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

Size: px
Start display at page:

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

Transcription

1 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. of Michiga 1301 Beal Aveue, A Arbor, MI {yougliu,migya}@umich.edu 2 Departmet of Computer Sciece, Uiv. of North Carolia at Greesboro 164 Petty Bldg., Greesboro, NC jig.deg@ucg.edu Abstract I this paper we aalyze the delay performace of a opportuistic multi-chael medium access cotrol scheme ad compare it to that of the correspodig sigle chael MAC scheme. I the opportuistic multi-chael MAC scheme, we assume that the pair of seder/receiver is able to evaluate the chael quality after a certai amout of chael sesig delay ad to choose the best oe for data commuicatio. We cosider three settigs: (1) a ideal sceario where o cotrol chael is eeded ad o sesig delay is icurred, (2) a more realistic scheme where users compete for access o a cotrol chael usig radom access, ad (3) a scheme similar to (2) but with a Time Divisio Multiplex (TDM) based access scheme o the cotrol chael. Our aalysis show that i terms of delay performace, the radom access overhead o the cotrol chael almost always wipe out the chael diversity gai, which is the mai motivatio behid a opportuistic multi-chael MAC. Usig a TDM based access scheme o the cotrol chael ca help remove this bottleeck, but oly whe chael sesig ca be doe sufficietly fast. I. INTRODUCTION Recet advaces i cogitive radio techologies have led to a umber of dyamic multi-chael MAC schemes (see e.g., [5], [10]) that allow radios to dyamically switch betwee chaels i search of good istataeous chael coditio. The fudametal idea is the exploitatio of multi-chael diversity: if a radio is statically assiged a fixed chael, the over time it sees the average coditio of the chael, ad obtais a average rate. I cotrast, if a radio is allowed to always pick a better chael (e.g., higher istataeous received SNR) from a set of chaels, the over time it sees a possibly much higher average rate. While ituitively appealig, i practice for such schemes to work, certai cotrol overhead becomes hard to avoid. First, a cotrol chael is typically eeded for purposes icludig reservatio (gaiig the right to use oe of the data chaels), homig (fidig a iteded destiatio ode), ad commo commuicatio (broadcastig iformatio like chael selectio, completio of trasmissios, etc.). This takes away a certai amout of available badwidth that could have bee This work is supported by NSF grat CIF ad ARO grat W911NF used for data commuicatio. Secodly, it takes resources to determie which chael has better istataeous coditio. Successive chael sesig cosumes eergy ad time [5]. This takes away time that could have bee used for data commuicatio. The above observatio motivates us to examie whether there is ideed a advatage i usig dyamic multi-chael MAC, ad if so uder what coditios. I other words, we are iterested i uderstadig whether the diversity gai i geeral ca sufficietly compesate for the overhead metioed above. To achieve this goal, we perform the followig sequece of comparisos i terms of delay performace. We start by cosiderig a idealized opportuistic multi-chael MAC, whereby a oracle oversees chael access ad has full iformatio o the istataeous coditios of all data subchaels. It automatically assigs a arrivig user to the best chael amog those curretly available. This allows us to elimiate the eed for a cotrol chael, ad fully use the badwidth for data commuicatio: each of m data sub-chaels gets badwidth B/m. This is compared to a similar, idealized sigle-chael MAC. As expected, uder this sceario, the multi-chael MAC has a clear advatage over the sigle-chael MAC due to the chael diversity gai. We the cosider a more realistic multi-chael MAC, where users must compete for access to data sub-chaels o a cotrol chael first, ad this is doe usig RTS-CTS based radom access. Oce a user gais access it performs chael sesig before selectig a chael; it the aouces its selectio o the cotrol chael. We assume each user has two radios, with oe dedicated to the cotrol chael so that each user is able to accurately track chael usage. This is therefore a much more efficiet use of resources tha that proposed i [5]. This is compared to a commo radom access based sigle-chael MAC. Uder such a sceario, our mai fidig is that this multi-chael MAC sigificatly uder-performs the sigle-chael MAC. There are two mai reasos. Oe is that radom access o the cotrol sub-chael becomes a bottleeck as the cotrol sub-chael is typically

2 a very small portio of the overall badwidth. The secod reaso is the overhead i chael sesig. These observatios led us to cosider a third multi-chael MAC, similar to the secod oe but with a TDM type of access scheme o the cotrol chael. The itetio is to separate the effect of radom access from that of sesig delay. Our fidig is that while this does remove the radom access o the cotrol chael as a bottleeck, the sesig delay remais a obstacle. As a result, the multi-chael MAC oly shows a advatage whe chael sesig ca be performed much faster tha a regular RTS-CTS packet exchage. The remaider of the paper is orgaized as follows. After presetig the system model i Sectio II, we detail the three sets of comparisos i Sectios III, IV, ad V, respectively. Related work is preseted i Sectio VI ad Sectio VII cocludes the paper. II. SYSTEM MODEL AND PRELIMINARIES We assume a set of active users withi a sigle iterferece domai. The total amout of badwidth available is B. Uder a sigle-chael MAC, this whole amout is treated as a sigle chael for data trasmissio. Uder a multi-chael MAC, the amout B is divided ito a sigle cotrol chael of badwidth B c, ad m equal data sub-chaels each of badwidth B d = (B B c )/m. We will assume that these m data sub-chaels are statistically idetical. Furthermore, we assume that the dyamics of a chael is such that for a fixed size packet its trasmissio time (or service time, icludig retrasmissios) is give by a i.i.d. expoetial radom variable. This models the fact that higher received SNR leads to shorter successful trasmissio time. These are simplificatios for tractability of aalysis, but do ot affect the qualitative coclusios we draw from the aalysis. Each user is assumed to have two radio trasceivers, oe for data trasmissio, the other dedicated to moitorig activities o the cotrol chael. This is a assumptio i favor of the multi-chael MACs, as the secod radio has o utility i a sigle chael system. The itetio is so that a user has full iformatio o chael occupacy: which data sub-chaels are curretly beig used ad therefore ca avoid those whe performig chael sesig ad selectio. We assume a user always picks the best of the set of curretly available chaels as a result of chael sesig. This is agai a simplificatio ad a assumptio i favor of the multi-chael MAC. I practice a user may ot get to sese all available chaels. For a sigle data sub-chael of badwidth B d, its maximum achievable rate is give by R d = B d log(1+snr). We will assume that the aggregated sigle chael has the same SNR as a data sub-chael (e.g., by assumig that users keep the bit error rate at the same level). The trasmissio rate of the aggregated sigle chael is thus give by R = B log(1+snr) = (B c +m B d ) log(1+snr). Thus whe B c is zero, the service rate of the sigle chael is modeled as m times that of a data sub-chael. III. AN IDEAL ACCESS MODEL I a idealized sceario, a oracle has full iformatio o the data sub-chaels ad immediately assigs a arrivig packet to a available chael. There is also o eed for a cotrol chael. Uder this sceario, we cosider three schemes: the first is a sigle-chael MAC, the secod a multi-chael MAC that does ot utilize istataeous chael iformatio, ad the third a opportuistic multi-chael MAC. A. A sigle-chael MAC Uder the idealized assumptio, the dyamics of a siglechael MAC may be modeled as a M/M/1 + q queue, where the aggregate arrival process is Poisso with rate λ, the mea service rate is m µ (µ will be take as the mea service rate of a sigle data sub-chael i subsequet aalysis), ad the parameter q deotes a virtual queue size that models the fact that packets arrivig to a busy chael are forced to wait. This parameter is adjustable, ad ca easily model a fiite-queue ad o-queue situatio. Deotig by π i the steady state probability of havig i packets i such a system, ad by ρ = λ mµ the utilizatio factor, elemetary queuig aalysis suggests 1+q 1+q π i+1 = ρ π i, i = 0,1,...,q,1 = π i = ρ i π 0 ad the packet delay is give by D s = where λ = λ (1 π 1+q ). 1+q i π i, (1) λ B. Multi-chael MAC, o opportuistic access Similarly, uder this ideal sceario, we model the multichael MAC as a M/M/m/m+q queue with a aggregate arrival rate of λ ad service rate µ per server/chael. For this system the packet delay D m is give by N q = q i π m+i,d m = 1 µ + q i π m+i λ where λ = λ (1 π m+q ). Note that we have reused the same otatio π i to deote the steady state probability i this system: π i = { π 0 (mρ) i i!, i m π 0 m m ρ i m! m < i m+q. C. Multi-chael MAC, opportuistic access Uder a ideal opportuistic multi-chael MAC, a arrivig packet is immediately assiged to the best sub-chael amog all those curretly available. A packet fidig all subchaels busy will be put i a queue. We will agai model this system as a M/M/m/m+q queue. However, sice a packet is always assiged the best chael amog all those available, we ca o loger model the service rate of a sigle data sub-chael as a costat µ. Ideed the characterizatio (2) (3)

3 of the service rate is much more complicated: a particular sub-chael s service rate is strictly speakig a fuctio of the umber of available sub-chaels whe this sub-chael was selected. I this sese the evolutio of the system state, the umber of packets i the system, is o loger Markovia. To address this difficulty, we will adopt the followig approximatio. We will first characterize the average per subchael service rate uder such a opportuistic MAC, µ, ad the use µ as the service rate i a stadard M/M/m/m+q system. Whe there are k sub-chaels available ad the best oe is chose, the service rate of the chose sub-chael has a mea of kµ. Ad m 1 π j µ = (m j) µ m 1 π i j=0. (4) Here agai we have reused the otatioπ i to deote the steady state probability of havig i packets i this system. Note that 1 m j m whe j = 0,1,,m 1. Applyig this to Equatio (4), we have µ µ mµ, thus the opportuistic strategy clearly improves the service rate. Defie the utilizatio factor for this M/M/m/m + q model as ρ = λ m µ. Combied with the steady-state distributio of M/M/m/m + q give i (3), we ca solve µ ad the steady-state distributios simultaeously through the set of fixed poit equatios formed by (3) ad (4). Defie F( µ) = π µ m 1 j j=0 m 1 (m j). We have the followig results. Lemma 1. F( µ) πi is a o-decreasig fuctio ad cocave fuctio with respect to µ. Lemma 2. There is oly oe uique fix poit solutio to µ = F( µ). Havig obtaied µ, the rest of the delay aalysis is similar to Sectio III-B, from which packet delay D m is derived. D. Delay compariso First as m µ mµ, ad D m ad D m are derived from the same model, we have D m D m. Ituitively, for M/M/m/m + q queues, the oe with faster service rate experieces less delay. Cosider D s ad D m. Whe the traffic is light, i.e., λ is small, the delay is domiated by the service rate i which case D s D m ; whe λ gets large, as the stability regio of the sigle chael case is much less tha the multi-chael case, the delay of sigle chael grows quickly; thus it is expected that D s D m. Delay (1 time uit) Multi chael MAC Fig. 1: Delay performace compariso for idealistic model Aalytical ad simulatio results show i Fig. 1 cofirm the above comparisos. Simulatio parameters are: m = 5,q = 5 (the queue legth does ot have sigificat impact o the geeral results), packet legth L d = 1024 bits, ad the same set is used throughout the paper. These results show quite clearly the beefit of exploitig multi-chael diversity whe o other overhead is associated. IV. RANDOM ACCESS I this sectio, we tur to a more practical settig, where a cotrol sub-chael is allocated for the users to compete for access to the data sub-chaels, ad the competitio is through a RTS-CTS based radom access scheme. This settig is close to the protocol MOAR proposed i [5], but has higher chael utilizatio due to the two-radio assumptio. A. A opportuistic multi-chael MAC This prototype MAC operates i the followig steps. (1) Ay user havig packets to sed first competes o the cotrol chael for the right to access the data sub-chaels, through carrier sesig, radom backoff followed by RTS-CTS packet exchage, very much like i IEEE b. (2) After the completio of RTS-CTS exchage, the pair of users eters a sesig period, where they successively probe the set of curretly available data sub-chaels. Exactly how this is doe is left uspecified; we simply assume that certai chael sesig packets eed to be exchaged betwee the pair, ad ultimately they are able to select the sub-chael with the best curret coditio. (3) Upo this decisio the pair seds a ACK o the cotrol chael aoucig its chael selectio as well as the duratio of occupacy. This serves the purpose of lettig all other users accurately track which sub-chaels are curret busy. From this poit o the reservatio o the cotrol chael ad all available data sub-chaels is released by the pair ad other users ca resume competig for access. (4) I the meatime, the pair returs to the sub-chael of their selectio ad perform data trasmissio. Note that due to the two-radio assumptio, a user ca cotiue to moitor traffic o the cotrol chael eve as it is egaged i data trasmissio o a data sub-chael. By cotrast, uder MOAR the cotrol chael is ot released util the pair has completed data trasmissio o a sub-chael. The types of delays experieced by a user uder this MAC are as follow. (1) D 1 : time betwee a packet arrival till the completio of the curret RTS-CTS exchage (if ay). (2) D 2 : time betwee the start of competitio ad whe it successfully obtais the right to trasmit. (3) D 3 (icluded i D 2 ): time for RTS-CTS exchage o the cotrol chael ad chael sesig. (4) D 4 : time for data trasmissio. We have igored the ackowledgmet to release the cotrol chael as it s typically a much smaller packet. The derivatio of D 1 ad D 2 is essetially the same as i a o-opportuistic multi-chael system, ad will be take from [3]. I computig D 3, we eed to reserve all available chaels i order to avoid collisio. This itroduces extra waitig time. For a ready packet, we have E[D 3 ] =

4 E[D 3 i] π i. We assume that the sesig packets are of size L s, ad o larger tha the RTS-CTS pair, deoted as L c. Deote the ratio of the two: r cs = L s /L c, 0 < r cs 1. Also deote the ratio betwee the average rates of the cotrol chael ad a data sub-chael:r = R c /R d. We ormalize the time to trasmit oe pair of RTS/CTS o the cotrol chael to be 2 uits 1. Cosider ow E[D 3 i] i terms of the same time uit, for i = 0,1,..m 2. As there are i busy sub-chaels, E[D 3 i] = m i Ls / L c 2 = 2 m i r cs r. (5) 2 R d R c 2 I the above calculatio the umber of sesig packets (pairs) is take to be m i 2 rather tha m i as the two radios ca potetially both be used durig the sesig phase. We thus have E[D 3 j] = 0. Followig the results i [2], the average completio rate is give by Ge 2G λ =, (6) 1+(1+r r cs E[cs])Ge 2G where G is the aggregated arrival (icludig retrasmissio) o the cotrol chael i oe time uit, ad E[cs] is the expected umber of chael sesig performed: E[cs] = m 2 m i 2 π i (i time uits). Subsequetly D 2 ad D 1 are give by [3] as E[D 2 ] = E[N] E[Z], where E[N] is the expected retrasmissio time, while Z is the completio time for oe successful RTS/CTS cotetio. E[Z] = (e2g 1)(1/ζ +2)+2+E[D 3 ] 1 π m+q, (7) where 1/ζ is the average delay due to radom backoff. The delay caused by a arrival durig RTS/CTS trasmissio is E[D 1 ] = 1 λ + 1 ζ (E[D 3]+1+ 1 λ + 1 ζ )e (E[D3]+1)λ. Fially, followig the earlier model E[D 4 ] = B. Delay compariso j=0 j πj λ(1 π m+q). The delays of sigle ad multi-chael MACs uder radom access have bee calculated i [3] to be E[D sigle ] = L c R {(e2g 1)(1/ζ +2+r d )+2+1/mµ +1/λ+1/ζ [r d +1+1/λ+1/ζ]e (rd+1)λ } E[D multi ] = L c R c { (e2g 1)(1/ζ +2)+2 1 π m+q + +1/λ+1/ζ [1+1/λ+1/ζ]e λ }. For the opportuistic multi-chael MAC we have j=0 j π j λ(1 π m+q ) E[ D multi ] = L c { (e2g 1)( 1 ζ +2)+2+2rr cse[cs] + 1 R c 1 π m+q λ j=0 + j π j λ(1 π m+q ) + 1 ζ [E[D 3]+1+ 1 λ + 1 ζ ]e (E[D3]+1)λ }. 1 The actual quatity is uimportat as all other quatities will simply get scaled. Delay (sec) Multi chael MAC Fig. 2: Delay performace compariso for radom access Defie r d = L d L c. The followig set of results compare the delay of these three systems quatitatively. Theorem 1. Whe r d gets large, E[ D multi ] E[D sigle ]. Theorem 2. Whe r d gets large, E[D multi ] E[D sigle ]. Theorem 3. For r cs close to 0, E[ D multi ] E[D sigle ]. The umerical results are show i Fig. 2. I the simulatios the cotrol packet legth is set to L c = 48 bits. We also assume that chael sesig is performed usig RTS-CTS packet exchages, i.e., r cs = 1. The overall chael data rate is 35 Mbps; the back-off parameter 1/ζ is set to 37 time uits. Similar parameters are used i Sectio V. We see from Fig. 2 as well as our aalytical results that eve though the opportuistic strategy helps improve delay performace, the radom access o the cotrol chael elimiates ay potetial gai from chael diversity. This holds eve whe the chael sesig overhead is sigificatly lowered or elimiated. V. TIME-DIVISION MULTIPLEXING (TDM) ACCESS The observatio that the radom access o the cotrol chael poses a sigificat bottleeck to the system performace motivated us to cosider a alterative access scheme o the cotrol chael. We ow cosider a TDM based access scheme o the cotrol chael while keepig other features uchaged. Agai we assume the total arrival rate o the cotrol chael is give by λ (icludig retrasmissio). Also for simplicity, we assume all users have the same arrival rate (λ/). A. TDM-based o-opportuistic multi-chael MAC We idetify two types of delays i a TDM-based multichael system: (1) D 1, time betwee the arrival of a packet ad whe it gais right to trasmit; (2) D 2, time for data trasmissio. We ormalize the time for trasmittig oe pair of cotrol packets to 2 ad i this case µ = 1 (for servig oe cotrol packet). For D 1, stadard results o TDM yield the followig delay o a sigle attempt: µ 2λ = 1 2λ. The expected umber of trasmissio times N o the cotrol chael is give by E[N] = 1/(1 π m+q ). Thus we have (1 2λ) (1 π m+q) E[D 1 ] = E[N] E[T 1 ] =. Note that the rate of completig RTS/CTS exchage o the cotrol chael is also λ. Followig earlier aalysis we have E[D 2 ] = j=0 j πj λ(1 π ad E[D m+q) multi] = Lc R c {E[D 1 ]+E[D 2 ]}.

5 Delay (us) Multi chael MAC (a) r cs = 1 Delay (us),r cs = 1/3,r cs = 1/5,r cs =1/ Arrival rate (time uit) (b) differet r cs Fig. 3: Numerical results for delay performace compariso B. TDM-based Opportuistic Multi-Chael MAC Uder a TDM-based opportuistic multi-chael MAC scheme, the pair of users first performs RTS/CTS exchage o the cotrol chael followed by chael sesig; they the aouce their decisio o the cotrol chael, all withi the same TDM time slot. They the perform data commuicatio i the selected sub-chael while other users cotiue o the cotrol chael. As before we ormalize the RTS-CTS exchage o the cotrol chael to be 2. The time till the completio of chael sesig is thus 2+2 r r cs E[cs]. We defie ad compute delay for TDM-based opportuistic multi-chael MAC the same as TDM-based multi-chael MAC i Sectio V-A, the oly differece lies i E[D 1 ]: E[D 1 ] = [1 2 (1+r r cs E[cs]) λ] (1 π m+q ). (8) C. Delay compariso Cosider first the results show i Fig. 3a, where we have set = 5. We see that the two TDM based multi-chael schemes cotiue to uder-perform their sigle-chael couterpart. The TDM scheme s advatage starts to emerge as we lower the sesig delay by usig a smaller r cs. This is show i Fig. 3b as we repeat the same experimet with eve smaller r cs. Specifically, this advatage is show at high arrival rates, whe the amout of collisio icreases uder the radom access scheme (i the sigle-chael MAC). These results show that the bottleeck i the TDM-based opportuistic multi-chael scheme lies i the iefficiecy of chael sesig. Uless the sesig overhead ca be reduced to 1/5 or less of the size of RTS-CTS trasmissio, the opportuistic multi-chael MAC scheme sigificatly uderperforms the sigle-chael MAC scheme. VI. RELATED WORKS For performace improvemet cosideratio, researchers proposed to split sigle chael ito multiple sub chaels with oe used as cotrol chael ad the others used as data chaels. Related works o split chael ca be foud i [8], [11], [13]. RTS/CTS exchages are the performed o the cotrol chael [4], [6]. I [7], a multi-chael CSMA/CD protocol was ivestigated. Marsa ad Neri cocluded that multi-chael may improve the delay performace compared to sigle chael. Xu et al. suggested the use of multiple receivers o a sigle ode [12]. With the help of improvemet o hardware implemetatio efficiecy, multiple receivers scheme becomes more practical. I [2], [3], Deg et al. preseted a queue model for aalyzig radom access multi-chael MAC scheme (without diversity gai) ad cocluded that multichael MAC scheme would ot improve either delay or throughput performace compared to sigle chael MAC. I [1], [5], [9], opportuistic chael selectio algorithms were ivestigated with system performace evaluated experimetally ad mathematically. There however lacked a geeral model for aalyzig the delay performace of these strategies. VII. CONCLUSION We aalyzed the delay performace of opportuistic multichael MAC ad their sigle-chael couterparts. Our geeral coclusio is that while there is sigificat chael diversity gai i usig the former, the overhead is also sigificat, i the form of a much slower access rate o the cotrol chael ad the cost i chael sesig. Usig a TDM based access scheme o the cotrol chael ca help remove the first bottleeck, but oly whe chael sesig ca be doe sufficietly fast. REFERENCES [1] N.B. Chag ad M. Liu. Optimal chael probig ad trasmissio schedulig for opportuistic spectrum access,. I IEEE/ACM Trasactios o Networkig,vol. 17, o. 6, pages , December [2] J. Deg, Y. S. Ha, ad Z. J. Haas. Aalyzig split chael medium access cotrol schemes. IEEE Tras. o Wireless Commuicatios, 5(5): , May [3] J. Deg, Y. S. Ha, ad S. R. Kulkari. Ca multiple subchaels improve the delay performace of RTS/CTS-based MAC schemes? IEEE Tras. o Wireless Commuicatios, 8(4): , April [4] Y. S. Ha, J. Deg, ad Z. J. Haas. Aalyzig multi-chael medium access cotrol schemes with aloha reservatio. IEEE Tras. o Wireless Commuicatios, 5(8): , August [5] V. Kaodia, A. Sabharwal, ad E. Kightly. MOAR: A multi-chael opportuistic auto-rate media access protocol for ad hoc etworks. Broadbad Networks, Iteratioal Coferece o, 0: , [6] Chih-Yu Li. A multi-chael mac protocol with power cotrol for multi-hop mobile ad hoc etworks. I Proceedigs of the 21st Iteratioal Coferece o Distributed Computig Systems, page 419, Washigto, DC, USA, IEEE Computer Society. [7] M.A. Marsa ad F. Neri. A simulatio study of delay i multichael CSMA/CD protocols. Commuicatios, IEEE Trasactios o, 39(11): , ov [8] A. Muqattash ad M. Kruz. Power cotrolled dual chael (PCDC) medium access protocol for wireless ad hoc etworks. I INFOCOM Twety-Secod Aual Joit Coferece of the IEEE Computer ad Commuicatios. IEEE Societies, volume 1, pages vol.1, march-3 april [9] Ashutosh Sabharwal, Ahmad Khoshevis, ad Edward Kightly. Opportuistic spectral usage: Bouds ad a multi-bad CSMA/CA protocol. IEEE/ACM Trasactios o Networkig, 2006:533545, [10] Ku Ta, He Liu, Ji Fag, Wei Wag, Jiasog Zhag, Mi Che, ad Geoffrey M. Voelker. SAM: eablig practical spatial multiple access i wireless LAN. I Proceedigs of the 15th aual iteratioal coferece o Mobile computig ad etworkig, MobiCom 09, pages 49 60, New York, NY, USA, ACM. [11] F. Tobagi ad L. Kleirock. Packet switchig i radio chaels: Part iii pollig ad (dyamic) split-chael reservatio multiple access. Commuicatios, IEEE Trasactios o, 24(8): , aug [12] Chagchu Xu, Ga Li, Weqig Cheg, ad Zogkai Yag. Multitrasceiver multiple access (MTMA) for mobile wireless ad hoc etworks. I Commuicatios, ICC IEEE Iteratioal Coferece o, volume 5, pages Vol. 5, may [13] Xue Yag ad N.H. Vaidya. Explicit ad implicit pipeliig for wireless medium access cotrol. I Vehicular Techology Coferece, VTC 2003-Fall IEEE 58th, volume 3, pages Vol.3, oct

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

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 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

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS A SELETIVE POINTE FOWADING STATEGY FO LOATION TAKING IN PESONAL OUNIATION SYSTES Seo G. hag ad hae Y. Lee Departmet of Idustrial Egieerig, KAIST 373-, Kusug-Dog, Taejo, Korea, 305-70 cylee@heuristic.kaist.ac.kr

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

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

Joint Power Allocation and Beamforming for Cooperative Networks

Joint Power Allocation and Beamforming for Cooperative Networks It. J. Commuicatios, etwork ad System Scieces,, 4, 447-45 doi:.436/ijcs..4753 Published Olie July (http://www.scirp.org/joural/ijcs) Joit Power Allocatio ad Beamformig for Cooperative etworks Sodes Maadi,,

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

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

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

Lecture 4: Frequency Reuse Concepts

Lecture 4: Frequency Reuse Concepts EE 499: Wireless & Mobile Commuicatios (8) Lecture 4: Frequecy euse Cocepts Distace betwee Co-Chael Cell Ceters Kowig the relatio betwee,, ad, we ca easily fid distace betwee the ceter poits of two co

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

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

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

Measurement-Based Opportunistic Feedback and Scheduling for Wireless Systems

Measurement-Based Opportunistic Feedback and Scheduling for Wireless Systems Measuremet-Based Opportuistic Feedbac ad Schedulig for Wireless Systems Gustavo de Veciaa ad Shailesh Patil Wireless Networig ad Commuicatios Group Dept. of Electrical ad Computer Egieerig The Uiversity

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

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

Time-Space Opportunistic Routing in Wireless Ad Hoc Networks, Algorithms and Performance

Time-Space Opportunistic Routing in Wireless Ad Hoc Networks, Algorithms and Performance Time-Space Opportuistic Routig i Wireless Ad Hoc Networks, Algorithms ad Performace Fraçois Baccelli, Bartlomiej Blaszczyszy, Paul Muhlethaler To cite this versio: Fraçois Baccelli, Bartlomiej Blaszczyszy,

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

Selective Periodic Component Carrier Assignment Technique in LTE and LTE-A Systems

Selective Periodic Component Carrier Assignment Technique in LTE and LTE-A Systems Selective Periodic Compoet Carrier Assigmet Techique i LTE ad LTE-A Systems Husu S. Narma ad Mohammed Atiquzzama School of Computer Sciece, Uiversity of Oklahoma, Norma, OK 73019 Email: {husu, atiq}@ou.edu

More information

Low Latency Random Access with TTI Bundling in LTE/LTE-A

Low Latency Random Access with TTI Bundling in LTE/LTE-A Low Latecy Radom Access with TTI Budlig i LTE/LTE-A Kaijie Zhou, Navid Nikaei Huawei Techologies Co., Ltd. Chia, zhoukaijie@huawei.com Eurecom, Frace, avid.ikaei@eurecom.fr Abstract To reduce the uplik

More information

Optimization of Fractional Frequency Reuse in Long Term Evolution Networks

Optimization of Fractional Frequency Reuse in Long Term Evolution Networks 2012 IEEE Wireless Commuicatios ad Networkig Coferece: Mobile ad Wireless Networks Optimizatio of Fractioal Frequecy Reuse i Log Term Evolutio Networks Dimitrios Bilios 1,2, Christos Bouras 1,2, Vasileios

More information

Enhancement of the IEEE MAC Protocol for Scalable Data Collection in Dense Sensor Networks

Enhancement of the IEEE MAC Protocol for Scalable Data Collection in Dense Sensor Networks Ehacemet of the IEEE 8.5. MAC Protocol for Scalable Data Collectio i Dese Sesor Networks Kira Yedavalli Departmet of Electrical Egieerig - Systems Uiversity of Souther Califoria Los Ageles, Califoria,

More information

Hierarchical Beamforming for Large One-Dimensional Wireless Networks

Hierarchical Beamforming for Large One-Dimensional Wireless Networks Hierarchical Beamformig for Large Oe-Dimesioal Wireless Networks Alla Merzakreeva, Olivier Lévêque Swiss Federal Istitute of Techology - Lausae, Switzerlad {alla.merzakreeva, olivier.leveque}@epfl.ch Ayfer

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

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

Wi-Fi or Femtocell: User Choice and Pricing Strategy of Wireless Service Provider 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 Email: {cheyajiao,

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

Information-Theoretic Analysis of an Energy Harvesting Communication System

Information-Theoretic Analysis of an Energy Harvesting Communication System Iformatio-Theoretic Aalysis of a Eergy Harvestig Commuicatio System Omur Ozel Seur Ulukus Departmet of Electrical ad Computer Egieerig Uiversity of Marylad, College Park, MD 074 omur@umd.edu ulukus@umd.edu

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

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

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

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

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

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

Capacity of Large-scale CSMA Wireless Networks

Capacity of Large-scale CSMA Wireless Networks Capacity of Large-scale CSMA Wireless Networks Chi-Ki Chau, Member, IEEE, Mighua Che, Member, IEEE, ad Soug Ch Liew, Seior Member, IEEE Abstract I the literature, asymptotic studies of multi-hop wireless

More information

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay

Efficient Feedback-Based Scheduling Policies for Chunked Network Codes over Networks with Loss and Delay Efficiet Feedback-Based Schedulig Policies for Chuked Network Codes over Networks with Loss ad Delay Aoosheh Heidarzadeh ad Amir H. Baihashemi Departmet of Systems ad Computer Egieerig, Carleto Uiversity,

More information

On the Delay Performance of In-network Aggregation in Lossy Wireless Sensor Networks

On the Delay Performance of In-network Aggregation in Lossy Wireless Sensor Networks O the Delay Performace of I-etwork Aggregatio i Lossy Wireless Sesor Networks Chaghee Joo, Member, IEEE, ad Ness B. Shroff, Fellow, IEEE Abstract I this paper, we study the implicatio of wireless broadcast

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

Adaptive Resource Allocation in Multiuser OFDM Systems

Adaptive Resource Allocation in Multiuser OFDM Systems Adaptive Resource Allocatio i Multiuser OFDM Systems Fial Report Multidimesioal Digital Sigal Processig Malik Meherali Saleh The Uiversity of Texas at Austi malikmsaleh@mail.utexas.edu Sprig 005 Abstract

More information

Optimized Opportunistic Multicast Scheduling (OMS) over Wireless Cellular Networks

Optimized Opportunistic Multicast Scheduling (OMS) over Wireless Cellular Networks MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://www.merl.com Optimized Opportuistic Multicast Schedulig OMS) over Wireless Cellular Networks Tze-Pig Low, Ma-O Pu, Y.-W. Peter Hog, C.-C. Jay Kuo TR010-008

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

Broadcast Capacity in Multihop Wireless Networks

Broadcast Capacity in Multihop Wireless Networks Broadcast Capacity i Multihop ireless Networks Alireza Keshavarz- Haddad alireza@rice.edu Viay Ribeiro viay@rice.edu Rudolf Riedi riedi@rice.edu Departmet of Electrical ad Computer Egieerig ad Departmet

More information

Energy-Optimal Online Algorithms for Broadcasting in Wireless Networks

Energy-Optimal Online Algorithms for Broadcasting in Wireless Networks Eergy-Optimal Olie Algorithms for Broadcastig i Wireless Networks Shay Kutte, Hirotaka Oo, David Peleg, Kuihiko Sadakae, ad Masafumi Yamashita Abstract The paper cosiders the desig of eergy-efficiet olie

More information

BOTTLENECK BRANCH MARKING FOR NOISE CONSOLIDATION

BOTTLENECK BRANCH MARKING FOR NOISE CONSOLIDATION BOTTLENECK BRANCH MARKING FOR NOISE CONSOLIDATION IN MULTICAST NETWORKS Jordi Ros, Wei K. Tsai ad Mahadeve Iyer Departmet of Electrical ad Computer Egieerig Uiversity of Califoria, Irvie, CA 92697 {jros,

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

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 6, NO. 9, SEPTEMBER

IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 6, NO. 9, SEPTEMBER IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 6, NO. 9, SEPTEMBER 27 3353 Delay Cosideratios for Opportuistic Schedulig i Broadcast Fadig Chaels Masoud Sharif ad Babak Hassibi Abstract We cosider

More information

OPTIMIZED LINK ADAPTATION FOR WIRELESS PACKET COMMUNICATIONS BASED ON DISCRETE-RATE MODULATION AND CODING SCHEMES

OPTIMIZED LINK ADAPTATION FOR WIRELESS PACKET COMMUNICATIONS BASED ON DISCRETE-RATE MODULATION AND CODING SCHEMES OPTIMIZED LIK ADAPTATIO FO WIELE PACKET COMMUICATIO BAED O DICETE-ATE MODULATIO AD CODIG CHEME Jalil eifali Harsii, ad Farshad Lahouti Wireless Multimedia Commuicatios Laboratory chool of Electrical ad

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

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

Sensing Strategies for Channel Discovery in Cognitive Radio Networks

Sensing Strategies for Channel Discovery in Cognitive Radio Networks Sesig Strategies for Chael Discovery i Cogitive Radio Networks (Ivited Positio Paper) Abdulkadir Celik, Ramzi Saifa, Ahmed E. Kamal Dept. of Electrical ad Computer Eg., Iowa State Uiversity, Ames, IA 50011

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

Introduction to CPM-OFDM: An Energy Efficient Multiple Access Transmission Scheme

Introduction to CPM-OFDM: An Energy Efficient Multiple Access Transmission Scheme Joural of Commuicatio ad Computer 1 (015) 37-43 doi: 10.1765/1548-7709/015.01.007 D DAVID PUBLISHING Itroductio to CPM-OFDM: A Eergy Efficiet Multiple Access Trasmissio Scheme Mohammad Irfa, Sag Hoo Lee

More information

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method Proceedigs of the th WSEAS Iteratioal Coferece o APPLIED ad THEORETICAL MECHANICS (MECHANICS '8) The Detectio of Abrupt Chages i Fatigue Data by Usig Cumulative Sum (CUSUM) Method Z. M. NOPIAH, M.N.BAHARIN,

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

lecture notes September 2, Sequential Choice

lecture notes September 2, Sequential Choice 18.310 lecture otes September 2, 2013 Sequetial Choice Lecturer: Michel Goemas 1 A game Cosider the followig game. I have 100 blak cards. I write dow 100 differet umbers o the cards; I ca choose ay umbers

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

Counting on r-fibonacci Numbers

Counting on r-fibonacci Numbers Claremot Colleges Scholarship @ Claremot All HMC Faculty Publicatios ad Research HMC Faculty Scholarship 5-1-2015 Coutig o r-fiboacci Numbers Arthur Bejami Harvey Mudd College Curtis Heberle Harvey Mudd

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

Resource Allocation in Downlink MIMO-OFDMA with Proportional Fairness

Resource Allocation in Downlink MIMO-OFDMA with Proportional Fairness 8 JOURAL OF COUICATIOS VOL. 4 O. FERUARY 009 Resource Allocatio i Dowli IO-OFDA with Proportioal Fairess i Da ad Chi Chug o Departmet of Electrical ad Computer Egieerig atioal Uiversity of Sigapore Email:{dabi

More information

Data Mining of Bayesian Networks to Select Fusion Nodes from Wireless Sensor Networks

Data Mining of Bayesian Networks to Select Fusion Nodes from Wireless Sensor Networks www.ijcsi.org http://dx.doi.org/10.20943/01201604.1115 11 Data Miig of Bayesia Networks to Select Fusio Nodes from Wireless Networks Yee Mig Che 1 Chi-Shu Hsueh 2 Chu-Kai Wag 3 1,3 Departmet of Idustrial

More information

CDS 270-2: Lecture 6-3 Optimum Receiver Design for Estimation over Wireless Links

CDS 270-2: Lecture 6-3 Optimum Receiver Design for Estimation over Wireless Links CDS 70-: Lecture 6-3 Otimum Receiver Desig for stimatio over Wireless Lis Goals: Yasami Mostofi May 5, 006 To uderstad imact of wireless commuicatio imairmets o estimatio over wireless To lear o-traditioal

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

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

4. INTERSYMBOL INTERFERENCE

4. INTERSYMBOL INTERFERENCE DATA COMMUNICATIONS 59 4. INTERSYMBOL INTERFERENCE 4.1 OBJECT The effects of restricted badwidth i basebad data trasmissio will be studied. Measuremets relative to itersymbol iterferece, usig the eye patter

More information

CS 201: Adversary arguments. This handout presents two lower bounds for selection problems using adversary arguments ëknu73,

CS 201: Adversary arguments. This handout presents two lower bounds for selection problems using adversary arguments ëknu73, CS 01 Schlag Jauary 6, 1999 Witer `99 CS 01: Adversary argumets This hadout presets two lower bouds for selectio problems usig adversary argumets ëku73, HS78, FG76ë. I these proofs a imagiary adversary

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

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

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

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS Mariusz Ziółko, Przemysław Sypka ad Bartosz Ziółko Departmet of Electroics, AGH Uiversity of Sciece ad Techology, al. Mickiewicza 3, 3-59 Kraków, Polad,

More information

On Balancing Exploration vs. Exploitation in a Cognitive Engine for Multi-Antenna Systems

On Balancing Exploration vs. Exploitation in a Cognitive Engine for Multi-Antenna Systems O Balacig Exploratio vs. Exploitatio i a Cogitive Egie for Multi-Atea Systems Haris I. Volos ad R. Michael Buehrer Mobile ad Portable Radio Research Group (MPRG), Wireless@Virgiia Tech Bradley Departmet

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

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM AC 007-7: USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM Josue Njock-Libii, Idiaa Uiversity-Purdue Uiversity-Fort Waye Josué Njock Libii is Associate Professor

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

Chapter 2: Sample Questions, Problems and Solutions Bölüm 2: Örnek Sorular, Problemler ve Çözümleri

Chapter 2: Sample Questions, Problems and Solutions Bölüm 2: Örnek Sorular, Problemler ve Çözümleri Chapter : Sample Questios, Problems ad Solutios Bölüm : Örek Sorular, Problemler ve Çözümleri Örek Sorular (Sample Questios): Fourier series What is a badwidth? What is a voice-grade? Nyquist theorem Shao

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

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

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

Voluntary Spectrum Handoff: A Novel Approach to Spectrum Management in CRNs

Voluntary Spectrum Handoff: A Novel Approach to Spectrum Management in CRNs Volutary Spectrum Hadoff: A Novel Approach to Spectrum Maagemet i CRNs Suk-U Yoo ad Eylem Ekici Departmet of Electrical ad Computer Egieerig The Ohio State Uiversity, Columbus, OH, USA Email: {yoos,ekici}@ece.osu.edu

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

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

Message Scheduling for the FlexRay Protocol: The Dynamic Segment

Message Scheduling for the FlexRay Protocol: The Dynamic Segment IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY 1 Message Schedulig for the FlexRay Protocol: The Dyamic Segmet Ece Gura Schmidt, Member, IEEE, Klaus Schmidt Abstract The FlexRay commuicatio protocol is expected

More information

Cooperative Spectrum Sensing in Cognitive Radio Networks

Cooperative Spectrum Sensing in Cognitive Radio Networks Cooperative Spectrum Sesig i Cogitive Radio Networks Ghurumuruha Gaesa ad Ye (Geoffrey) Li School of Electrical ad Computer Egieerig Georgia Istitute of Techology, Atlata, Georgia 30332 0250 Abstract I

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

Optimizing Route Length in Reactive Protocols for Ad Hoc Networks

Optimizing Route Length in Reactive Protocols for Ad Hoc Networks Optimizig Route Legth i Reactive Protocols for Ad Hoc Networks Thomas Heide Clause *,PhilippeJacquetadLauretVieot INRIA Rocquecourt, Projet Hipercom, Domaie de Voluceau, B.P. 5, 7853 Le Chesay cedex, Frace

More information

Capacity of Large-scale CSMA Wireless Networks

Capacity of Large-scale CSMA Wireless Networks Capacity of Large-scale CSMA Wireless Networks Chi-Ki Chau Computer Laboratory, Uiversity of Cambridge; Dept. of E. & E. Egg., Uiversity College Lodo Chi-Ki.Chau@cl.cam.ac.uk Mighua Che Dept. of Iformatio

More information

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation

Symbol Error Rate Evaluation for OFDM Systems with MPSK Modulation Symbol Error Rate Evaluatio for OFDM Systems with MPS Modulatio Yuhog Wag ad Xiao-Pig Zhag Departmet of Electrical ad Computer Egieerig, Ryerso Uiversity 35 Victoria Street, Toroto, Otario, Caada, M5B

More information

A Framework for Analysis of Connectivity and Performance Bounds in Ad Hoc Networks and Its Application to a Slotted-ALOHA Scenario

A Framework for Analysis of Connectivity and Performance Bounds in Ad Hoc Networks and Its Application to a Slotted-ALOHA Scenario JOURNAL OF COMMUNICATIONS SOFTWARE AND SYSTEMS, VOL., NO., SEPTEMBER 005 35 A Framework for Aalysis of Coectivity ad Performace Bouds i Ad Hoc Networks ad Its Applicatio to a Slotted-ALOHA Sceario Fabrizio

More information

Politecnico di Milano Facoltà di Ingegneria dell Informazione. Wireless Networks. Prof. Antonio Capone

Politecnico di Milano Facoltà di Ingegneria dell Informazione. Wireless Networks. Prof. Antonio Capone Politecico di Milao Facoltà di Igegeria dell Iformazioe Wireless Networks Prof. Atoio Capoe Politecico di Milao Facoltà di Igegeria dell Iformazioe 1 Itroductio Wireless Networks Prof. Atoio Capoe Teacher

More information

Neighbor Discovery for Cognitive Radio Ad Hoc Networks

Neighbor Discovery for Cognitive Radio Ad Hoc Networks Neighbor Discovery for Cogitive Radio Ad Hoc Networks Zaw Htike Departmet of Computer Egieerig, Kyug Hee Uiversity, 1 Seocheo,Giheug, Yogi, Gyeoggi 449-701 Korea +8-10-561-811 htike@etworkig.khu.ac.kr,

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

Research Article Rate-Optimized Power Allocation for DF-Relayed OFDM Transmission under Sum and Individual Power Constraints

Research Article Rate-Optimized Power Allocation for DF-Relayed OFDM Transmission under Sum and Individual Power Constraints Hidawi Publishig Corporatio EURASIP Joural o Wireless Commuicatios ad Networig Volume 9, Article ID 81478, 11 pages doi:1.1155/9/81478 Research Article Rate-Optimized Power Allocatio for DF-Relayed OFDM

More information

Methods to Reduce Arc-Flash Hazards

Methods to Reduce Arc-Flash Hazards Methods to Reduce Arc-Flash Hazards Exercise: Implemetig Istataeous Settigs for a Maiteace Mode Scheme Below is a oe-lie diagram of a substatio with a mai ad two feeders. Because there is virtually o differece

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

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

Cooperative Wideband Spectrum Detection Based on Maximum Likelihood Ratio for CR Enhanced VANET

Cooperative Wideband Spectrum Detection Based on Maximum Likelihood Ratio for CR Enhanced VANET Joural of Commuicatios Vol. 8, No., December 3 Cooperative Widebad Spectrum Detectio Based o Maimum Lielihood Ratio for CR Ehaced VANET Xiaorog Xu,, Jiarog Bao, Yi Luo, ad Huaia Wag College of Telecommuicatio

More information

Stable Throughput Region of Downlink NOMA Transmissions with Limited CSI

Stable Throughput Region of Downlink NOMA Transmissions with Limited CSI Stable Throughput Regio of Dowlik NOMA Trasmissios with imited CSI Yog Zhou ad Vicet W.S. Wog Departmet of Electrical ad Computer Egieerig The Uiversity of British Columbia, Vacouver, Caada e-mail: {zhou,

More information

Network Coding Does Not Change The Multicast Throughput Order of Wireless Ad Hoc Networks

Network Coding Does Not Change The Multicast Throughput Order of Wireless Ad Hoc Networks Network Codig Does Not Chage The Multicast Throughput Order of Wireless Ad Hoc Networks Shirish Karade, Zheg Wag, Hamid R. Sadjadpour, J.J. Garcia-Lua-Aceves Departmet of Electrical Egieerig ad Computer

More information

Converge-Cast with MIMO

Converge-Cast with MIMO Coverge-Cast with MIMO Luoyi Fu, Yi Qi 2, Xibig Wag 3, Xue Liu 4,2,3 Depart. of Electroic Egieerig, Shaghai Jiaotog Uiversity, Chia 4 Depart. of Computer Sciece & Egieerig, Uiversity of Nebraska Licol,

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

ASample of an XML stream is:

ASample of an XML stream is: 1 Efficiet Multichael i XML Wireless Broadcast Stream Arezoo Khatibi* 1 ad Omid Khatibi 2 1 Faculty of Computer Sciece, Uiversity of Kasha, Kasha, Ira 2 Faculty of Mathematics, Uiversity of Viea,Viea,

More information