Layer Cooperative Medium Access

Control (CCMAC) convention [17] is actualized with a specific end goal to



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address the issue of choosing the ideal transfer hub for passing on the data

information to the sink through CH. The proposed CCMAC chose the ideal

transfer hub which is as per the channel state conditions (CSI). It is

additionally utilized for guaranteeing the connection security. The

information rate of the expected transmission changed in view of the sort of

information (i.e. flexible or inelastic) to be sent. The execution investigation of

the actualized CCMAC recreated with NS2 test system and the results are

contrasted with the current related plans.

Creators of this plan recommended the Modified Relay based MAC

Protocol for Wireless Ad-hoc Network [15]. In this plan, transfer hubs are

thought to be the vital one and are utilized to pass on the prospective data to

others in the area. The technique for determination of transfer terminals and

its tallies in the territory of intrigue is a basic factor in developing the ideal

hand-off hub in the remote space. This recommended conspire presents three

parameters for hand-off determination thought. At first, the rate of

transmission between the source hub to the transfer hub and the hand-off to

the beneficiary is considered. Taken after to that, the dependability of the

expected transfer is considered and third is vitality used by the hand-off

terminal for the progressive information transmission. At long last, this plan

deliberately assessed to examine the execution measurements with respect to

the deferral, vitality use, throughput, and conveyance proportion.

Creators of this paper overviewed the diverse sorts of grouping and bunch

head decision calculations from the current papers [11]. The effect of

bunching and the CH decision plans is plainly broke down in this paper. This

broad study predominantly concentrates on the CH race methodologies and

its significant goals. At long last, they organized the uniqueness of the every

calculation and obviously given how it varies from each other. The procedure

of both the between bunch and intra-group approaches additionally managed

in this paper.



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3. Proposed Scheme

Figure 1. Architecture of the proposed system.

Figure 1 demonstrates the proposed design which contains the bunching

and its head decision stage, hand-off hub choice, and productive steering

plans. In this proposed calculation the fluffy derivation framework is used to

choose the CH. A different SNR based calculation is used to choose the

transfer hub to lessen the stacking impact of the particular CH in the

bunches. The transfer hub joined with the excess information processor which

lessens the transmission of same information more than ones. It all the while

limits the use of data transfer capacity and vitality as well.

A. Clustering

The sink is one of the part hubs in the system which is inbuilt with an

uncommon stockpiling and useful gadgets. At first, the sink hub sends a

notice message (adv_message) among the hubs in the system inside its scope

run. Accordingly, every one of the hubs in the region of the sink get the

adv_message and stamp it by promotion distinguishing proof number

(adv_id) = 1. Through this adv_message every hub in the system can ready to

discover the separation from its originator hub by utilizing the condition (1).

Appropriately all the part hubs in the particular groups figure the deferral

from its sink/originator at the season of time stamping. The estimation of the

recorded postponement is then contrasted and the predefined defer esteem

and the yield of this calculation given as contribution to the fluffy surmising

framework for CH race.

.4

2

lGG

P

Prxtx

rx

tx



170

Where is the wavelength, l be the separation, txP and rxP be the power

for transmitter and beneficiary and txG and rxG be the pickup of the

transmitter and recipient.

At that point the hub with higher separation esteem used to forward the

adv_message onto its region with its stamping esteem. The further hubs get

the adv_message and stamps it by an augmentation with the current

adv_id=1 +. This procedure will proceed until the point that the last hub

exists in the system adv_id=1 +n.

By empowering this procedure, every hub in the system knows its adv_id

and its separation from the neighbouring sender hubs, and a similar data

getting recorded in the transitory table which is controlled by the hubs itself.

Endless supply of this commercial procedure, the hubs in the system are gone

into the neighbour disclosure stage. In this stage, every one of the hubs trade

the welcome message among them alongside the adv_id stamp. The hubs

which are accepting the same adv_id gathered together and frame the group.

B. Cluster Head Selection

Subsequent to building the bunches, the bunch head hub is chosen from

the gathering of hubs to limit the vitality usage of the individual hubs and

also the activity produced on the specific premises. With a specific end goal to

choose the CH from the gathering, the Fuzzy e hubs derivation strategy is

used. Since the Fuzzy based group head decision gives ideal utilization of

vitality use and compelling burden sharing among the hubs in the bunch.

Where the underlying vitality of the hubs in the system is N_IE, the lingering

vitality of the hub is N_RE, and the vitality usage of the hub is N_UE.

,UEIERE NNN (2)

where the factor vitality usage (N_UE) is made out of, the vitality spent for

transmission of information parcels and gathering of information bundles.

.ERETUE NNN (3)

Where ETN and ERN be the vitality is spent because of transmission

and gathering of information bundles by the hub itself.



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Delay Residual Energy Output

Low High High

High Low Low

Medium Medium Medium

High Medium Low

Medium Low Low

Low Medium Medium

The info parameters to the fluffy derivation framework are deferral and

lingering vitality. The evaluated yield of the framework is high, medium and

low likelihood. At each round, the parameter estimations of the hubs are

getting contrasted and an indistinguishable bolstered from contribution to

the fluffy framework. In light of the information parameters the yield is

anticipated as high, medium and low. In the event that the forecast yield is

high then the specific hub is chosen to go about as a CH with high conceivable

outcomes. All the while the low and medium likelihood hubs are disposed of

from the race procedure of CH at the specific round. In the situation, if there

is no high likelihood esteemed hubs, and after that the medium likelihood

hubs are chosen as CH.

C. Cluster Head Selection

Despite the fact that the procedure of CH decision limits the vitality

usage in the groups of the MANETs, yet it drives the stacking issue. Since,

after the race of CH, every one of the exchanges from the part hubs are begun

through CH as it were. It stacks the CH heavier and infers pointless deferral

and increment the movement for the progressive transmissions. To decrease

the stacking impact of the CH the transfer hub has been chosen for helping

the CH which at the same time gives the appropriated condition.

The time shifting attributes of the diverts in the remote condition

significantly influence the system execution. Henceforth choosing the hand-

off hub, the Signal to Noise Ratio (SNR) of the specific connects to the hub

likewise considered.



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The SNR of the specific connection XiSNR is computed as,

.Xi

XiXi N

SSNR

The transfer hub choice is an essential foundation in this proposed

design. In this engineering, the chose hand-off hub can be utilized as a

moderate hub for information move in the period of between group and intra-

bunch correspondence. Subsequently in this proposed engineering the

position of the transfer hub put as closer ideal to the different bunches and its

own particular closer individuals and is picked as a hand-off hub for the

current round.

In the period of neighbor disclosure, each hub in the groups imparts their

data to each other inside its correspondence go. At the season of adv_id

trading the hubs which are getting more than one adv_id, distinguishes

themselves as a hand-off hub. All the while it communicates their hand-off

data to every one of the hubs in the region and registers with the bunch

leaders of the separate groups. At each round, because of the portability, the

transfer hub choice is performed by its position.

D. Intra and Inter-Cluster Routing

At the season of information exchange, the individuals from the bunch

figure the separation of the transfer hub to compute the base transmission

energy of the planned transmission. This estimation is set aside a few

minutes when the part hubs are accepting the hand-off declaration.

The base transmission control required [8] for transmitting the data

between the match of hubs yx, is ylxPR ,min and is given in the

underneath condition. The run of the mill predefined estimation of the limit

control (PRth) for the standard IEEE 802.11 is 3.652-10 mW and in addition

the estimation of the proportionality steady is 280 mWat full power. By and

large, the estimation of on account of two-beam proliferation show is 4.

.0

0,min C

lPRlPR th

yx

(4)

On account of the thick condition, the hubs in the bunch may send the

excess data which uses the vitality and transfer speed superfluously which at



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the same time increment the activity of the CH. To maintain a strategic

distance from such circumstance the transfer hub is played out the

relationship work which needs to choose whether the information must be

sent to CH or not. On the off chance that the got information has higher

connection esteem inside the time bound the information has not handled

further, and the record of the information just sent to the CH. Along these

lines, the intra-group directing is performed to limit the vitality usage and

data transfer capacity, which at the same time lessens the activity joined

with the CH.

Let ” be the quantity of hubs in the system and ‘X_i’ be the quantity of

hubs in the individual groups ‘C_n’. Where, 1,,3,2,1 ii and

.1,,3,2,1 n

.XCX ni (5)

Give C_n a chance to be the groups limit, TR be the round trek time, NF

be the capacity, be the occasion, be the predefined blunder esteem (holds

the estimation of -1 to +1) and be the autocorrelation yield. The stochastic

procedure R be the gathering of irregular factors from the time .TR Where

.: TRmR

,,, 321 iRRRRiRN mRmRmRmRmRFTTTTT

(6)

where, .1,,3,2,1 ii

The autocorrelation work ( ) of an irregular procedure communicates the

similitude between values accumulated from the procedures at various

roundtrip times (R_T). At that point the estimation of ” between the group

limit C_n and R_T is given by,

., mCCmmTn nnRRERC (7)

Where, ” is the mean, ” is the difference, and ” is the normal esteem. For this

situation, the predefined mistake esteem is characterized as 0. At the point

when the autocorrelation yield hold ” the esteem higher than ,00 the

specific messages are disposed of by the hand-off hub itself, and the hub

record of the expected messages are sent to the CH.

On the off chance that the separation between the sink and the expected

bunch is more than the between group directing is performed. Since the

transfer hub is constantly chosen under the situation; it ought to be closer to



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more than one bunch. On the off chance that the time stamp id estimation of

the particular CH is high, at that point the information must be sent to the

close-by hand-off hub which has a place with the base time stamp esteemed

CH id. Endless supply of the information from close-by group, it advances it

to its individual CH and the same transmitted to the sink. Amid the

procedure, the connection solidness is guaranteed and the deferral of the

specific transmission is additionally significantly decreased.

4. Performance Analysis

This proposed calculation is reproduced with the NS-2.32 open source test

system for investigating the execution in the perspective of Packet Delivery

Ratio (PDR), delay, vitality use and usage of control overheads. The re-

enacted consequences of this RBRMF are then contrasted and the current

CCMAC calculations for assessing the above-said measurements. Cross-Layer

Cooperative Medium Access Control (CCMAC) convention is actualized with

a specific end goal to take care of the issue of transfer hub determination in

the MANET condition. This CCMAC pass on the information to sink by the

method for distinguishing the ideal transfer terminal which is chosen by the

channel state conditions (CSI) for affirming the soundness of expecting joins

and appropriately control the transmission rate in light of the sort of

information (i.e. flexible and inelastic) to be passed on.

Figure 2. Delay analysis of RBRMF and CCMAC.

Figure 2 demonstrates the postpone investigation of the proposed

RBRMF and existing CCMAC. The deferral of both the conventions is



175

expanded sprightly while expanding the quantity of hubs. Be that as it may,

when contrasted with the current convention the proposed one encounters

just less postponement. Since the proposed RBRMF utilizes fluffy based

group heads determination which depends on deferral and lingering vitality.

At that point the transfer hub is chosen in view of the SNR of the specific

connection at the same time it keeps away from the excess information

transmission. Thus this proposed one fundamentally limits the defer

contrasted with the CCMAC.

Figure 3. Energy analysis of RBRMF and CCMAC.

Since the proposed RBRMF use the autocorrelation-based excess

information processor which definitely decreases the quantity of

transmissions to the sink and it at the same time lessens the vitality use as

well. At the point when contrasted with the CCMAC the proposed RBRMF

uses least vitality for the individual transmissions. Because of the choice

transfer hubs, the movement happened in the specific premises are likewise

decreased definitely. It keeps away from pointless impacts, postponement and

retransmission of information bundles subsequently it diminishes the vitality

usage of the hubs ideally. The progressive information transmission from the

hubs to the hand-off utilizations least transmission control it likewise limits

the vitality use significantly which is graphically spoken to in figure 3.



176

Figure 4. Packets drop analysis of RBRMF and CCMAC.

The proposed instrument utilizes the SNR based transfer hubs which

guarantee the connection dependability and fundamental information

bundles just transmitted to the sink through CH. The intra and between

bunch issues additionally successfully managed by utilizing the transfer

terminal. Subsequently the drop of the proposed one encounters limited drop

when contrasted with the past one. While expanding the quantity of hubs at

the same time it builds the drop of both the conventions. Yet, when

contrasted with the current one drop of the proposed RBRMAF is essentially

less since it uses the hand-off based instrument which is unmistakably

outlined in figure 4.

Figure 5. Packets Delivery Ratio analysis of RBRMF and CCMAC.

The hand-off hub determination is offering help to the separate CH, to

diminish the activity of the specific group. Henceforth it altogether lessens

the drop and at the same time expands the conveyance of bundles. Since the

hand-off hub is chosen in view of the connection steadiness. While expanding



177

the quantity of hubs both the conventions give the ideal conveyance

proportion. Contrasted with the past execution the proposed RBRAM give

higher conveyance proportion when the hub measure is extensive (i.e. no. of

hub from 30 to 50) and is obviously delineated in figure 5.

Figure 6. Throughput analysis of RBRMF and CCMAC.

Figure 6 demonstrates the throughput investigation of both the current

and proposed RBRMAF. Because of the transfer determination, the

movement of the specific premises essentially diminished. The transfer hub

sends the data to sink as indicated by the significance of the approaching

information. Since the throughput of the proposed framework essentially

expanded when contrasted with the current one.

The proposed convention expands the conveyance proportion, throughput

and altogether diminishes the drop, postponement and vitality usage in an

extensive way. So as to choose the hand-off hub, accomplishing the excess

information preparing and in addition bunching and CH choice approach it

uses minimal more control overheads contrasted with the current one. The

expansion in control overheads additionally expands the vitality usage

straightly. Be that as it may, the vitality used for executing the control

overheads is constantly less contrasted with the information sending and

gathering. In this proposed conspire the quantity of transmissions is

controlled by the hand-off determination system. Since the expanding in

charge overheads is not give any awesome effect on the perspective of vitality

usage.



178

5. Conclusion

In this paper, the stacking impact of the CH in the bunches is tended to

in detail by joining the transfer hubs. Taken after by the bunching procedure

the CH hubs are chosen by utilizing the hub parameters like postponement

and remaining vitality which is ideally adjusts the vitality use of the hubs in

the system. Endless supply of the CH race handle, the transfer hub is chosen

keeping in mind the end goal to decrease the stacking impact of the CH hub

and lessens the movement adjacent the CH. Since the transfer hub utilizes

the autocorrelation work for maintaining a strategic distance from the excess

information transmissions, it essentially lessens the measure of activity in

the particular groups. At that point encourage information transmission is

affected by utilizing least transmission control, it fundamentally limits the

normal vitality usage of the hubs and the whole system.

References

[1] A. P. Sreevatsan and D. Thomas, An optimal weighted cluster based routing protocol for

MANET, International Conference on Data Mining and Advanced Computing

(SAPIENCE), IEEE Explore (2016), 310-316.

[2] S. Elkafhali and H. Abdelkrim, Effect of Mobility and Traffic Models on the Energy

Consumption in MANET Routing Protocols, International Journal of Soft Computing

and Engineering 3(1) (2013), 778-785.

[3] C. Ellammal and G. Sudha Sadasivam, Analysis of impact of Network Topology on

Energy Efficient Cooperative Medium Access Control Protocol for Wireless Ad-hoc

Network, Australian Journal of Basic and Applied Sciences 8(10) (2014), 72-80.

[4] G. Zhao, W. Shi, Z. Chen and Q. Zhang, Autonomous Relaying Scheme With Minimum

User Power Consumption in Cooperative Multicast Communications, IEEE Transactions

on Wireless Communications 15(4) 2509-2522.

[5] J. Liu, X. Jiang, H. Nishiyama and N. Kato, Generalized Two-Hop Relay for Flexible

Delay Control in MANETs, IEEE/ACM Transactions on Networking 20(6) (2012), 1950-

1963.

[6] J. Bai, Y. Sun and C. Phillips, CRRP: A cooperative relay routing protocol for IoT

networks, IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile

Radio Communications (PIMRC), IEEE Explore (2016), 1-6.

[7] K. Hussain, A. Hanan Abdullah, S. Iqbal, M. Awan and F. Ahsan, Efficient Cluster Head

Selection Algorithm for MANET, Journal of Computer Networks and Communications,

Vol. 2013, pp.7.

[8] M. Tarique and R. Islam, Minimum Energy Dynamic Source Routing protocol for Mobile

Ad Hoc Networks, International Journal of Computer Science and Network Security

7(11) (2007), 304-311.



179

[9] M. Abdelmoumen, I. Arfaoui, M. Frikha and T. Chahed, On the Performance of MANETs

under Different Mobility Patterns and Routing Protocols and Its Improvement Based on

Fixed Relay Nodes, International Conference on New Technologies, Mobility and

Security (NTMS), IEEE Explore (2012), pp. 1-5.

[10] P. Behre and P. Sahu, Customized Medium Access Control (C-MAC) Protocol for

Cooperative Wireless Network, International Journal of Computer Applications 137(3)

(2016), 44-52.

[11] V. Preetha and K. Chitra, Clustering and Cluster Head Selection Techniques in Mobile

Adhoc Networks, International Journal of Innovative Research in Computer and

Communication Engineering 2(7) (2014), 5151-5157.

[12] T. Reddy, J. John and C. Murthy, Providing MAC QoS for multimedia traffic in 802.11e

based multihop ad hoc wireless networks, Computer Networks 51(1) (2007), 153-176.

[13] Sargolzaey, H. Ali, Borhanuddin, Khatun and Sabira, A Cross Layer Metric for

Discovering Reliable Routes in Mobile Ad Hoc Networks, Wireless Personal

Communications 66(1) (2012), 207-215.

[14] S. P. Patil and P.R. Chandre, Trust and neighbor coverage based protocol to improve

reliability of routing in MANET, International Conference on Computing

Communication Control and Automation (ICCUBEA), IEEE Explore, pp. 1-5, 2016.

[15] T. Padmapriya and V. Saminadan, Improving Throughput for Downlink Multi user

MIMO-LTE Advanced Networks using SINR approximation and Hierarchical CSI

feedback, International Journal of Mobile Design Network and Innovation, Inderscience

Publisher, ISSN : 1744-2850 6(1) (2015), 14-23.

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RELAY BASED ARCHITECTURE FOR ENERGY PERCEPTIVE …...S. V. MANIKANTHAN and T. PADMAPRIYA Advances and Applications in Mathematical Sciences, Volume 17, Issue 1, November 2017 170 Where