Wi-Fi or Femtocell: User Choice and Pricing Strategy of Wireless Service Provider

Size: px
Start display at page:

Download "Wi-Fi or Femtocell: User Choice and Pricing Strategy of Wireless Service Provider"

Transcription

1 Wi-Fi or Femtocell: User Choice ad Pricig Strategy of Wireless Service Provider Yajiao Che, Qia Zhag Departmet of Computer Sciece ad Egieerig Hog Kog Uiversity of Sciece ad Techology {cheyajiao, Abstract Wi-Fi ad femtocell are two competig ad complemetary techologies for deliverig broadbad wireless Iteret access services. For the Wireless Service Provider (WSP) who ows both Wi-Fi ad femtocell etwork, pricig for the coexisted heterogeeous etwork is a critical yet challegig problem due to differet features of the two techologies: Wi-Fi is based o wireless local area etwork (WLAN), whose time delay is highly depedet o cocurret i-service users; femtocell is based o cellular techology, which provides guarateed Quality of Service (QoS). I this paper, we cosider a moopolist WSP who operates both Wi-Fi ad femtocell etwork withi a certai area, ad offers correspodig services to a fixed pool of users. Users ca freely choose either service that icurs less cost, which is a weighted sum of service price ad time delay. Users with differet sesitivity for price ad time delay ted to choose differet services. The major objective of WSP is to maximize its profit, which is the reveue from both services. We first aalyze user distributio uder differet Wi-Fi ad femtocell price combiatio, the study the optimal pricig strategy for WSP. Fially, we use simulatio to evaluate the ifluece of Wi- Fi etwork quality o the WSP s utility ad user distributio. I. INTRODUCTION Ever icreasig demad for faster ad more coveiet wireless commuicatio has triggered a series of ew techologies. Wi-Fi ad femtocell are two major ways to provide users with high-speed mobile Iteret access. Sice Wi-Fi ad femtocell are based o differet stadards, they have differet features. Femtocell service provides guarateed QoS (time delay), thaks to the exclusive licesig ad cetralized schedulig, while the time delay of Wi-Fi service is highly depedet o the umber of cocurret i-service users (due to cotetios ad iterferece geerated by sharig the same ulicesed bads) [2]. Users with differet QoS requiremets thus have differet prefereces over these two services. How to maage the Wi-Fi ad femtocell services so that maximum profits ca be achieved remais a challegig problem for WSPs. I this paper, we cosider a moopolist WSP who rus both Wi-Fi ad femtocell etwork, ad provides correspodig services to a fixed pool of users, who are free to choose either service (as show i Fig.1). The reveue of WSP is the sum of service fee charged from users who choose either Wi-Fi or femtocell service. Sice Wi-Fi ad femtocell are two competig services, the umber of users who choose Wi-Fi service will ot oly be affected by Wi-Fi s price ad time delay, but also affected by femtocell s price ad time delay, Fig. 1. Illustratio of Mobile Service Model. vice versa. More users will choose Wi-Fi (femtocell) service if Wi-Fi (femtocell) charges lower price ad has shorter time delay, also if femtocell (Wi-Fi) charges relatively higher price ad has loger time delay. I additio, the time delay of Wi-Fi relies o the umber of users choosig Wi-Fi service: the more Wi-Fi users, the more cogested the Wi-Fi etwork becomes, ad the loger the time delay for Wi-Fi service. WSP has to be fully aware of the impact of Wi-Fi ad femtocell service prices o users choice i order to lauch optimal pricig strategy which yields maximum profit. The competitive ad complemetary relatioship of Wi-Fi ad 3G techology (for which femtocell is a represetative) is surveyed i [2]. I [5], the authors built a pricig competitio model betwee Wi-Fi ad WiMAX, i which the two services are provided by differet operators, which is differet from our moopolistic WSP model. I additio, the paper [5] did t aalyze users choice whe facig differet service prices ad time delays. I [3] [4], the authors studied the iteractio betwee a Wi-Fi service provider ad a cliet ad aalyzed the pricig equilibrium uder differet utility fuctios. Refereces [7] [6] joitly cosidered spectrum allocatio ad pricig strategies for service provider. Femtocell pricig schemes is studied by [8]. Users differet preferece for QoS is take ito cosideratio. Referece [1] aalyzed optimal pricig ad spectrum allocatio for moopolist WSP who ows both femtocell ad macrocell services ad tries to maximize its profit. However, these papers did ot address the pricig issue for heterogeeous etwork where both Wi-Fi ad femtocell are available. I this paper, we first derive the user distributio uder differet Wi-Fi ad femtocell price combiatios. We cosider a fixed umber of ratioal wireless users who choose the service that icurs least cost. Some users are more pricesesitive whose decisio will be more easily iflueced by price differece. Some users care more about time delay ad are willig to pay higher prices to avoid traffic cogestio /13/$ IEEE 4502

2 We joitly cosider the prices ad time delays of both Wi-Fi ad femtocell services as they all have a ifluece o users choice. We compute best pricig strategies ad correspodig maximum profit for WSP. The mai cotributios of the paper are as follows: We propose a cocrete ecoomic framework for aalyzig coexisted heterogeeous Wi-Fi ad femtocell etworks, which addresses fudametal Wi-Fi ad femtocell service diversity. We aalyze user behavior, joitly cosiderig the ifluece of service price ad time delay of both Wi-Fi ad femtocell etworks. We coduct simulatios to study the impact of Wi-Fi etwork quality o the WSP s utility ad user distributio. The results show that if the icrease of Wi-Fi users does ot cause much loger time delay, the WSP ca obtai higher utility ad more users will choose Wi-Fi etwork. While higher Wi-Fi service price leads to fewer Wi- Fi users, the umber of femtocell users also decreases because Wi-Fi time delay is shorteed due to fewer users, makig the femtocell service less advatageous. The rest of the paper is orgaized as follows. First, we itroduce the detailed system model i sectio II. After that, we aalyze user distributio i sectio III. I sectio IV, we compute WSP s optimal strategies ad correspodig profit. I sectio V, we evaluate our model from various aspects through simulatio. We fially summarize our work i sectio VI. II. SYSTEM MODEL We cosider a moopolist WSP who provides Wi-Fi ad femtocell services to ed users 12. There are a total umber of users i the covered area, who are free to toggle betwee Wi-Fi ad femtocell services 3. We assume that WSP charges a flat rate of per user who chooses Wi-Fi service ad p f per user who chooses femtocell service. Let f deote the umber of users who will choose femtocell service ad w deote the umber of users who will choose Wi-Fi service. Users cost comprises of two parts: 1) service cost: for Wi-Fi service ad p f for femtocell service; 2) time delay cost: defied as the time eeded to fiish a typical task 4 usig either Wi-Fi or femtocell service. Let t w ad t f deote the average time delay for Wi-Fi service ad femtocell service respectively. Differet users have differet valuatio for moey ad time. We use γ to represet users sesitivity towards service price. γ [0,γ max ] ca be viewed as the characterizatio of user 1 We assume that the deploymet costs of Wi-Fi ad femtocell etworks are fixed costs which are suk ad will ot affect the pricig strategy of the WSP, so we exclude it from the aalysis. 2 I order to focus o the competitive ad complemetary relatioship of Wi-Fi ad femtocell, we oly cosider the geographic areas where users ca access both services. Areas which are covered by either oe service but ot the other (thus users do ot have multiple choices) are out of the scope of this paper. To further ivolve the macrocell etwork is our future directio. 3 With the techology such as Soft Sim by Apple, users ca switch betwee services without costs. 4 It is flexible to defie a typical task, for example, to upload/dowload 1MB file, to lauch a search egie webpage. type. The cumulative distributio fuctio of γ is Γ ad Γ(γ 0) = 0, Γ(γ γ max )=1are satisfied. A user of type γ is willig to pay price p for a reductio of γp time delay (the user treats the price p ad time delay γp as equivalet). The higher γ is, the more sesitive the user towards moey, ad he is willig to edure loger time delay. Sice femtocell belogs to cellular etwork ad provides guarateed QoS, we assume that t f is fixed regardless of umber of i-service users. However, Wi-Fi is based o the IEEE stadards, operatig o ulicesed bad ad providig best-effort service. Whe the umber of users icreases, the cotetio ad iterferece icreases, resultig i loger time delay. We assume that t w =Φ( w ) is a o-decreasig fuctio of w. For a type γ user, if choosig femtocell service, the equivalet time delay cost is c γ f = γp f + t f ; (1) if choosig Wi-Fi service, the equivalet time delay cost is c γ w = γ +Φ( w ). (2) Each user has a reserve cost c 5 0. Users are ratioal ad utility drive, choosig the service that gives them most beefits, amely, least cost. A type γ user s service choice is as follows: Femtocell service, if c γ f <cγ w,c γ f <c 0 Wi-Fi service, if c γ f >cγ w,c γ w <c 0 (3) No service, otherwise The utility of WSP is the sum of reveue from femtocell service ad Wi-Fi service : p f f + w. (4) III. USER DISTRIBUTION I this sectio, we derive the user distributio, give that the prices of Wi-Fi ad femtocell services ad p f are aouced by WSP ad observed by ed users. For simplicity, we assume that the depedecy of t w o w is liear, i.e., t w =Φ( w )= w, i which is a costat parameter represetig by how much the time delay icreases whe a additioal user jois the Wi- Fi etwork. To better uderstad users choice, we itroduce three critical user type. Idifferet to femtocell ad o service user type. There exists a critical user type γ1 th, whose is idifferet to choosig femtocell service or o service at all. It satisfies γ th 1 p f + t f = c 0 γ th 1 = c 0 t f p f. (5) 5 We assume the same reserve cost for femtocell ad Wi-Fi services, which idicates that users do ot differetiate the Iteret access service provided by either femtocell or Wi-Fi techology. 4503

3 Fig. 2. User Distributio whe p f <. Users of type γ < γ1 th prefer femtocell service to o service. Idifferet to Wi-Fi ad o service user type. There exists a critical user type γ2 th, who is idifferet to choosig Wi-Fi service or o service at all. It satisfies γ2 th + t w = c 0 γ2 th = c 0 t w (6) Users of type γ<γ2 th prefer Wi-Fi service to o service. Idifferet to Wi-Fi ad femtocell service user type. There exists a critical user type γ3 th, who is idifferet to choosig Wi-Fi service or femtocell service. It satisfies γ3 th + t w = γ3 th p f + t f γ3 th = t f t w. (7) p f Here, it is possible that γ 3 0. If >p f, users of type γ>γ3 th prefer femtocell service to Wi-Fi service; otherwise, users of type γ<γ3 th prefer femtocell service to Wi-Fi service. Propositio 1: Give the Wi-Fi ad femtocell service price as ad p f respectively, the user distributio are as follows: 1) Whe (c 0 t f ) t f γ max,p f (γmax + )(c 0 t f ) (8) the umber of Wi-Fi users ad femtocell users are: c 0 γ max +, f =0 (9) 2) Whe (c 0 t f ) t f γ max,p f (γmax + )(c 0 t f ) or (c 0 t f ) t f γ max,p f, (10) the umber of Wi-Fi users ad femtocell users are: t f γ max ( p f )+ f = γ max [ c 0 + p (11) f t w t f p f p f ( p f ) ] 3) Whe (c 0 t f ) t f γ max,p f (γmax + )(c 0 t f ) (12) Fig. 3. User Distributio whe p f. the umber of Wi-Fi users ad femtocell users are: (p f )c 0 + t f γ max (p f ) + p f f = (t (13) w t f ) γ max (p f ) Proof: 1) If p f <, it ca be easily derived that γ2 th = p f γ1 th +(1 p f )γ3 th so there are oly two possibilities: γ1 th γ2 th γ3 th or γ3 th γ2 th γ1 th. γ1 th γ2 th γ3 th as show i the upper subfigure i Fig.2. I this case, o users are willig to choose the femtocell service, ad f =0. c 0 γ max (14) + I order to satisfy that γ1 th γ2 th γ3 th, ad p f have to satisfy that (c 0 t f ) t f γ max, p f (γmax + )(c 0 t f ) γ th 3 γ th 2 γ th 1 as show i the lower subfigure i Fig.2. We first assume that γ 3 > 0 ad derive the umber of users choosig Wi-Fi service as follows: t f γ max (15) ( p f )+ We ca check that t w <t f,soγ 3 > 0 is true. The umber of users choosig femtocell service is: f = γ 1 γ 3 γ max = γ max [ c 0 + p f t w t f p f p f ( p f ) ] I order to satisfy that γ3 th γ2 th γ th satisfy that (16) 1, p f has to p f mi{, (γmax + )(c 0 t f ) } 2) If p f >, it ca be easily derived that γ1 th = γ2 th +(1 )γ3 th p f p f so there are oly two possibilities: γ2 th γ1 th γ3 th or γ3 th γ1 th γ2 th. γ2 th γ1 th γ3 th as show i the upper subfigure i Fig.3. I this case, o users are willig to choose 4504

4 the Wi-Fi service, ad 0. However, it ca be checked that γ 3 = t f /(p f ) < 0. Soγ2 th γ1 th γ3 th actually will ot happe. γ3 th γ1 th γ2 th as show i the lower subfigure i Fig.3. We first assume that γ 3 > 0 ad derive the umber of users choosig Wi-Fi service as follows: γ 2 γ 3 γ max = γ max [c 0 t w t w t f p f ] (p f )c 0 + t f γ max (p f ) + p f (17) To guaratee that γ 3 > 0, it must be satisfied that (c 0 t f )/(t f γ max ). We also check that whe p f >, γ3 th γ1 th γ2 th is always true. I this case, the umber of users choosig femtocell service is f = γ 3 γ max = (t w t f ) γ max (18) (p f ) If (c 0 t f )/(t f γ max ), γ 3 < 0, the o users will choose femtocell service, f =0. The umber of users choosig Wi-Fi service is: c 0 γ max (19) + Combie the results of the above aalysis, we ca get the user distributio i Propositio 1. IV. REVENUE MAXIMIZATION FOR WSP I this sectio, we cosider the pricig strategy of WSP, which is costraied by,p f p f p 6 f. Propositio 2: The optimal pricig strategy ad optimal utility for WSP is as follows: If (c 0 t f )/(t f γ max ), the optimal pricig strategy for WSP is =,p f (γmax + )(c 0 t f ) Ad the optimal utility for WSP is U WSP = c 0 γ max + If (c 0 t f )/(t f γ max ), the optimal pricig strategy for WSP is,p f (γmax + )(c 0 t f ) Ad the optimal utility for WSP is UWSP = (c 0 t f ) γ max 6 The upperboud of the price ca be the restrictio from the govermet o the highest price that the WSP ca charge. The lowerboud of the price ca be the cost of providig the service, below which the WSP receives egative et profit. Proof: 1) Whe coditio (8) is satisfied. The WSP s utility is: c 0 γ max + = c 0 γ max + So the utility of WSP is a icreasig fuctio of. The optimal Wi-Fi price is p w = ad the highest possible U WSP is c 0 /(γ max + ). 2) Whe coditio (10) is satisfied. The WSP s utility is: γ max (c t f 0 γ max ( p f )+ ) The first derivative of U WSP with regard to p f is U WSP 2 t f = p f [γ max ( p f )+] 2 0 So the utility of WSP is icreasig with p f. - Whe (c 0 t f )/(t f γ max ),p f = (γ max + )(c 0 t f )/( ). The WSP s u- tility becomes: c 0 γ max + U WSP is icreasig with, so the optimal Wi-Fi price is p w = ad the highest possible U WSP is c 0 /(γ max + ). - Whe (c0 t f ) t f γ,p max f =. The WSP s utility becomes: γ max (c 0 t f ) So the utility of WSP is irrelevat of, ad the highest possible U WSP is (c 0 t f )/γ max. 3) Whe coditio (12) is satisfied. The WSP s utility is: γ max (c 0 t f ) So the utility of WSP is irrelevat of p f ad as log as coditio (12) is satisfied, ad the highest possible U WSP is (c 0 t f )/γ max. Accordig to the aalysis above, there are two highest possible value for U WSP : (c 0 t f )/γ max ad c 0 /(γ max + ). By comparig these two values ad their costraits, we ca get the optimal pricig strategy for WSP as i Propositio 2. V. SIMULATION RESULTS The parameter values used i the simulatios are listed i Table I. Whe is small, the time delay of Wi-Fi etwork is short, give the same umber of Wi-Fi users. Therefore, whe icreases, fewer users will choose Wi-Fi service due to icreased time delay as show i Fig.5 ad Fig.6. O the cotrary, more users will choose femtocell service istead as show i Fig.7. Icreasig idicates worseed Wi-Fi 4505

5 Utility of WSP U WSP Number of Wi Fi users w Number of Wi Fi users w =0.6 =0.65 = Fig. 4. Utility of WSP U WSP versus. TABLE I SIMULATION PARAMETERS Parameter Descriptio Value Total umber of users 1 t f Femtocell time delay 1.5 γ max Upperboud of user type 1 c 0 Reserve cose 2 Upperboud of 1 lowerboud of Number of femtocell users f =0.6 =0.65 = Fig. 7. Number of femtocell users f versus whe t f γ max /((c 0 t f )). service quality, so the utility of WSP decreases due to user dissatisfactio as show i Fig.4. The reaso why Fig.5 resembles the left part of Fig.4 is: whe t f γ max /((c 0 t f )), if WSP adopts the optimal pricig strategy i Propositio 2, the umber of femtocell users will be zero as idicated by Propositio 1, so the reveue of WSP is the Wi-Fi service price ( ) multiplies the umber of users choosig Wi-Fi service. Whe t f γ max /((c 0 t f )), the prices of Wi- Fi ad femtocell ca be ay value chose from the rages [, ] ad [(γ max +)(c 0 t f )/( ), p f ], without affectig the reveue of WSP. However, the price combiatio does affects the user distributio. I Fig.6 ad Fig.7, we fixed the femtocell service price as 0.9 ad vary Wi-Fi service price. Whe Wi-Fi service price icreases, the umber of users choosig Wi-Fi service decreases as expected sice users prefer low price to high price (as show i Fig.6). Surprisigly, the umber of femtocell service also decreases (as show i Fig.7). This is because fewer Wi-Fi users leads to shorter Wi- Fi time delay, makig femtocell s guarateed time delay less attractive to users. Fig. 5. Number of Wi-Fi users w versus whe t f γ max /((c 0 t f )). Fig. 6. Number of Wi-Fi users w versus whe t f γ max /((c 0 t f )). VI. CONCLUSION I this paper, we propose a ecoomic framework for coexisted heterogeeous Wi-Fi ad Femtocelll etworks. We study the ifluece of users differet sesitivity for price ad time delay o the demad of Wi-Fi ad femtocell services. We derive user distributio, based o which derivig WSP s optimal strategy ad maximum profit. The simulatio results show that improvemet of Wi-Fi etwork (reduce the parameter so that Wi-Fi time delay decreases) cotributes to higher reveue for WSP. The umber of Wi-Fi users is reversely related to Wi-Fi service price as expected, while surprisigly, the umber of femtocell users is also reversely related to Wi-Fi service price. The reaso is that the time delay of Wi-Fi service is reduced due to fewer users, which makes femtocell service less attractive. VII. ACKNOWLEDGEMENT The research was support i part by grats from RGC uder the cotracts CERG , HKUST grat SRFI11FYT01, the grat from Huawei-HKUST joit lab, the Natioal Natural Sciece Foudatio of Chia uder Grats No ad 973 project 2013CB32900X. REFERENCES [1] Y. Che, J. Zhag, P. Li, ad Q. Zhag. Optimal pricig ad spectrum allocatio for wireless service provider o femtocell deploymet. I ICC, IEEE. [2] W. Lehr ad L. McKight. Wireless iteret access: 3g vs. wifi? Telecommuicatios Policy, 27(5-6): , [3] J. Musacchio ad J. Walrad. Game theoretic modelig of wifi pricig. I The aual Allerto Coferece o Commuicatio Cotrol ad Computig, volume 41, pages Citeseer, [4] J. Musacchio ad J. Walrad. Wifi access poit pricig as a dyamic game. TON, IEEE/ACM, 14(2): , [5] D. Niyato ad E. Hossai. Competitive pricig i heterogeeous wireless access etworks: Issues ad approaches. TON, IEEE/ACM, 22(6):4 11, [6] S. Segupta ad M. Chatterjee. A ecoomic framework for dyamic spectrum access ad service pricig. TON, IEEE/ACM, 17(4): , [7] S. Segupta, M. Chatterjee, ad S. Gaguly. A ecoomic framework for spectrum allocatio ad service pricig with competitive wireless service providers. I DySPAN, 2007, pages [8] N. Shetty, S. Parekh, ad J. Walrad. Ecoomics of femtocells. I GLOBECOM, 2009, pages

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio Performace Aalysis of Chael Switchig with Various Badwidths i Cogitive Radio Po-Hao Chag, Keg-Fu Chag, Yu-Che Che, ad Li-Kai Ye Departmet of Electrical Egieerig, Natioal Dog Hwa Uiversity, 1,Sec.2, Da-Hsueh

More information

A Radio Resource Allocation Algorithm for QoS Provision in PMP-based Systems

A Radio Resource Allocation Algorithm for QoS Provision in PMP-based Systems 530 OURAL OF COMMUICATIOS, VOL. 5, O. 7, ULY 00 A Radio Resource Allocatio Algorithm for QoS Provisio i PMP-based Systems Pig Wag Broadbad Wireless commuicatios ad Multimedia laboratory, Key Laboratory

More information

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION

Sapana P. Dubey. (Department of applied mathematics,piet, Nagpur,India) I. INTRODUCTION IOSR Joural of Mathematics (IOSR-JM) www.iosrjourals.org COMPETITION IN COMMUNICATION NETWORK: A GAME WITH PENALTY Sapaa P. Dubey (Departmet of applied mathematics,piet, Nagpur,Idia) ABSTRACT : We are

More information

Logarithms APPENDIX IV. 265 Appendix

Logarithms APPENDIX IV. 265 Appendix APPENDIX IV Logarithms Sometimes, a umerical expressio may ivolve multiplicatio, divisio or ratioal powers of large umbers. For such calculatios, logarithms are very useful. They help us i makig difficult

More information

A New Design of Log-Periodic Dipole Array (LPDA) Antenna

A New Design of Log-Periodic Dipole Array (LPDA) Antenna Joural of Commuicatio Egieerig, Vol., No., Ja.-Jue 0 67 A New Desig of Log-Periodic Dipole Array (LPDA) Atea Javad Ghalibafa, Seyed Mohammad Hashemi, ad Seyed Hassa Sedighy Departmet of Electrical Egieerig,

More information

Joint Resource Allocation Scheme for Device-To-Device Communication under a Cellular Network

Joint Resource Allocation Scheme for Device-To-Device Communication under a Cellular Network BULGARIAN ACAEMY OF SCIENCES CYBERNETICS AN INFORMATION TECHNOLOGIES Volume 15, No 6 Special Issue o Logistics, Iformatics ad Service Sciece Sofia 015 Prit ISSN: 1311-970; Olie ISSN: 1314-4081 OI: 10.1515/cait-015-0070

More information

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1 Advaces i Egieerig Research, volume 8 d Iteratioal Coferece o Automatio, Mechaical Cotrol ad Computatioal Egieerig (AMCCE 7) Radar emitter recogitio method based o AdaBoost ad decisio tree Tag Xiaojig,

More information

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing 206 3 rd Iteratioal Coferece o Mechaical, Idustrial, ad Maufacturig Egieerig (MIME 206) ISBN: 978--60595-33-7 Applicatio of Improved Geetic Algorithm to Two-side Assembly Lie Balacig Ximi Zhag, Qia Wag,

More information

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs

Cross-Layer Performance of a Distributed Real-Time MAC Protocol Supporting Variable Bit Rate Multiclass Services in WPANs Cross-Layer Performace of a Distributed Real-Time MAC Protocol Supportig Variable Bit Rate Multiclass Services i WPANs David Tug Chog Wog, Jo W. Ma, ad ee Chaig Chua 3 Istitute for Ifocomm Research, Heg

More information

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code Proceedigs of the 4th WSEAS It. Coferece o Electromagetics, Wireless ad Optical Commuicatios, Veice, Italy, November 0-, 006 107 A New Space-Repetitio Code Based o Oe Bit Feedback Compared to Alamouti

More information

Broadcasting in Multichannel Cognitive Radio Ad Hoc Networks

Broadcasting in Multichannel Cognitive Radio Ad Hoc Networks 2013 IEEE Wireless Commuicatios ad Networkig Coferece (WCNC): MAC Broadcastig i Multichael Cogitive Radio Ad Hoc Networks Zaw Htike Departmet of Computer Egieerig Kyug Hee Uiversity 1 Seocheo,Giheug, Yogi,

More information

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 95 CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 5.1 GENERAL Ru-legth codig is a lossless image compressio techique, which produces modest compressio ratios. Oe way of icreasig the compressio ratio of a ru-legth

More information

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS APPLICATION NOTE AN95091 INTRODUCTION UNDERSTANDING EFFECTIVE BITS Toy Girard, Sigatec, Desig ad Applicatios Egieer Oe criteria ofte used to evaluate a Aalog to Digital Coverter (ADC) or data acquisitio

More information

A New Method for Traffic Prediction in Emerging Mobile Networks

A New Method for Traffic Prediction in Emerging Mobile Networks Joural of Commuicatios Vol., No. 2, December 2 A New Method for Traffic Predictio i Emergig Mobile Networks Yuia Jia, Beili Wa, Liag Liag, Qia Zhao, Yu Zhag, ad Liag Tag2 College of Commuicatio Egieerig,

More information

Framework for resource allocation in heterogeneous wireless networks using game theory

Framework for resource allocation in heterogeneous wireless networks using game theory Framework for resource allocatio i heterogeeous wireless etworks usig game theory Mariaa Dirai ad Tijai Chahed GET/Istitut Natioal des Telecommuicatios UMR CNRS 5157 9 rue C. Fourier - 91011 EVRY CEDEX

More information

Importance Analysis of Urban Rail Transit Network Station Based on Passenger

Importance Analysis of Urban Rail Transit Network Station Based on Passenger Joural of Itelliget Learig Systems ad Applicatios, 201, 5, 22-26 Published Olie November 201 (http://www.scirp.org/joural/jilsa) http://dx.doi.org/10.426/jilsa.201.54027 Importace Aalysis of Urba Rail

More information

Joint Rate Control and Scheduling for Real-Time Wireless Networks

Joint Rate Control and Scheduling for Real-Time Wireless Networks Joit Rate Cotrol ad Schedulig for Real-Time Wireless Networks Shuai Zuo, I-Hog Hou, Tie Liu, Aathram Swami, ad Prithwish Basu Abstract This paper studies wireless etworks with multiple real-time flows

More information

x y z HD(x, y) + HD(y, z) HD(x, z)

x y z HD(x, y) + HD(y, z) HD(x, z) Massachusetts Istitute of Techology Departmet of Electrical Egieerig ad Computer Sciece 6.02 Solutios to Chapter 5 Updated: February 16, 2012 Please sed iformatio about errors or omissios to hari; questios

More information

Implementation of Fuzzy Multiple Objective Decision Making Algorithm in a Heterogeneous Mobile Environment

Implementation of Fuzzy Multiple Objective Decision Making Algorithm in a Heterogeneous Mobile Environment Implemetatio of Fuzzy Multiple Objective Decisio Makig Algorithm i a Heterogeeous Mobile Eviromet P.M.L. ha, Y.F. Hu, R.E. Sheriff, Departmet of Electroics ad Telecommuicatios Departmet of yberetics, Iteret

More information

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ *

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ * Available olie at www.sciecedirect.com Physics Procedia 33 (0 ) 75 73 0 Iteratioal Coferece o Medical Physics ad Biomedical Egieerig Data Acquisitio System for Electric Vehicle s Drivig Motor Test Bech

More information

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches Joural of Power Electroics, ol, o, pp 67-677, July 67 JPE --6 http://dxdoiorg/6/jpe67 I(Prit: 98-9 / I(Olie: 9-78 A ew Basic Uit for Cascaded Multi Iverters with the Capability of Reducig the umber of

More information

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels

Comparison of Frequency Offset Estimation Methods for OFDM Burst Transmission in the Selective Fading Channels Compariso of Frequecy Offset Estimatio Methods for OFDM Burst Trasmissio i the Selective Fadig Chaels Zbigiew Długaszewski Istitute of Electroics ad Telecommuicatios Pozań Uiversity of Techology 60-965

More information

Radio Resource Calendaring in Cloud-based Radio Access Networks

Radio Resource Calendaring in Cloud-based Radio Access Networks Radio Resource Caledarig i Cloud-based Radio Access Networks Jocelye Elias, Fabio Martigo, Mira Morcos, Li Che, Tijai Chahed Abstract Badwidth caledarig refers to the possibility of shiftig some bulk data

More information

SIDELOBE SUPPRESSION IN OFDM SYSTEMS

SIDELOBE SUPPRESSION IN OFDM SYSTEMS SIDELOBE SUPPRESSION IN OFDM SYSTEMS Iva Cosovic Germa Aerospace Ceter (DLR), Ist. of Commuicatios ad Navigatio Oberpfaffehofe, 82234 Wesslig, Germay iva.cosovic@dlr.de Vijayasarathi Jaardhaam Muich Uiversity

More information

On Parity based Divide and Conquer Recursive Functions

On Parity based Divide and Conquer Recursive Functions O Parity based Divide ad Coquer Recursive Fuctios Sug-Hyu Cha Abstract The parity based divide ad coquer recursio trees are itroduced where the sizes of the tree do ot grow mootoically as grows. These

More information

Delta- Sigma Modulator with Signal Dependant Feedback Gain

Delta- Sigma Modulator with Signal Dependant Feedback Gain Delta- Sigma Modulator with Sigal Depedat Feedback Gai K.Diwakar #1 ad V.Vioth Kumar *2 # Departmet of Electroics ad Commuicatio Egieerig * Departmet of Electroics ad Istrumetatio Egieerig Vel Tech Uiversity,Cheai,

More information

Measurement of Equivalent Input Distortion AN 20

Measurement of Equivalent Input Distortion AN 20 Measuremet of Equivalet Iput Distortio AN 2 Applicatio Note to the R&D SYSTEM Traditioal measuremets of harmoic distortio performed o loudspeakers reveal ot oly the symptoms of the oliearities but also

More information

X-Bar and S-Squared Charts

X-Bar and S-Squared Charts STATGRAPHICS Rev. 7/4/009 X-Bar ad S-Squared Charts Summary The X-Bar ad S-Squared Charts procedure creates cotrol charts for a sigle umeric variable where the data have bee collected i subgroups. It creates

More information

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer

Compound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 6, No 5 Special Issue o Applicatio of Advaced Computig ad Simulatio i Iformatio Systems Sofia 06 Prit ISSN: 3-970; Olie ISSN:

More information

Novel pseudo random number generation using variant logic framework

Novel pseudo random number generation using variant logic framework Edith Cowa Uiversity Research Olie Iteratioal Cyber Resiliece coferece Cofereces, Symposia ad Campus Evets 011 Novel pseudo radom umber geeratio usig variat logic framework Jeffrey Zheg Yua Uiversity,

More information

Tier-Aware Resource Allocation in OFDMA Macrocell-Small Cell Networks

Tier-Aware Resource Allocation in OFDMA Macrocell-Small Cell Networks 1 Tier-Aware Resource Allocatio i OFDMA Macrocell-Small Cell Networks Amr Abdelasser, Ekram Hossai, ad Dog I Kim arxiv:145.2v1 [cs.ni] 8 May 214 Abstract We preset a joit sub-chael ad power allocatio framework

More information

Decode-forward and Compute-forward Coding Schemes for the Two-Way Relay Channel

Decode-forward and Compute-forward Coding Schemes for the Two-Way Relay Channel Decode-forward ad Compute-forward Codig Schemes for the Two-Way Relay Chael Peg Zhog ad Mai Vu Departmet of Electrical ad Computer Egieerig McGill Uiversity Motreal, QC, Caada H3A A7 Emails: peg.zhog@mail.mcgill.ca,

More information

Management of a Shared Spectrum Network in Wireless Communications

Management of a Shared Spectrum Network in Wireless Communications Maagemet of a Shared Spectrum Network i Wireless Commuicatios Shiig Wu, Jiheg Zhag, Rachel Q. Zhag Departmet of Logistics ad Maritime Studies The Hog Kog Polytechic Uiversity, Hog Kog Departmet of Idustrial

More information

PHY-MAC dialogue with Multi-Packet Reception

PHY-MAC dialogue with Multi-Packet Reception PHY-AC dialogue with ulti-packet Receptio arc Realp 1 ad Aa I. Pérez-Neira 1 CTTC-Cetre Tecològic de Telecomuicacios de Cataluya Edifici Nexus C/Gra Capità, - 0803-Barceloa (Cataluya-Spai) marc.realp@cttc.es

More information

Spectrum Access Games for Cognitive Radio Networks

Spectrum Access Games for Cognitive Radio Networks Spectrum Access Games for Cogitive Radio Networks Moshe T. Masota 1,2, Thomas Olwal 1,2, Mjumo Mzyece 2 ad Ntsibae Ntlatlapa 1 Meraka Istitute 1 Coucil for Idustrial ad Scietific Research 1, P. O. Box

More information

Optimal Allocation of Packet-Level and Byte-Level FEC in Video Multicasting over Wired and Wireless Networks

Optimal Allocation of Packet-Level and Byte-Level FEC in Video Multicasting over Wired and Wireless Networks 1 Optimal Allocatio of Pacet-Level ad Byte-Level FEC i Video Multicastig over Wired ad Wireless Networs T.-W. Agus Lee S.-H. Gary Cha Qia Zhag We-Wu Zhu Ya-Qi Zhag Departmet of Computer Sciece Microsoft

More information

Mixed Contiguous and Aggregated Spectrum Allocation Algorithm for CR based TD-LTE System

Mixed Contiguous and Aggregated Spectrum Allocation Algorithm for CR based TD-LTE System Commuicatios ad etwork, 2013, 5, 298-302 http://dx.doi.org/10.4236/c.2013.532055 Published Olie September 2013 (http://www.scirp.org/oural/c) ixed Cotiguous ad Aggregated Spectrum Allocatio Algorithm for

More information

The Fundamental Capacity-Delay Tradeoff in Large Mobile Ad Hoc Networks

The Fundamental Capacity-Delay Tradeoff in Large Mobile Ad Hoc Networks The Fudametal Capacity-Delay Tradeoff i Large Mobile Ad Hoc Networks Xiaoju Li ad Ness B. Shroff School of Electrical ad Computer Egieerig, Purdue Uiversity West Lafayette, IN 47907, U.S.A. {lix, shroff}@ec.purdue.edu

More information

Multiple Service providers sharing Spectrum using Cognitive Radio in Wireless Communication Networks

Multiple Service providers sharing Spectrum using Cognitive Radio in Wireless Communication Networks 1 Multiple Service providers sharig Spectrum usig Cogitive Radio i Wireless Commuicatio Networks R. Kaiezhil ad Dr. C. Chadrasekar Abstract The curret utilizatio of the spectrum is quite iefficiet; cosequetly,

More information

The Institute of Chartered Accountants of Sri Lanka

The Institute of Chartered Accountants of Sri Lanka The Istitute of Chartered Accoutats of Sri Laka Postgraduate Diploma i Busiess ad Fiace Quatitative Techiques for Busiess Hadout 02:Presetatio ad Aalysis of data Presetatio of Data The Stem ad Leaf Display

More information

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND

CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND CFAR DETECTION IN MIMO RADARS USING FUZZY FUSION RULES IN HOMOGENEOUS BACKGROUND Faycal Khaldi 1 ad Faouzi Soltai 2 1,2 Départemet d électroique, Uiversité des Frères Metouri Costatie Costatie 25, Algeria

More information

Performance Evaluation of Scheduling in IEEE Based Wireless Mesh Networks

Performance Evaluation of Scheduling in IEEE Based Wireless Mesh Networks Performace Evaluatio of Schedulig i IEEE 802.6 Based Wireless Mesh Networks Bo Ha, Fug Po Tso, Lidog Li ad Weijia Jia Departmet of Computer Sciece, City Uiversity of Hog Kog 83 Tat Chee Aveue, Kowloo,

More information

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1

SELEX Elsag. 5/18/2012 R. Pucci SDR 12 WinnComm 1 SELEX Elsag 5/18/01 R. Pucci SDR 1 WiComm 1 Military BU - SELEX Elsag Possible update of SDR Platforms to COGNITIVE architectures COGNITIVE MANAGER INTERFACE Geolocatio, Voice, Video, etc Applicatio Policy

More information

Throughput/Delay Analysis of Spectrally Phase- Encoded Optical CDMA over WDM Networks

Throughput/Delay Analysis of Spectrally Phase- Encoded Optical CDMA over WDM Networks Throughput/Delay Aalysis of pectrally Phase- Ecoded Optical over etwors K. Putsri *,. ittichivapa * ad H.M.H.halaby ** * Kig Mogut s Istitute of Techology Ladrabag Departmet of Telecommuicatios Egieerig,

More information

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS

CHAPTER 8 JOINT PAPR REDUCTION AND ICI CANCELLATION IN OFDM SYSTEMS CHAPTER 8 JOIT PAPR REDUCTIO AD ICI CACELLATIO I OFDM SYSTEMS Itercarrier Iterferece (ICI) is aother major issue i implemetig a OFDM system. As discussed i chapter 3, the OFDM subcarriers are arrowbad

More information

Subcarriers and Bits Allocation in Multiuser Orthogonal Frequency Division Multiplexing System

Subcarriers and Bits Allocation in Multiuser Orthogonal Frequency Division Multiplexing System Sesors & Trasducers, Vol. 168, Issue 4, April 014, pp. 10-15 Sesors & Trasducers 014 by IFSA Publishig, S. L. http://www.sesorsportal.com Subcarriers ad Bits Allocatio i Multiuser Orthogoal Frequecy Divisio

More information

Database-assisted Spectrum Access in Dynamic Networks: A Distributed Learning Solution

Database-assisted Spectrum Access in Dynamic Networks: A Distributed Learning Solution 1 Database-assisted Spectrum Access i Dyamic Networks: A Distributed Learig Solutio Yuhua Xu, Member, IEEE, Yitao Xu ad Alaga Apalaga, Seior Member, IEEE arxiv:1502.06669v2 [cs.it] 3 Jul 2015 Abstract

More information

On the Capacity of k-mpr Wireless Networks

On the Capacity of k-mpr Wireless Networks O the Capacity of -MPR Wireless Networs Mig-Fei Guo, Member, IEEE, Xibig Wag, Member, IEEE, Mi-You Wu, Seior Member, IEEE Abstract The capacity of wireless ad hoc etwors is maily restricted by the umber

More information

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series Roberto s Notes o Ifiite Series Chapter : Series Sectio Ifiite series What you eed to ow already: What sequeces are. Basic termiology ad otatio for sequeces. What you ca lear here: What a ifiite series

More information

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION XIX IMEKO World Cogress Fudametal ad Applied Metrology September 6, 9, Lisbo, Portugal INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION Dalibor

More information

Optimizing MDS Codes for Caching at the Edge

Optimizing MDS Codes for Caching at the Edge Optimizig Codes for Cachig at the Edge Valerio Bioglio, Frédéric Gabry, Igmar Lad Mathematical ad Algorithmic Scieces Lab Frace esearch Ceter, Huawei Techologies Co Ltd Email: {valeriobioglio,fredericgabry,igmarlad}@huaweicom

More information

Resource Utilization in Cloud Computing as an Optimization Problem

Resource Utilization in Cloud Computing as an Optimization Problem Resource Utilizatio i Cloud Computig as a Optimizatio Problem Ala'a Al-Shaikh, Hebatallah Khattab, Ahmad Sharieh, Azzam Sleit Departmet of Computer Sciece Kig Abdulla II School for Iformatio Techology

More information

Generalization of Selective Harmonic Control/Elimination

Generalization of Selective Harmonic Control/Elimination Geeralizatio of Selective Harmoic Cotrol/Elimiatio J.R. Wells, P.L. Chapma, P.T. rei Graiger Ceter for Electric Machiery ad Electromechaics Departmet of Electrical ad Computer Egieerig Uiversity of Illiois

More information

Efficient Wireless Link Bandwidth Detection for IEEE Networks

Efficient Wireless Link Bandwidth Detection for IEEE Networks Efficiet Wireless Lik Badwidth Detectio for IEEE 80. Networks Haohua Fu, Lidog Li ad Weijia Jia Dept. of Computer Eg & IT, City Uiverty of Hog Kog 83 Tat Chee Ave, Kowloo, Hog Kog, SAR Chia Email: fu.haohua@studet.cityu.edu.hk;

More information

International Power, Electronics and Materials Engineering Conference (IPEMEC 2015)

International Power, Electronics and Materials Engineering Conference (IPEMEC 2015) Iteratioal Power, Electroics ad Materials Egieerig Coferece (IPEMEC 205) etwork Mode based o Multi-commuicatio Mechaism Fa Yibi, Liu Zhifeg, Zhag Sheg, Li Yig Departmet of Military Fiace, Military Ecoomy

More information

A novel adaptive modulation and coding strategy based on partial feedback for enhanced MBMS network

A novel adaptive modulation and coding strategy based on partial feedback for enhanced MBMS network THE JOURNAL OF CHINA UNIVERSITIES OF POSTS AND TELECOMMUNICATIONS Volume 5, Issue, March 2008 SHENG Yu, PENG Mu-ge, WANG We-bo A ovel adaptive modulatio ad codig strategy based o partial feedback for ehaced

More information

Learning with handoff cost constraint for network selection in heterogeneous wireless networks

Learning with handoff cost constraint for network selection in heterogeneous wireless networks WIRELESS COMMUNICATIONS AND MOBILE COMPUTING Wirel. Commu. Mob. Comput. 16; 16:441 458 Published olie 16 October 14 i Wiley Olie Library (wileyolielibrary.com). DOI: 1.1/wcm.55 RESEARCH ARTICLE Learig

More information

Hybrid BIST Optimization for Core-based Systems with Test Pattern Broadcasting

Hybrid BIST Optimization for Core-based Systems with Test Pattern Broadcasting Hybrid BIST Optimizatio for Core-based Systems with Test Patter Broadcastig Raimud Ubar, Masim Jeihhi Departmet of Computer Egieerig Talli Techical Uiversity, Estoia {raiub, masim}@pld.ttu.ee Gert Jerva,

More information

WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI

WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI WAVE-BASED TRANSIENT ANALYSIS USING BLOCK NEWTON-JACOBI Muhammad Kabir McGill Uiversity Departmet of Electrical ad Computer Egieerig Motreal, QC H3A 2A7 Email: muhammad.kabir@mail.mcgill.ca Carlos Christofferse

More information

TO DETERMINE THE NUMERICAL APERTURE OF A GIVEN OPTICAL FIBER. 2. Sunil Kumar 3. Varun Sharma 4. Jaswinder Singh

TO DETERMINE THE NUMERICAL APERTURE OF A GIVEN OPTICAL FIBER. 2. Sunil Kumar 3. Varun Sharma 4. Jaswinder Singh TO DETERMINE THE NUMERICAL APERTURE OF A GIVEN OPTICAL FIBER Submitted to: Mr. Rohit Verma Submitted By:. Rajesh Kumar. Suil Kumar 3. Varu Sharma 4. Jaswider Sigh INDRODUCTION TO AN OPTICAL FIBER Optical

More information

Efficient Energy Consumption Scheduling: Towards Effective Load Leveling

Efficient Energy Consumption Scheduling: Towards Effective Load Leveling eergies Article Efficiet Eergy Cosumptio Schedulig: Towards Effective Load Levelig Yua Hog 1, *, Shegbi Wag 2 ad Ziyue Huag 3 1 Departmet of Iformatio Techology Maagemet, Uiversity at Albay, SUNY, 1400

More information

Evaluation of High-speed Train Communication Handover Models Based on DEA

Evaluation of High-speed Train Communication Handover Models Based on DEA Evaluatio of High-speed rai Commuicatio Hadover Models Based o DEA Yuzhe Zhou State Key Laboratory of Rail raffic Cotrol ad Safety Beiig Jiaotog Uiversity Beiig 100044 P.R. Chia 12120198@btu.edu.c Bo Ai

More information

Calibrating Car-following Model with Trajectory Data by Cell Phone

Calibrating Car-following Model with Trajectory Data by Cell Phone Calibratig Car-followig Model with Trajectory Data by Cell Phoe Jiag Zeyu 1 jiagzy15@mails.tsighua.edu.c Wag Yog 3 13006373891@qq.com Wag Gagqiao 1 wag-gq15@mails.tsighua.edu.c Zhag Xiagpeg 3 364386058@qq.com

More information

WSN Node Localization Regularization Algorithm Based on Quasi Optimal Criterion Parameter Selection

WSN Node Localization Regularization Algorithm Based on Quasi Optimal Criterion Parameter Selection Sesors & rasducers Vol. 23 Special Issue July 203 pp. 94-98 Sesors & rasducers 203 by IFSA http://www.sesorsportal.com WSN Node Localizatio Regularizatio Algorithm Based o Quasi Optimal Criterio Parameter

More information

Markov Modulated Punctured Autoregressive Processes for Traffic and Channel Modeling *

Markov Modulated Punctured Autoregressive Processes for Traffic and Channel Modeling * Markov Modulated Puctured Autoregressive Processes for Traffic ad Chael Modelig * Trista Pei-chu Che ad Tsuha Che + Departmet of Electrical ad Computer Egieerig Caregie Mello Uiversity, PA 1513 {peichu,

More information

PROJECT #2 GENERIC ROBOT SIMULATOR

PROJECT #2 GENERIC ROBOT SIMULATOR Uiversity of Missouri-Columbia Departmet of Electrical ad Computer Egieerig ECE 7330 Itroductio to Mechatroics ad Robotic Visio Fall, 2010 PROJECT #2 GENERIC ROBOT SIMULATOR Luis Alberto Rivera Estrada

More information

Math 140 Introductory Statistics

Math 140 Introductory Statistics 6. Probability Distributio from Data Math Itroductory Statistics Professor Silvia Ferádez Chapter 6 Based o the book Statistics i Actio by A. Watkis, R. Scheaffer, ad G. Cobb. We have three ways of specifyig

More information

Combined Scheme for Fast PN Code Acquisition

Combined Scheme for Fast PN Code Acquisition 13 th Iteratioal Coferece o AEROSPACE SCIENCES & AVIATION TECHNOLOGY, ASAT- 13, May 6 8, 009, E-Mail: asat@mtc.edu.eg Military Techical College, Kobry Elkobbah, Cairo, Egypt Tel : +(0) 4059 4036138, Fax:

More information

Is Diversity Gain Worth the Pain: Performance Comparison Between Opportunistic Multi-Channel MAC and Single-Channel MAC

Is Diversity Gain Worth the Pain: Performance Comparison Between Opportunistic Multi-Channel MAC and Single-Channel MAC Is Diversity Gai Worth the Pai: Performace Compariso Betwee Opportuistic Multi-Chael MAC ad Sigle-Chael MAC Yag Liu 1, Migya Liu 1 ad Jig Deg 2 1 Departmet of Electrical Egieerig ad Computer Sciece, Uiv.

More information

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003 troductio to Wireless Commuicatio ystems ECE 476/ECE 501C/C 513 Witer 2003 eview for Exam #1 March 4, 2003 Exam Details Must follow seatig chart - Posted 30 miutes before exam. Cheatig will be treated

More information

AS an important part of intelligent transportation system

AS an important part of intelligent transportation system 734 IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. 66, NO. 1, JANUARY 2017 Chael Allocatio for Adaptive Video Streamig i Vehicular Networks Log Su, Haggua Sha, Member, IEEE, Aipig Huag, Seior Member,

More information

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells The Potetial of Dyamic Power ad Sub-carrier Assigmets i Multi-User OFDM-FDMA Cells Mathias Bohge, James Gross, Adam Wolisz TU Berli Eisteiufer 5, 1587 Berli, Germay {bohge gross wolisz}@tk.tu-berli.de

More information

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter Desig of FPGA- Based SPWM Sigle Phase Full-Bridge Iverter Afarulrazi Abu Bakar 1, *,Md Zarafi Ahmad 1 ad Farrah Salwai Abdullah 1 1 Faculty of Electrical ad Electroic Egieerig, UTHM *Email:afarul@uthm.edu.my

More information

ON THE FUNDAMENTAL RELATIONSHIP BETWEEN THE ACHIEVABLE CAPACITY AND DELAY IN MOBILE WIRELESS NETWORKS

ON THE FUNDAMENTAL RELATIONSHIP BETWEEN THE ACHIEVABLE CAPACITY AND DELAY IN MOBILE WIRELESS NETWORKS Chapter ON THE FUNDAMENTAL RELATIONSHIP BETWEEN THE ACHIEVABLE CAPACITY AND DELAY IN MOBILE WIRELESS NETWORKS Xiaoju Li ad Ness B. Shroff School of Electrical ad Computer Egieerig, Purdue Uiversity West

More information

A study on traffic accident measures in municipal roads by using GIS

A study on traffic accident measures in municipal roads by using GIS icccbe 010 Nottigham Uiversity Press Proceedigs of the Iteratioal Coferece o Computig i Civil ad Buildig Egieerig W Tizai (Editor) A study o traffic accidet measures i muicipal roads by usig GIS Satoshi

More information

Scheduling Algorithm with Delay-limited for VoIP in LTE

Scheduling Algorithm with Delay-limited for VoIP in LTE Proceedigs of APSIPA Aual Summit ad Coferece 15 16-19 December 15 Schedulig Algorithm with Delay-limited for VoIP i LTE Jua Che #, Weguo Yag #, Suixiag Gao #, Lei Zhou * # School of Mathematical Scieces,

More information

Design of FPGA Based SPWM Single Phase Inverter

Design of FPGA Based SPWM Single Phase Inverter Proceedigs of MUCEET2009 Malaysia Techical Uiversities Coferece o Egieerig ad Techology Jue 20-22, 2009, MS Garde,Kuata, Pahag, Malaysia MUCEET2009 Desig of FPGA Based SPWM Sigle Phase Iverter Afarulrazi

More information

Synchronized Processing of Distributed Signals for Smart Grid Applications

Synchronized Processing of Distributed Signals for Smart Grid Applications Sychroized Processig of Distributed Sigals for Smart Grid Applicatios Guoyu Tu, Juwei Cao, Seior Member, IEEE, Yuxi Wa, Shuqig Zhag, Member, IEEE, Chao Lu, Seior Member, IEEE, ad Huayig Zhag Abstract--

More information

The Firing Dispersion of Bullet Test Sample Analysis

The Firing Dispersion of Bullet Test Sample Analysis Iteratioal Joural of Materials, Mechaics ad Maufacturig, Vol., No., Ma 5 The Firig Dispersio of Bullet Test Sample Aalsis Youliag Xu, Jubi Zhag, Li Ma, ad Yoghai Sha Udisputed, this approach does reduce

More information

ISSN (Print) Research Article. *Corresponding author Oleksandr V. Lemeshko

ISSN (Print) Research Article. *Corresponding author Oleksandr V. Lemeshko Scholars Joural of Egieerig ad Techology (SJET) Sch. J. Eg. Tech., 06; 4(4):69-74 Scholars Academic ad Scietific Publisher (A Iteratioal Publisher for Academic ad Scietific Resources) www.sasublisher.com

More information

Horizon 2020 Policy Support Facility

Horizon 2020 Policy Support Facility Horizo 2020 Policy Support Facility MLE o Evaluatio of Busiess R&D Grat Schemes: Behavioural chage i RD&I schemes Paul Cuigham Machester Istitute of Iovatio Research Pim de Hertog DIALOGIC Defiig behavioural

More information

On the Capacity of k-mpr Wireless Networks

On the Capacity of k-mpr Wireless Networks 3878 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 8, NO. 7, JULY 2009 O the Capacity of -MPR Wireless Networs Mig-Fei Guo, Member, IEEE, Xibig Wag, Member, IEEE, Mi-You Wu, Seior Member, IEEE Abstract

More information

Open Access Researching Coal and Rock Character Recognition Based on Wavelet Packet Frequency Band Energy

Open Access Researching Coal and Rock Character Recognition Based on Wavelet Packet Frequency Band Energy Sed Orders for Reprits to reprits@bethamsciece.ae The Ope Automatio ad Cotrol Systems Joural, 04, 6, 793-797 793 Ope Access Researchig Coal ad Roc Character Recogitio Based o Wavelet Pacet Frequecy Bad

More information

Interference Management in LTE Femtocell Systems Using an Adaptive Frequency Reuse Scheme

Interference Management in LTE Femtocell Systems Using an Adaptive Frequency Reuse Scheme Iterferece Maagemet i LTE Femtocell Systems Usig a Adaptive Frequecy Reuse Scheme Christos Bouras 1,2, Georgios Kavourgias 2, Vasileios Kokkios 1,2, Adreas Papazois 1,2 1 Computer Techology Istitute &

More information

High-Order CCII-Based Mixed-Mode Universal Filter

High-Order CCII-Based Mixed-Mode Universal Filter High-Order CCII-Based Mixed-Mode Uiversal Filter Che-Nog Lee Departmet of Computer ad Commuicatio Egieerig, Taipei Chegshih Uiversity of Sciece ad Techology, Taipei, Taiwa, R. O. C. Abstract This paper

More information

NEXT GENERATION WIRELESS LAN SYSTEM DESIGN 1. Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charnsripinyo

NEXT GENERATION WIRELESS LAN SYSTEM DESIGN 1. Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charnsripinyo NEXT GENERATION WIRELESS LAN SYSTEM DESIGN Chutima Prommak, Joseph Kabara, David Tipper, Chalermpol Charsripiyo Departmet of Iformatio Sciece & Telecommuicatios 35 N. Bellefield ave., Uiversity of Pittsburgh,

More information

A Research on Spectrum Allocation Using Optimal Power in Downlink Wireless system

A Research on Spectrum Allocation Using Optimal Power in Downlink Wireless system Iteratioal Research Joural of Egieerig ad Techology (IRJET) e-iss: 2395-0056 Volume: 03 Issue: 04 Apr-206 www.irjet.et p-iss: 2395-0072 A Research o Spectrum Allocatio Usig Optimal Power i Dowli Wireless

More information

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells

The Potential of Dynamic Power and Sub-carrier Assignments in Multi-User OFDM-FDMA Cells The Potetial of Dyamic Power ad Sub-carrier Assigmets i Multi-User OFDM-FDMA Cells Mathias Bohge, James Gross, Adam Wolisz Telecommuicatio Networks Group, TU Berli Eisteiufer 5, 1587 Berli, Germay {bohge

More information

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks Optimal Geolocatio Updatig for Locatio Aware Service Provisioig i Wireless Networks Siri Tekiay Amer Catovic tekiay@adm.jit.edu axc4466@jit.edu New Jersey Istitute of Techology Uiversity Heights, Newark,

More information

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA 1274 LETTER A Novel Adaptive Chael Estimatio Scheme for DS-CDMA Che HE a), Member ad Xiao-xiag LI, Nomember SUMMARY This paper proposes a adaptive chael estimatio scheme, which uses differet movig average

More information

Noncoherent Detection of Satellite-Based AIS Signal with Phase Offset Compensation

Noncoherent Detection of Satellite-Based AIS Signal with Phase Offset Compensation Sesors & Trasducers Vol. 166 Issue 3 March 2014 pp. 128-134 Sesors & Trasducers 2014 by IFSA Publishig S. L. http://www.sesorsportal.com Nocoheret Detectio of Satellite-Based AIS Sigal with Phase Offset

More information

Analysis of SDR GNSS Using MATLAB

Analysis of SDR GNSS Using MATLAB Iteratioal Joural of Computer Techology ad Electroics Egieerig (IJCTEE) Volume 5, Issue 3, Jue 2015 Aalysis of SDR GNSS Usig MATLAB Abstract This paper explais a software defied radio global avigatio satellite

More information

Performances Evaluation of Reflectarray Antenna using Different Unit Cell Structures at 12GHz

Performances Evaluation of Reflectarray Antenna using Different Unit Cell Structures at 12GHz Idia Joural of Sciece ad Techology, Vol 9(46), DOI: 1.17485/ijst/216/v9i46/17146, December 216 ISSN (Prit) : 974-6846 ISSN (Olie) : 974-5645 Performaces Evaluatio of Reflectarray Atea usig Differet Uit

More information

An Optimal Test Pattern Selection Method to Improve the Defect Coverage

An Optimal Test Pattern Selection Method to Improve the Defect Coverage A Optimal Test Patter Selectio Method to Improve the Defect Coverage Yuxi Tia, Michael R. Grimaila, Weipig Shi ad M. Ray Mercer Departmet of Electrical Egieerig Texas A&M Uiversity, College Statio, Texas

More information

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA

Cancellation of Multiuser Interference due to Carrier Frequency Offsets in Uplink OFDMA Cacellatio of Multiuser Iterferece due to Carrier Frequecy Offsets i Upli OFDMA S. Maohar, V. Tiiya, D. Sreedhar, ad A. Chocaligam Departmet of ECE, Idia Istitute of Sciece, Bagalore 56001, INDIA Abstract

More information

A study on the efficient compression algorithm of the voice/data integrated multiplexer

A study on the efficient compression algorithm of the voice/data integrated multiplexer A study o the efficiet compressio algorithm of the voice/data itegrated multiplexer Gyou-Yo CHO' ad Dog-Ho CHO' * Dept. of Computer Egieerig. KyiigHee Uiv. Kiheugup Yogiku Kyuggido, KOREA 449-71 PHONE

More information

Distributed Resource Management in Multi-hop Cognitive Radio Networks for Delay Sensitive Transmission

Distributed Resource Management in Multi-hop Cognitive Radio Networks for Delay Sensitive Transmission 1 Distributed Resource Maagemet i Multi-hop Cogitive Radio Networs for Delay Sesitive Trasmissio Hsie-Po Shiag ad Mihaela va der Schaar Departmet of Electrical Egieerig (EE), Uiversity of Califoria Los

More information

Ch 9 Sequences, Series, and Probability

Ch 9 Sequences, Series, and Probability Ch 9 Sequeces, Series, ad Probability Have you ever bee to a casio ad played blackjack? It is the oly game i the casio that you ca wi based o the Law of large umbers. I the early 1990s a group of math

More information

Distributed Resource Reservation for Beacon Based MAC Protocols

Distributed Resource Reservation for Beacon Based MAC Protocols Distributed Resource Reservatio for Beaco Based MAC Protocols Frak Leipold, Jörg Eberspächer To cite this versio: Frak Leipold, Jörg Eberspächer. Distributed Resource Reservatio for Beaco Based MAC Protocols.

More information

Encode Decode Sample Quantize [ ] [ ]

Encode Decode Sample Quantize [ ] [ ] Referece Audio Sigal Processig I Shyh-Kag Jeg Departmet of Electrical Egieerig/ Graduate Istitute of Commuicatio Egieerig M. Bosi ad R. E. Goldberg, Itroductio to Digital Audio Codig ad Stadards, Kluwer

More information