Dynamic Resource Control for High-Speed Downlink Packet Access Wireless Channel

Size: px
Start display at page:

Download "Dynamic Resource Control for High-Speed Downlink Packet Access Wireless Channel"

Transcription

1 MITSUBISHI ELECTRIC RESEARCH LABORATORIES Dynamc Resource Contro for Hgh-Speed Downn Pacet Access Wreess Channe Hua-Rong Shao, Cha Shen, Daqng Gu, Jnyun Zhang, Php Or TR May 2003 Abstract It s a chaengng tas to provde Quaty of Servce (QoS) contro for a shared hgh-speed downn pacet access (HSDPA) wreess channe. In ths paper, we frst propose a new dynamc resource contro framewor ntegrated wth adaptve moduaton and codng (AMC) and hybrd automatc repeat request (H-ARQ) to support cass-based mutmeda appcatons over HSDPA wreess channes. Then we present a new schedung agorthm, Deay-senstve Dynamc Far Queueng (DSDFQ), to meet deay requrements of mutmeda appcatons as we as mantan hgh networ effcency. The proposed approach can easy adapt to oad fuctuatons of dfferent traffc casses and varyng wreess channe condtons caused by user mobty, fadng and shadowng. Performance evauaton shows the advantage of our proposed approach. 23rd Internatona Conference on Dstrbuted Computng Systems, Internatona Worshop on Mobe and Wreess Networs Ths wor may not be coped or reproduced n whoe or n part for any commerca purpose. Permsson to copy n whoe or n part wthout payment of fee s granted for nonproft educatona and research purposes provded that a such whoe or parta copes ncude the foowng: a notce that such copyng s by permsson of Mtsubsh Eectrc Research Laboratores, Inc.; an acnowedgment of the authors and ndvdua contrbutons to the wor; and a appcabe portons of the copyrght notce. Copyng, reproducton, or repubshng for any other purpose sha requre a cense wth payment of fee to Mtsubsh Eectrc Research Laboratores, Inc. A rghts reserved. Copyrght c Mtsubsh Eectrc Research Laboratores, Inc., Broadway, Cambrdge, Massachusetts 02139

2 MERLCoverPageSde2

3 Dynamc Resource Contro for Hgh-Speed Downn Pacet Access Wreess Channe Hua-Rong Shao, Cha Shen, Daqng Gu, Jnyun Zhang, Php Or Mtsubsh Eectrc Research Laboratores, 201 Broadway, Cambrdge, MA, {shao, shen, dgu, zhang, ABSTRACT It s a chaengng tas to provde Quaty of Servce (QoS) contro for a shared hgh-speed downn pacet access (HSDPA) wreess channe. In ths paper, we frst propose a new dynamc resource contro framewor ntegrated wth adaptve moduaton and codng (AMC) and hybrd automatc repeat request (H-ARQ) to support cass-based mutmeda appcatons over HSDPA wreess channes. Then we present a new schedung agorthm, Deay-senstve Dynamc Far Queueng (DSDFQ), to meet deay requrements of mutmeda appcatons as we as mantan hgh networ effcency. The proposed approach can easy adapt to oad fuctuatons of dfferent traffc casses and varyng wreess channe condtons caused by user mobty, fadng and shadowng. Performance evauaton shows the advantage of our proposed approach. 1. INTRODUCTION Future wreess ceuar networs w support ntegrated mutmeda appcatons wth varous quaty of servce (QoS) requrements. Provdng QoS dfferentaton n hghspeed wreess data networs s consdered as a promsng souton for the ncreasng mutmeda demands from wreess end users. Due to the dfference between traffc characterstcs of pacet data and tradtona crcutswtched voce, dedcated channes are aocated for data servces n many wreess communcaton systems and standards such as Hgh Data Rate (HDR) systems (a..a. 1xEV-DO) [1], 1xTREME (a..a. 1xEV-DV) of 3rd Generaton Partnershp Proect 2 (3GPP2) [2], and Hgh Speed Downn Pacet Access (HSDPA) of 3rd Generaton Partnershp Proect (3GPP) [3]. In HSDPA, a hgh-speed downn data channe s shared by mutpe users wthn the same ce. Many technooges are currenty under consderaton for HSDPA system to enhance the system performance. They ncude adaptve moduaton and codng (AMC), hybrd automatc repeat request (H-ARQ), fast ce seecton (FCS) and mutpe-nput-mutpe-output (MIMO) technooges. AMC offers a n adaptaton method that can dynamcay adapt moduaton-codng scheme to current channe condtons for each user (nown as UE (user equpment)). In a system wth AMC, users cose to the base staton (BTS) (nown as node B n HSDPA) usuay have good rado n and are typcay assgned hgher order moduatons and hgher code rates (e.g. 64 QAM wth R=3/4 turbo codes). The moduaton-order and/or code rate w decrease as the dstance of a user from BTS ncreases. H-ARQ provdes a retransmsson mechansm for the ost or erroneous nformaton. There are many schemes for mpementng H-ARQ - Chase combnng, Rate compatbe Punctured Turbo codes and Incrementa Redundancy. An mportant research ssue s how to perform resource contro and management and ntegrate rado resource contro schemes wth these new technooges. As a smpe nstance, data transmsson capacty at a base staton w vary accordngy wth AMC schemes used by users. Gven the same amount of spreadng code (code space) and tme sot (tme space) resources, an mobe user wth hgher order moduaton scheme and hgher codng rate usuay can obtan hgher data rate than those wth ower order moduaton schemes and ower codng rate. Ths paper focuses on the resource aocaton wth QoS contro n HSDPA system wth AMC and H-ARQ mechansms. Pacet schedung s one of the most mportant QoS contro approaches for wreess mutmeda communcatons. Many proposas on pacet schedung n wreess envronments have been proposed, for exampe, CSDPS (Channe state dependent pacet schedung)[5], IWFQ (Ideazed Wreess Far Queueng Agorthm) [6], CIF-Q (Channe-Condton Independent Far Queueng) [7], SBFA (Server Based Farness Agorthm) [8], I-CSDPS (Improved channe state dependent pacet schedung) [9], CAFQ (Channe adaptve far queueng) [10], M-LWDF (Modfed Largest Weghted Deay Frst) [11], and CDGPS (Code-dvson generazed processor sharng) [12]. Most approaches [5-9] assume a smpe two-state Marov mode: the scheduer smuates an error-free system runnng a wre-ne pacet schedung agorthm when the sessons have good (or perfect) channe states (effectve throughput s mum). When the sesson that s schedued to transmt data encounters a bad channe state, t w gve the transmsson opportunty to other error-free sessons (.e., wth a good channe state). Then these errorfree sessons w gve ther transmsson rghts bac to the error sesson once the error sesson escapes from a bad

4 channe state. These agorthms many am to provde farness and aso soft QoS guarantees. In [10], a new defnton of farness and a schedung agorthm adaptng to severa channe condtons s proposed. However, t doesn t provde expct QoS guarantee. In [11], a user schedung scheme based on the tradeoff between deay and throughput s presented. Ths approach assumes that each user can ony support one QoS traffc cass at a tme. GPS (Generazed processor sharng) scheme s dynamcay apped to spreadng codes rather than tme sots for dfferent mobe users n [12]. In ths paper, we propose a resource schedung mechansm that s cosey ntegrated wth some HSDPA technooges such as AMC and H-ARQ. Because AMC scheme for a user s changed dynamcay accordng to ts channe condton, the scheduer can obtan the channe condton nformaton of each user through ts AMC scheme. Therefore, the proposed schedung mechansm s not based on the smpe On-Off two state Marov mode. H-ARQ ntroduces extra traffc oad nto wreess networs. Prevous wor ddn t consder ths serousy. In the proposed scheme, we dfferentate the orgna pacets and the re-transmtted pacets by pacng them at dfferent queues. In the future, one mobe devce shoud be abe to support mutpe streams wth dfferent QoS requrements smutaneousy. For nstance, one user can get streamng vdeo from a vdeo server and get text fe from a FTP server at the same tme. Thus the scheduer at base staton needs to hande both QoS traffc casses and dfferent mobe users sharng the same HSDPA downn channe. Prevous wor usuay consders how to schedue resources to dfferent mobe users and assgn each user a separate queue. In the proposed scheme, queues are assgned to dfferent QoS casses rather than dfferent users. Queue parameters such as queue ength are specfed accordng to deay and pacet oss requrements. We propose DSDFQ (Deay-senstve Dynamc Far Queueng) schedung scheme that dynamcay adust the queue weghts wth traffc dynamcs and queue status. Therefore, expct QoS can be provded wth the proposed scheme. Each cass s then sub-dvded nto sub-casses accordng to each user s AMC scheme. It s that, n each cass, mobe users wth the same AMC are grouped nto the same sub-cass. Users wth better channe condton (ndcated by AMC schemes) are gven hgher schedung prorty than those wth worse channe condton. It s acheved by settng dfferent RED (random eary Detecton) for dfferent AMC schemes. Because of ths nd of sub-cass mechansm, a good system throughput can be mantaned by constranng the mobe users wth bad channe condton. The rest of the paper s organzed as foows. Secton 2 presents our new dynamc resource contro framewor. Secton 3 descrbes the proposed pacet schedung agorthm and then gves a theoretca anayss. Secton 4 shows the smuaton resuts. Fnay, secton 5 concudes the paper. Fg.1: Resource contro framewor for HSDPA 2. RESOURCE CONTROL FRAMEWORK Fg. 1 ustrates the proposed dynamc resource contro framewor for HSDPA. We many consder how to perform resource contro at node B n HSDPA systems. It s assumed that mutpe mobe or fxed UEs exst n one ce, and each UE can support mutpe streams or traffc casses. Four traffc casses are specfed n 3GPP or HSDPA: Conventona cass voce traffc; Streamng cass audo and vdeo traffc; Interactve cass web browsng, database read types of traffc; and Bacground cass best effort traffc. Compared wth other s wor, our approach not ony consders how to schedue pacets to dfferent UEs, but aso schedue dfferent traffc casses n a mutpe UE envronment. Wthn the framewor, transmsson requests are sent to the Admsson Contro modue. The Admsson Contro modue maes the decson whether or not to admt new transmsson streams by computng the avaabe resource from physca-ayer resource measurement and exstng traffcs. Once admtted, traffc streams enter the Traffc Shapng and Cassfcaton modue, and then are passed to dfferent queues accordng to traffc casses to whch traffc streams beong. Traffc streams are cassfed accordng to deay and pacet oss requrements. These QoS parameters decde the queue ength, the weght of a queue and RED (Random Eary Detecton) confguraton. Because H-ARQ retransmsson may ntroduce arge amount of extra traffc oad when wreess channes are n bad condton, we assgn two queues to each traffc cass: orgna transmsson queue and re-transmsson queue. For each cass, sub-casses (dfferent coors) are specfed accordng to MCS (Moduaton and codng scheme). Both spreadng codes and tme frames are schedued to UEs.

5 3GPP HSDPA specfes that tme frame ength (or TTI: Transmsson Tme Interva) s fxed and equa to 2ms, and spreadng codes are orthogona codes. SF (Spreadng Factor) s fxed and equa to 16, so that the tota spreadng code number s 16. We assume that one UE can be assgned wth mutpe spreadng codes n the same TTI. WFQ weghts are dynamcay adusted accordng to the queue status of dfferent casses. Detaed schedung w be presented n Secton 3. As ustrated n Fg. 1, each UE montors the channe status and feedbac carrer-to-nterference (C/I) nformaton to node B perodcay. Then node B estmates the avaabe resource and decdes moduaton and codng scheme for data transmsson to the UE. We assume there are N MCS eves avaabe, and et R n ( n N ) data rate wth MCS eve n, FER (,n) 1 be γ denote frame error rate (FER) for a gven sgna-to-nose rato of channe γand MCS eve n. Then, the effectve data transmsson rate s R n 1 FER γ, n. A UE seects MCS eve equa to ( ( ) so as to mze the effectve data rate for the measured γ. = R 1 FER γ, n where s the That s, { ( ( ))} n n seected MCS eve. The protoco data unt (PDU) at a rado nterface s the data traffc carred durng a tme frame (or TTI). Snce data rate vares wth MCS eve, PDU sze aso vares. An IP pacet arrved at node B s segmented accordng to the aowabe PDU szes. A UE acnowedges the recepton of a PDU. If node B doesn t receve an acnowedgement wthn a tme perod, t retransmts the PDU. If the mum number of retransmsson tras for a PDU s M, a PDU can be transmtted up to M+1 tmes ncudng the orgna transmsson. Durng a retransmsson sequence, MCS eve s ept the same as that for the orgna transmsson. To mprove n utzaton and adapt to our schedung mechansm, we propose dfferent mum number of retransmsson (M) for PDUs wth dfferent MCS eves. The hgher MCS eve s, the arger M vaue s gven. 3. DSDFQ Schedung We propose a new schedung scheme caed Deay- Senstve Dynamc Far Queueng (DSDFQ) for HSDPA systems. The scheduer s ocated at MAC ayer to schedue PDUs carred at dfferent TTIs and wth dfferent spreadng codes. For convenence, we st ca these nds of PDUs as pacets. From Secton 2, t can be seen the proposed scheduer s cosey ntegrated wth AMC and H- ARQ. The ey pont of the schedung scheme s dynamc adustment of the weght of each queue accordng to the current deay. We use coored toens to dstngush pacets wth dfferent MCS eves wthn one queue. Moreover, we use Weghted RED as the pacet drop scheme Schedung Agorthm The purpose of Deay-senstve Dynamc Far Queueng s to mantan a dynamc farness accordng to the deay status of each queue. Une most far queueng schemes, ths scheme s not an approxmate approach to GPS (Generazed Processor Sharng), though some deas are from the common Far Queueng schemes. In [13], a sorted prorty queue mechansm that s commony used by Vrtua Coc, WFQ and WF2Q was dscussed. The framewor of Deay-senstve Dynamc Far Queueng s aso based on ths mechansm. In ths mechansm, there s a state varabe assocated wth each connecton to montor and enforce ts traffc. Here, we use the same state varabe as WFQ that s caed the Vrtua Fnsh Tme. The vrtua fnsh tme of a pacet s defned as: 1 L F = { F, V( t)} +, where F s the vrtua fnsh tme of the th pacet of cass, V (t) s the vrtua tme when the th pacet arrves, s the weght of cass and L s the pacet sze of the th pacet measured n byte. In WFQ, weght s fxed and does not refect the current stuaton of the queue. In the proposed Deay-senstve Dynamc Far Queueng, the weght of each queue,, s a varabe. When an event occurs, the deay of ths pacet ( deay ) s changed and s recacuated as foows: 0 = f ( deay ) = mn( + deay where 0 s the basc weght of cass,, ) s the mum weght of cass, deay s queueng deay of the th pacet n cass, and s the adustment parameter. Let S denote the vrtua tme when pacet n cass starts to be served, and F denote the vrtua tme when pacet n cass fnshes servng. When a pacet s enterng a queue, the processng steps are: 1) Get the ma deay of the queue, 2) Update vrtua tme,.e., get S, then F, and determne the dequeue order. Mathematcay, Steps 1) and 2) can be respectvey represented as deay and = deay 1 + L 1 1 /( Bw)

6 F where 1 = ( F, V ( tast ) + ( t tast ) / ) + L /( Bw), 1 L s the ength of the th pacet n cass, Bw s the bandwdth of the output n, and t ast s the rea tme when the vrtua tme ast updates (the weght s atest change). Accordng to the order of fnsh tme, nsert ths pacet to the outgong queue. 3) Next, change the weght. Accordng to the new deay vaue, cacuate the current weght as foows: 0 = f ( deay ) = + g ( deay ), 0 where, s the basc weght of cass, and g ( deay ) can be treated as a curve caed Weght Curve. 4) Determne the rea tme at whch the next pacet w depart the queue. Then schedue the next departure of the queue. (Ths can aso be processed when dequeueng a pacet f the processng speed s fast enough). Denote the rea tme as Next(t). Then at tme Next(t), the obectve s to change the weght and deay of each cass as foows. deay = deay L /( Bw), At the output n, the system smpy forwards the pacets. Thus, when a pacet P enters the queue, ts deay s frst cacuated, and then the weght s ncreased f the deay s arger than before. So the guaranteed rate of cass s temporary ncreased. Snce the pacets of each cass arrve ndependenty and the weght changes each tme when a pacet arrves, the dynamc baance s mantaned and the bandwdth aocaton coud be much more far than other statc schedung schemes. We ca such farness Dynamc Farness Theoretca Anayss We anayze the deay bound of Deay-senstve Dynamc Far Queueng when g (deay ) s not zero. In the foowng anayss, we assume that the traffc has the constrant smar to those by eay bucet shapng. Thus, the traffc enterng the networ s shaped as foows: A ( τ, t) σ + ρ ( t τ ), 0 τ t, where A ( τ, t) s the amount of traffc for cass that enters the networ durng tme nterva [ τ,t]. Toens are generated at a fxed rate ρ, and pacets can be reeased nto the networ ony after acqurng the requred number of toens from the eay bucet. The eay bucet contans at most σ bts toens. In our scheme, the cacuaton of deay of pacet n cass s a ey probem. As mentoned earer, we cacuate the deay when a pacet enqueues and update t when a pacet dequeues the system. Thus the deay that we get woud be smaer than the rea deay by a vaue wthn (1,L/Bw) where L s the pacet ength and Bw s the bandwdth of the output n. We use another method to get the deay of a pacet. Suppose that the system starts ts busy perod from tme zero. Let D ( t) = L / Bw (, ) A denote the tota deay of pacet of cass from tme zero. The rea deay of pacet of cass can be represented as: deay = D ( t) t = L / Bw t, (, ) A where t s the rea tme when pacet of cass arrves. Further, we assume that the traffc s greedy and the servce start tme of a pacet s ust the tme that the prevous pacet fnshes ts servce. Thus, we have 1 S = F, and F 1 = S + L /( Bw) = F + L /( Then we can get: D D 1 = + Bw). L (, ) B(, ) / Bw and 1 B(, ) = {(, ) : F F < L /( Bw)}. The number of eements n set B (, ) can be nterpreted as N N, B, B < where, whch satsfes L ( / L ) ρ mn Bw L 1 < ( ρ ) / Bw, Lmn ρ s the average rate of cass, L mn s the mnmum sze of a pacet, and s the mum weght of cass. Now, we can see 1 L L D < D + Bw L mn ( ρ 1 ) / Bw L 1 1 D < D + ( ). 2 ρ = D + Cs Bw Lmn Consequenty, we can derve the deay as foows: D < Cs, D < D + Cs, 1 f ( D ) 1 1 and 1 1 D < D + Cs. 1 f ( D )

7 The deay of pacet n cass s: deay Suppose the buffer of cass s w be dropped when the queue sze q m, where Qen Qen = = 1 = 1 ( t = 1 ( t t ( t = D t. q m, then the pacet Qen s equa to Qen can be restrcted by the foowng: t 1 t 1 ) 1 ) Bw B w, f ( deay ) ) Bw. 4. Smuaton Evauaton We smuated one ce case and ddn t consder nterference between ces n the smuaton. At ntazaton, K UEs are unformy dstrbuted n the ce under observaton, and ther movng drectons are randomy chosen. The speed of a UE s decded as unformy dstrbuted wth the mean of 3 m/h and standard devaton of 1 m/h. Every 5 seconds, a UE changes ts speed accordng to the same manner as at the ntazaton. At that tme, the UE ether updates ts movng drecton wth probabty of 0.3 or does not change ts movng drecton wth probabty of 0.7. If t decdes to change ts movng drecton, the drecton s chosen as unformy dstrbuted wthn [-π/2, π/2]. We use the foowng sgna path oss mode that s defned n 3GPP as the channe mode. L = og 10 D, where D s the dstance (n m) between node B and a UE. We consder the foowng correaton mode for shadow C( d ) = e d n2 d cor S = C( d ) S * [ C( d )] N (0, σ ). where C(d) s a normazed autocorreaton functon of shadowng, dcor s the de-correaton ength, and d s the dstance that a UE has moved snce the ast cacuaton of shadowng. dcor was set to 5 m n the smuaton. The ognorma shadowng n ogarthmc scae s characterzed by a Gaussan dstrbuton wth zero mean and a standard devaton σ. The ognorma shadowng wth zero mean and a standard devaton of 8 db was consdered. S s the shadowng vaue represented n db and s updated usng the ast cacuated shadowng vaue S*. In smuaton, we update shadowng vaue every 5 sec. A four traffc casses were nputted nto the smuaton envronment: E-ma for best effort cass, web browsng for nteractve cass, vdeo for streamng cass and PCM voce for conventona cass. As for vdeo, we smuated both CBR vdeo and sef-smar VBR vdeo wth Pareto mode, and three dfferent bt rates were consdered: 56bps, 384bps and 1.5Mbps. We compared our DSDFQ scheme wth WFQ and FIFO (no QoS) schemes. Fg. 2 and Fg. 3 demonstrate the deay performance of those three schemes.. Frsty, our scheme can acheve much smaer deay than WFQ and FIFO for both VBR and CBR vdeos. In the case of CBR, our scheme can contro deay n 20 ms, but vdeo deay wth WFQ s amost 20 tmes arger than our scheme. In the case of VBR, our scheme reduces the deay n haf when compared wth WFQ. Secondy, our scheme can aso acheve good deay performance for other traffc casses when compared wth WFQ and FIFO. fadng. Fg.2: Deay Comparson for CBR vdeo and other traffc casses

8 Fg.3: Deay Comparson for VBR vdeo and other traffc casses 5.Concuson and Future Wor Ths paper proposes a new dynamc resource contro framewor to support mutpe traffc casses over the shared hgh-speed wreess pacet downn channe of next generaton wreess networ. In ths framewor, combned wth AMC and H-ARQ, the proposed DSDFQ scheduer aocates both spreadng codes and tme sots to dfferent UEs and traffc casses to meet the deay requrements from dfferent mutmeda appcatons. The proposed approach can aso be easy adapted to oad fuctuatons from dfferent traffc casses and dynamc wreess envronment. The future wor ncudes how to reduce sgnang oad between UEs and node B by decreasng spreadng code swtch tmes for each UE at the scheduer. 6. References [1] P. Bender, et a. CDMA/HDR: A bandwdth effcent hgh speed data servce for nomadc users, IEEE Commun. Mag., Vo. 38, No. 7, pp , Juy [2] Motoroa and Noa, 3GPP2 1xTREME Presantaton C , Mar [3] Motoroa, Feasbty study of advanced technque for Hgh Speed Downn Pacet Access, TSG-R WG1 document, R1-556, Apr, 2000, Seou, Korea. [4]Y. Cao, V. L, Schedung Agorthms n Broad-Band Wreess Networs, IEEE PROCEEDINGS OF THE IEEE, p. 76~87, VOL. 89, NO. 1, JANUARY [5] C. Fragou, V. Svaraman, and M. Srvastava, Controed mu-tmeda wreess n sharng va enhanced cass-based queueng wth channe-state dependent pacet schedung, n Proc. IN-FOCOM 98, vo. 2, Mar. 1998, pp [6] S. Lu and V. Bharghavan, Far schedung n wreess pacet net-wors, IEEE/ACM Trans. Networng, vo. 7, no. 4, pp , [7] T. S. Eugene Ng, I. Stoca, and H. Zhang, Pacet far queueng agorthms for wreess networs wth ocatondependent errors, n Proc. INFOCOM98, Mar. 1998, pp [8] P. Ramanathan and P. Agrawa, Adaptng pacet far queueng agorthms to wreess networs, n Proc. ACM MOBICOM 98, Oct [9] J. Gomez, A. T. Campbe, and H. Morawa, The Havana frame-wor for supportng appcaton and channe dependent QoS n wreess networs, n Proc. ICNP 99, Nov. 1999, pp [10] L Wang, Yu-Kwong Kwo, Wng-Cheong Lau, and Vncent K. N. Lau, Channe Capacty Far Queueng n Wreess Networs: Issues and A New Agorthm, ICC 2002, Apr, 2002, New Yor, U.S.A. [11] M. Andrews, K. Kumaran, K. Ramanan, A. Stoyar, P. Whtng, and R. Vayaumar, Provdng quaty of servce over a shared wreess n, IEEE Communcatons Magazne, vo. 39, no. 2, pp , Feb [12] L. Xu, X. Shen, J. Mar, Dynamc bandwdth aocaton wth far schedung for WCDMA systems, IEEE Wreess Communcatons, Apr, [13] Hu Zhang, Servce Dscpne For Guaranteed Performance Servce n Pacet-Swtchng Networs, Proceedngs of IEEE, 83(10), Oct [14] W. Jeon, D. Jeong, B. Km, Desgn of Pacet Transmsson Scheduer for Hgh Speed Downn Pacet Access Systems, Proc. Of the IEEE VTC 2002, Sprng.

Performance Analysis of an Enhanced DQRUMA/MC-CDMA Protocol with an LPRA Scheme for Voice Traffic

Performance Analysis of an Enhanced DQRUMA/MC-CDMA Protocol with an LPRA Scheme for Voice Traffic Performance Anayss of an Enhanced DQRUA/C-CDA Protoco wth an LPRA Scheme for Voce Traffc Jae Yoon Park Korea Teecom R&D Group, Woomyun-dong 17, Seou, 137-792, Korea Seung Yeob Nam Dept. of EECS, KAIST,

More information

User Based Resource Scheduling for Heterogeneous Traffic in the Downlink of OFDM Systems

User Based Resource Scheduling for Heterogeneous Traffic in the Downlink of OFDM Systems G. Indumath S. Vjayaran K. Murugesan User Based Resource Schedung for Heterogeneous Traffc n the Downn of OFDM Systems INDUMATHI.G VIJAYARANI.S Department of ECE Mepco Schen Engneerng Coege Svaas INDIA.

More information

UWB & UWB Channels HANI MEHRPOUYAN

UWB & UWB Channels HANI MEHRPOUYAN UWB & UWB Channes HANI MEHRPOUYAN Abstract Utra Wde Band (UWB) sgnang s expected to pay an mportant roe n the future of communcatons systems. UWB uses extremey wde transmsson bandwdths (n excess of 3 GHz),

More information

A Non-cooperative Game Theoretic Approach for Multi-cell OFDM Power Allocation Ali Elyasi Gorji 1, Bahman Abolhassani 2 and Kiamars Honardar 3 +

A Non-cooperative Game Theoretic Approach for Multi-cell OFDM Power Allocation Ali Elyasi Gorji 1, Bahman Abolhassani 2 and Kiamars Honardar 3 + 29 Internatona Symposum on Computng, Communcaton, and Contro (ISCCC 29 Proc.of CSIT vo. (2 (2 IACSIT Press, Sngapore A Non-cooperatve Game Theoretc Approach for Mut-ce OFDM Power Aocaton A Eyas Gorj, Bahman

More information

LMS Beamforming Using Pre and Post-FFT Processing for OFDM Communication Systems

LMS Beamforming Using Pre and Post-FFT Processing for OFDM Communication Systems B LMS Beamformng Usng Pre and Post-FFT Processng for OFDM Communcaton Systems Mohamed S. Heae (), Mohab A. Mangoud () and Sad Enoub (3) () Teecomm Egypt Co., Aexandra Sector, e-ma: m.shory@yahoo.com ()

More information

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate Comparatve Analyss of Reuse and 3 n ular Network Based On IR Dstrbuton and Rate Chandra Thapa M.Tech. II, DEC V College of Engneerng & Technology R.V.. Nagar, Chttoor-5727, A.P. Inda Emal: chandra2thapa@gmal.com

More information

Cooperative Wireless Multicast: Performance Analysis and Power/Location Optimization

Cooperative Wireless Multicast: Performance Analysis and Power/Location Optimization 88 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 9, NO. 6, JUNE Cooperatve Wreess Mutcast: Performance Anayss and Power/Locaton Optmzaton H. Vcky Zhao, Member, IEEE, and Wefeng Su, Member, IEEE Abstract

More information

Neuro-Fuzzy Network for Adaptive Channel Equalization

Neuro-Fuzzy Network for Adaptive Channel Equalization Neuro-Fuzzy Network for Adaptve Channe Equazaton Rahb H.Abyev 1, Tayseer A-shanabeh 1 Near East Unversty, Department of Computer Engneerng, P.O. Box 670, Lefkosa, TRNC, Mersn-10, Turkey rahb@neu.edu.tr

More information

Definition of level and attenuation in telephone networks

Definition of level and attenuation in telephone networks Defnton of eve and attenuaton n teephone networks o The purpose: defnton of the measurement unts used for sgna eve and crcut gan/attenuaton n teephony; defnton of the reference ponts empoyed n teephone

More information

Performance Analysis of MIMO SFBC CI-COFDM System against the Nonlinear Distortion and Narrowband Interference

Performance Analysis of MIMO SFBC CI-COFDM System against the Nonlinear Distortion and Narrowband Interference Performance Anayss of MIMO SFBC CI-COFDM System aganst the onnear Dstorton and arrowband Interference YSuravardhana eddy Department of ECE JTUACEAnantapur AP E-ma: suravardhana@gmacom K ama adu Department

More information

Systematic Approach for Scheduling of Tasks and Messages under Noise Environment

Systematic Approach for Scheduling of Tasks and Messages under Noise Environment Systematc Approach for Schedung of asks and Messages under Nose nvronment Hyoung Yuk KIM Hye Mn SHIN and Hong Seong PARK Dept of ectrca and omputer ng Kangwon Natona Unversty 9- Hyoja Dong huncheon 00-70

More information

THE third Generation Partnership Project (3GPP) has finalized

THE third Generation Partnership Project (3GPP) has finalized 3 8th Internatona Conference on Communcatons and Networkng n Chna (CHINACOM MU-MIMO User Parng Agorthm to Acheve Overhead-Throughput Tradeoff n LTE-A Systems Yng Wang, Fe Peng, Wedong Zhang, Yuan Yuan

More information

Optimal and water-filling Algorithm approach for power Allocation in OFDM Based Cognitive Radio System

Optimal and water-filling Algorithm approach for power Allocation in OFDM Based Cognitive Radio System Internatona Journa of Engneerng Research and Technoogy. ISS 0974-3154 Voume 10, umber 1 (017) Internatona Research Pubcaton House http://www.rphouse.com Optma and water-fng Agorthm approach for power Aocaton

More information

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems APSIPA ASC 2011 X an Throughput Maxmzaton by Adaptve Threshold Adjustment for AMC Systems We-Shun Lao and Hsuan-Jung Su Graduate Insttute of Communcaton Engneerng Department of Electrcal Engneerng Natonal

More information

Calculation of the received voltage due to the radiation from multiple co-frequency sources

Calculation of the received voltage due to the radiation from multiple co-frequency sources Rec. ITU-R SM.1271-0 1 RECOMMENDATION ITU-R SM.1271-0 * EFFICIENT SPECTRUM UTILIZATION USING PROBABILISTIC METHODS Rec. ITU-R SM.1271 (1997) The ITU Radocommuncaton Assembly, consderng a) that communcatons

More information

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks Resource Allocaton Optmzaton for Devce-to- Devce Communcaton Underlayng Cellular Networks Bn Wang, L Chen, Xaohang Chen, Xn Zhang, and Dacheng Yang Wreless Theores and Technologes (WT&T) Bejng Unversty

More information

A study of turbo codes for multilevel modulations in Gaussian and mobile channels

A study of turbo codes for multilevel modulations in Gaussian and mobile channels A study of turbo codes for multlevel modulatons n Gaussan and moble channels Lamne Sylla and Paul Forter (sylla, forter)@gel.ulaval.ca Department of Electrcal and Computer Engneerng Laval Unversty, Ste-Foy,

More information

Study of Downlink Radio Resource Allocation Scheme with Interference Coordination in LTE A Network

Study of Downlink Radio Resource Allocation Scheme with Interference Coordination in LTE A Network Internatonal Journal of Future Computer and Communcaton, Vol. 6, o. 3, September 2017 Study of Downln Rado Resource Allocaton Scheme wth Interference Coordnaton n LTE A etwor Yen-Wen Chen and Chen-Ju Chen

More information

Fair Scheduling for Real-Time Multimedia Support in IEEE Wireless Access Networks

Fair Scheduling for Real-Time Multimedia Support in IEEE Wireless Access Networks Far Schedulng for Real-Tme Multmeda Support n IEEE 802.16 Wreless Access Networs Yaser P. Fallah Inst. of Transportaton Studes (Depts EECS & CEE), Unversty of Calforna at Bereley, USA e-mal: yaserpf@eecs.bereley.edu

More information

Space Time Equalization-space time codes System Model for STCM

Space Time Equalization-space time codes System Model for STCM Space Tme Eualzaton-space tme codes System Model for STCM The system under consderaton conssts of ST encoder, fadng channel model wth AWGN, two transmt antennas, one receve antenna, Vterb eualzer wth deal

More information

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming

Power Minimization Under Constant Throughput Constraint in Wireless Networks with Beamforming Power Mnmzaton Under Constant Throughput Constrant n Wreless etworks wth Beamformng Zhu Han and K.J. Ray Lu, Electrcal and Computer Engneer Department, Unversty of Maryland, College Park. Abstract In mult-access

More information

6928 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 12, DECEMBER 2014

6928 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 12, DECEMBER 2014 6928 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 13, NO. 12, DECEMBER 2014 Optma Power Aocaton and User Schedung n Mutce Networks: Base Staton Cooperaton Usng a Game-Theoretc Approach Janchao Zheng,

More information

Providing Strict Quality of Service in HSDPA for real time services

Providing Strict Quality of Service in HSDPA for real time services Provdng Strct Qualty of Servce n HSDPA for real tme servces Joseph S. Gomes, Mra Yun, Hyeong-Ah Cho, Jae-Hoon Km 2, JungKyo Sohn 3, Hyeong-In Cho 3 Department of Computer Scence, George Washngton Unversty,

More information

986 IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 33, NO. 5, MAY 2015

986 IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 33, NO. 5, MAY 2015 986 IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 33, NO. 5, MAY 2015 Bayesan Herarchca Mechansm Desgn for Cogntve Rado Networks Yong Xao, Member, IEEE, Zhu Han, Feow, IEEE, Kwang-Cheng Chen,

More information

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme Performance Analyss of Mult User MIMO System wth Block-Dagonalzaton Precodng Scheme Yoon Hyun m and Jn Young m, wanwoon Unversty, Department of Electroncs Convergence Engneerng, Wolgye-Dong, Nowon-Gu,

More information

Evaluation of Kolmogorov - Smirnov Test and Energy Detector Techniques for Cooperative Spectrum Sensing in Real Channel Conditions

Evaluation of Kolmogorov - Smirnov Test and Energy Detector Techniques for Cooperative Spectrum Sensing in Real Channel Conditions Tefor Journa Vo. 7 No. 05. 3 Evauaton of Komogorov - Smrnov Test and Energy Detector Technques for Cooperatve Spectrum Sensng n Rea Channe Condtons Deman Lekomtcev Student ember IEEE and Roman arsaek ember

More information

Full-Duplex Device-to-Device Collaboration for Low-Latency Wireless Video Distribution

Full-Duplex Device-to-Device Collaboration for Low-Latency Wireless Video Distribution Fu-Dupex Devce-to-Devce Coaboraton for Low-Latency Wreess Vdeo Dstrbuton Mansour Nascheragh 1, Member, IEEE Seyed A Ghorash 1,2, Senor Member, IEEE, Mohammad Shkh-Bahae 3, Senor Member, IEEE 1. Department

More information

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol., No., November 23, 3-9 Rejecton of PSK Interference n DS-SS/PSK System Usng Adaptve Transversal Flter wth Condtonal Response Recalculaton Zorca Nkolć, Bojan

More information

A Cooperative Spectrum Sensing Scheme Based on Trust and Fuzzy Logic for Cognitive Radio Sensor Networks

A Cooperative Spectrum Sensing Scheme Based on Trust and Fuzzy Logic for Cognitive Radio Sensor Networks IJCSI Internatona Journa of Computer Scence Issues, Vo., Issue, No, January 23 ISSN (Prnt: 694-784 ISSN (Onne: 694-84 www.ijcsi.org 275 A Cooperatve Spectrum Sensng Scheme Based on Trust and Fuzzy Logc

More information

Resource Control for Elastic Traffic in CDMA Networks

Resource Control for Elastic Traffic in CDMA Networks Resource Control for Elastc Traffc n CDMA Networks Vaslos A. Srs Insttute of Computer Scence, FORTH Crete, Greece vsrs@cs.forth.gr ACM MobCom 2002 Sep. 23-28, 2002, Atlanta, U.S.A. Funded n part by BTexact

More information

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian CCCT 05: INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS, AND CONTROL TECHNOLOGIES 1 Approxmatng User Dstrbutons n CDMA Networks Usng 2-D Gaussan Son NGUYEN and Robert AKL Department of Computer

More information

DYNAMIC SYSTEM LEVEL PERFORMANCE FOR MC-CDMA SCHEME J. Rodriguez, X.Yang, D. Mavrakis, R. Tafazolli* D.T. Phan Huy**

DYNAMIC SYSTEM LEVEL PERFORMANCE FOR MC-CDMA SCHEME J. Rodriguez, X.Yang, D. Mavrakis, R. Tafazolli* D.T. Phan Huy** DYNAMC SYSEM EVE PEFOMANCE FO MC-CDMA SCHEME J. odrguez, X.Yang, D. Mavraks,. afazoll* D.. Phan Huy** *Centre for Communcaton Systems esearch, Un. of Surrey, uldford, Surrey. UK e-mal: J..odrguez@surrey.ac.uk

More information

Index Terms Adaptive modulation, Adaptive FEC, Packet Error Rate, Performance.

Index Terms Adaptive modulation, Adaptive FEC, Packet Error Rate, Performance. ANALYTICAL COMPARISON OF THE PERFORMANCE OF ADAPTIVE MODULATION AND CODING IN WIRELESS NETWORK UNDER RAYLEIGH FADING 723 Sab Y.M. BANDIRI, Rafael M.S. BRAGA and Danlo H. SPADOTI Federal Unversty of Itajubá

More information

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas Impact of Interference Model on Capacty n CDMA Cellular Networks Robert Akl, D.Sc. Asad Parvez Unversty of North Texas Outlne Introducton to CDMA networks Average nterference model Actual nterference model

More information

Topology Control for C-RAN Architecture Based on Complex Network

Topology Control for C-RAN Architecture Based on Complex Network Topology Control for C-RAN Archtecture Based on Complex Network Zhanun Lu, Yung He, Yunpeng L, Zhaoy L, Ka Dng Chongqng key laboratory of moble communcatons technology Chongqng unversty of post and telecommuncaton

More information

Adaptive Modulation for Multiple Antenna Channels

Adaptive Modulation for Multiple Antenna Channels Adaptve Modulaton for Multple Antenna Channels June Chul Roh and Bhaskar D. Rao Department of Electrcal and Computer Engneerng Unversty of Calforna, San Dego La Jolla, CA 993-7 E-mal: jroh@ece.ucsd.edu,

More information

Dynamic SON-Enabled Location Management in LTE Networks

Dynamic SON-Enabled Location Management in LTE Networks 1 Dynamc SON-Enabed Locaton Management n LTE Networks Emad Aqee, Abdaah Moubayed, and Abdaah Sham Western Unversty, London, Ontaro, Canada e-mas: {eaqee, amoubaye, asham}@uwo.ca Abstract Wreess networks

More information

Optimized Forwarding for Wireless Sensor Networks by Fuzzy Inference System

Optimized Forwarding for Wireless Sensor Networks by Fuzzy Inference System Optmzed Forwardng for Wreess Sensor Networs by Fuzzy Inference System Mohammad Abdu Azm and Abbas Jamapour Schoo of Eectrca and Informaton Engneerng The Unversty of Sydney, NSW 6, Austraa {azm, abbas}@ee.usyd.edu.au

More information

Distributed Computation in Dynamic Networks

Distributed Computation in Dynamic Networks Dstrbuted Computaton n Dynamc Networks Faban Kuhn Facuty of Informatcs, Unversty of Lugano Lugano, Swtzerand 6904 faban.kuhn@us.ch Nancy Lynch Computer Scence and AI Laboratory, MIT Cambrdge, MA 02139

More information

Enhanced Uplink Scheduling for Continuous Connectivity in High Speed Packet Access Systems

Enhanced Uplink Scheduling for Continuous Connectivity in High Speed Packet Access Systems Int. J. Communcatons, Network and System Scences, 212, 5, 446-453 http://dx.do.org/1.4236/jcns.212.5855 Publshed Onlne August 212 (http://www.scrp.org/journal/jcns) Enhanced Uplnk Schedulng for Contnuous

More information

Distributed Channel Allocation Algorithm with Power Control

Distributed Channel Allocation Algorithm with Power Control Dstrbuted Channel Allocaton Algorthm wth Power Control Shaoj N Helsnk Unversty of Technology, Insttute of Rado Communcatons, Communcatons Laboratory, Otakaar 5, 0150 Espoo, Fnland. E-mal: n@tltu.hut.f

More information

The Impact of Spectrum Sensing Frequency and Packet- Loading Scheme on Multimedia Transmission over Cognitive Radio Networks

The Impact of Spectrum Sensing Frequency and Packet- Loading Scheme on Multimedia Transmission over Cognitive Radio Networks Ths artcle has been accepted for publcaton n a future ssue of ths journal, but has not been fully edted. Content may change pror to fnal publcaton. The Impact of Spectrum Sensng Frequency and Pacet- Loadng

More information

AN ALGORITHM TO COMBINE LINK ADAPTATION AND TRANSMIT POWER CONTROL IN HIPERLAN TYPE 2

AN ALGORITHM TO COMBINE LINK ADAPTATION AND TRANSMIT POWER CONTROL IN HIPERLAN TYPE 2 AN ALGORITHM TO COMBINE LINK ADAPTATION AND TRANSMIT POWER CONTROL IN HIPERLAN TYPE 2 Markus Radmrsch Inst. f. Allgem. Nachrchtentechnk, Unv. Hannover, Appelstr. 9a, 3167 Hannover, Germany Tel.: +49-511-762

More information

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS

AN IMPROVED BIT LOADING TECHNIQUE FOR ENHANCED ENERGY EFFICIENCY IN NEXT GENERATION VOICE/VIDEO APPLICATIONS Journal of Engneerng Scence and Technology Vol., o. 4 (6) 476-495 School of Engneerng, Taylor s Unversty A IMPROVED BIT LOADIG TECHIQUE FOR EHACED EERGY EFFICIECY I EXT GEERATIO VOICE/VIDEO APPLICATIOS

More information

An Improved Algorithm of Successive Interference Cancellation for STC-OFDM Systems

An Improved Algorithm of Successive Interference Cancellation for STC-OFDM Systems Sensors & ransucers Vo. 66 Issue 3 March 04 pp. 5-55 Sensors & ransucers 04 by IFS Pubshng S. L. http://www.sensorsporta.com n Improve gorthm of Successve Interference Canceaton for SC-OFDM Systems We

More information

LS-SVM Based WSN Location Algorithm in NLOS Environments

LS-SVM Based WSN Location Algorithm in NLOS Environments 06 6 th Internatona Conference on Informaton echnoogy for Manufacturng Systems (IMS 06 ISB: 978--60595-353-3 LS-SVM Based WS Locaton Agorthm n LOS Envronments Hongyan Zhang, Zheng Lu, Bwen Wang Unversty

More information

Digital Transmission

Digital Transmission Dgtal Transmsson Most modern communcaton systems are dgtal, meanng that the transmtted normaton sgnal carres bts and symbols rather than an analog sgnal. The eect o C/N rato ncrease or decrease on dgtal

More information

Throughput Analysis Model for IEEE e EDCA with Multiple Access Categories

Throughput Analysis Model for IEEE e EDCA with Multiple Access Categories Throuhput Anayss Mode for IEEE 82.11e EDCA wth Mutpe Access Cateores Y. Lee Department of Informaton and Communcaton Enneern Doneu Unversty Busan Korea yee@deu.ac.kr ABSTRACT IEEE 82.11e standard has een

More information

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING

RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING RESOURCE CONTROL FOR HYBRID CODE AND TIME DIVISION SCHEDULING Vaslos A. Srs Insttute of Computer Scence (ICS), FORTH and Department of Computer Scence, Unversty of Crete P.O. Box 385, GR 7 Heraklon, Crete,

More information

The Spectrum Sharing in Cognitive Radio Networks Based on Competitive Price Game

The Spectrum Sharing in Cognitive Radio Networks Based on Competitive Price Game 8 Y. B. LI, R. YAG, Y. LI, F. YE, THE SPECTRUM SHARIG I COGITIVE RADIO ETWORKS BASED O COMPETITIVE The Spectrum Sharng n Cogntve Rado etworks Based on Compettve Prce Game Y-bng LI, Ru YAG., Yun LI, Fang

More information

TODAY S wireless networks are characterized as a static

TODAY S wireless networks are characterized as a static IEEE TRANSACTIONS ON MOBILE COMPUTING, VOL. 10, NO. 2, FEBRUARY 2011 161 A Spectrum Decson Framework for Cogntve Rado Networks Won-Yeol Lee, Student Member, IEEE, and Ian F. Akyldz, Fellow, IEEE Abstract

More information

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel To: Professor Avtable Date: February 4, 3 From: Mechancal Student Subject:.3 Experment # Numercal Methods Usng Excel Introducton Mcrosoft Excel s a spreadsheet program that can be used for data analyss,

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

Keywords LTE, Uplink, Power Control, Fractional Power Control.

Keywords LTE, Uplink, Power Control, Fractional Power Control. Volume 3, Issue 6, June 2013 ISSN: 2277 128X Internatonal Journal of Advanced Research n Computer Scence and Software Engneerng Research Paper Avalable onlne at: www.jarcsse.com Uplnk Power Control Schemes

More information

MTBF PREDICTION REPORT

MTBF PREDICTION REPORT MTBF PREDICTION REPORT PRODUCT NAME: BLE112-A-V2 Issued date: 01-23-2015 Rev:1.0 Copyrght@2015 Bluegga Technologes. All rghts reserved. 1 MTBF PREDICTION REPORT... 1 PRODUCT NAME: BLE112-A-V2... 1 1.0

More information

Exponential Effective SIR Metric for LTE Downlink

Exponential Effective SIR Metric for LTE Downlink Exponental Effectve SIR Metrc for LTE Downlnk Joan Olmos, Albert Serra, Slva Ruz, Maro García-Lozano, Davd Gonzalez Sgnal Theory and Communcatons Department Unverstat Poltècnca de Catalunya (UPC) Barcelona,

More information

Low-Complexity Factor Graph Receivers for Spectrally Efficient MIMO-IDMA

Low-Complexity Factor Graph Receivers for Spectrally Efficient MIMO-IDMA Low-Compexty Factor Graph Recevers for Spectray Effcent MIMO-IDMA Cemens Nova, Franz Hawatsch, and Gerad Matz Insttute of Communcatons and Rado-Frequency Engneerng, Venna Unversty of Technoogy Gusshausstrasse

More information

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week

EE360: Lecture 7 Outline Cellular System Capacity and ASE Announcements Summary due next week EE360: Lecture 7 Outlne Cellular System Capacty and ASE Announcements Summary due next week Capacty Area Spectral Effcency Dynamc Resource Allocaton Revew of Cellular Lecture Desgn consderatons: Spectral

More information

HUHG: High Utilization and Hybrid Granting algorithm for EPON

HUHG: High Utilization and Hybrid Granting algorithm for EPON HUH: Hgh Utlzaton and Hybrd rantng algorthm for EPON Jun-Seog Km Hun-je Yeon Seog-yu Km and Jayong Lee Department of Electrcal and Electronc Engneerng Yonse Unversty Seoul Korea E-mal: {jsm8844 hjmrror

More information

Revision of Lecture Twenty-One

Revision of Lecture Twenty-One Revson of Lecture Twenty-One FFT / IFFT most wdely found operatons n communcaton systems Important to know what are gong on nsde a FFT / IFFT algorthm Wth the ad of FFT / IFFT, ths lecture looks nto OFDM

More information

antenna antenna (4.139)

antenna antenna (4.139) .6.6 The Lmts of Usable Input Levels for LNAs The sgnal voltage level delvered to the nput of an LNA from the antenna may vary n a very wde nterval, from very weak sgnals comparable to the nose level,

More information

On the Feasibility of Receive Collaboration in Wireless Sensor Networks

On the Feasibility of Receive Collaboration in Wireless Sensor Networks On the Feasblty of Receve Collaboraton n Wreless Sensor Networs B. Bantaleb, S. Sgg and M. Begl Computer Scence Department Insttute of Operatng System and Computer Networs (IBR) Braunschweg, Germany {behnam,

More information

Joint Adaptive Modulation and Power Allocation in Cognitive Radio Networks

Joint Adaptive Modulation and Power Allocation in Cognitive Radio Networks I. J. Communcatons, etwork and System Scences, 8, 3, 7-83 Publshed Onlne August 8 n ScRes (http://www.scrp.org/journal/jcns/). Jont Adaptve Modulaton and Power Allocaton n Cogntve Rado etworks Dong LI,

More information

Spread Spectrum Image Watermarking for Secured Multimedia Data Communication

Spread Spectrum Image Watermarking for Secured Multimedia Data Communication Word Academy of Scence, Engneerng and Technoogy Internatona Journa of Computer and Informaton Engneerng Vo:, No:6, 007 Spread Spectrum Image Watermarkng for Secured utmeda Data Communcaton Trtha S. Das,

More information

OVSF code slots sharing and reduction in call blocking for 3G and beyond WCDMA networks

OVSF code slots sharing and reduction in call blocking for 3G and beyond WCDMA networks Davnder S. San, Vn Bayan OVSF code sots sharng and reducton n ca bockng for 3G and beyond WCDMA networks DAVINDER S SAINI, VIIN BALYAN Deartment of Eectroncs and Communcaton Engneerng, Jayee Unversty of

More information

QoS Provisioning in Wireless Data Networks under Non-Continuously Backlogged Users

QoS Provisioning in Wireless Data Networks under Non-Continuously Backlogged Users os Provsonng n Wreless Data Networks under Non-Contnuously Backlogged Users Tmotheos Kastrnoganns, and Symeon Papavasslou, Member, IEEE School of Electrcal and Computer Engneerng Natonal Techncal Unversty

More information

Control Chart. Control Chart - history. Process in control. Developed in 1920 s. By Dr. Walter A. Shewhart

Control Chart. Control Chart - history. Process in control. Developed in 1920 s. By Dr. Walter A. Shewhart Control Chart - hstory Control Chart Developed n 920 s By Dr. Walter A. Shewhart 2 Process n control A phenomenon s sad to be controlled when, through the use of past experence, we can predct, at least

More information

Distributed Uplink Scheduling in EV-DO Rev. A Networks

Distributed Uplink Scheduling in EV-DO Rev. A Networks Dstrbuted Uplnk Schedulng n EV-DO ev. A Networks Ashwn Srdharan (Sprnt Nextel) amesh Subbaraman, och Guérn (ESE, Unversty of Pennsylvana) Overvew of Problem Most modern wreless systems Delver hgh performance

More information

Utility-Based Power Control in Cellular Wireless Systems

Utility-Based Power Control in Cellular Wireless Systems Utlty-Based Power Control n Cellular Wreless Systems Mngbo Xao, Ness B. Shroff, Edwn K. P. Chong School of Electrcal and Computer Engneerng Purdue Unversty West Lafayette, IN 797, U.S.A. fmngbo, shroff,

More information

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION Vncent A. Nguyen Peng-Jun Wan Ophr Freder Computer Scence Department Illnos Insttute of Technology Chcago, Illnos vnguyen@t.edu,

More information

Optimal Placement of Sectionalizing Switches in Radial Distribution Systems by a Genetic Algorithm

Optimal Placement of Sectionalizing Switches in Radial Distribution Systems by a Genetic Algorithm K. Kneam and S. Srsumrannuku / GMSARN Internatona Journa 2 (2008) 2-28 Optma Pacement of Sectonazng Swtches n Rada Dstrbuton Systems by a Genetc Agorthm K. Kneam and S. Srsumrannuku Abstract Proper nstaaton

More information

A Multi-standard Efficient Column-layered LDPC Decoder for Software Defined Radio on GPUs

A Multi-standard Efficient Column-layered LDPC Decoder for Software Defined Radio on GPUs 203 IEEE 4th Workshop on Sgna Processng Advances n Wreess Communcatons (SPAWC) A Mut-standard Effcent Coumn-ayered LDPC Decoder for Software Defned Rado on GPUs Rongchun L, Je Zhou, Yong Dou, Song Guo,

More information

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM

STUDY ON LINK-LEVEL SIMULATION IN MULTI- CELL LTE DOWNLINK SYSTEM Proceedngs of IEEE IC-BMT0 TUDY O LIK-LEVEL IMULATIO I MULTI- CELL LTE DOWLIK YTEM Yang Zhang, Ruoyu Jn, Xn Zhang, Dacheng Yang Beng Unversty of Posts and Telecommuncatons, Beng 00876, Chna 05330@bupt.edu.cn

More information

Adaptive Modulation and Coding for Utility Enhancement in VMIMO WSN Using Game Theory

Adaptive Modulation and Coding for Utility Enhancement in VMIMO WSN Using Game Theory Adaptve Modulaton and Codng for Utlty nhancement n VMIMO WSN Usng Game Theory R. Vall and P. Dananjayan mparments. The data transmtted from the sensor nodes s hghly susceptble to error n a wreless envronment

More information

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality.

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality. Wreless Communcatons Technologes 6::559 (Advanced Topcs n Communcatons) Lecture 5 (Aprl th ) and Lecture 6 (May st ) Instructor: Professor Narayan Mandayam Summarzed by: Steve Leung (leungs@ece.rutgers.edu)

More information

A Data-Driven Robustness Algorithm for the Internet of Things in Smart Cities

A Data-Driven Robustness Algorithm for the Internet of Things in Smart Cities Emergng Trends, Issues, and Chaenges n Bg Data and Its Impementaton toward Future Smart Ctes A Data-Drven Robustness Agorthm for the Internet of Thngs n Smart Ctes Te Qu, Je Lu, Wesheng S, Mn Han, Huansheng

More information

King s Research Portal

King s Research Portal Kng s Research Portal DOI: 10.1109/TWC.2015.2460254 Document Verson Peer revewed verson Lnk to publcaton record n Kng's Research Portal Ctaton for publshed verson (APA): Shrvanmoghaddam, M., L, Y., Dohler,

More information

Traffic Modeling and Performance Evaluation in GSM/GPRS Networks

Traffic Modeling and Performance Evaluation in GSM/GPRS Networks Proceedngs of the 3th WSEAS Internatonal Conference on COMMUNICATIONS Traffc Modelng and Performance Evaluaton n GSM/ Networks Cornel Balnt, Georgeta Budura, Marza Eugen Poltehnca Unversty of Tmsoara Bd..

More information

AN ADMISSION CONTROL SCHEME FOR PROPORTIONAL DIFFERENTIATED SERVICES ENABLED INTERNET SERVERS USING SUPPORT VECTOR REGRESSION

AN ADMISSION CONTROL SCHEME FOR PROPORTIONAL DIFFERENTIATED SERVICES ENABLED INTERNET SERVERS USING SUPPORT VECTOR REGRESSION AN ADMISSION CONTROL SCHEME FOR PROPORTIONAL DIFFERENTIATED SERVICES ENABLED INTERNET SERVERS USING SUPPORT VECTOR REGRESSION CHENN-JUNG HUANG, YI-TA CHUANG and CHIH-LUN CHENG Insttute of Learnng Technoogy,

More information

AMC-aware QoS proposal for OFDMA-based IEEE WiMAX systems

AMC-aware QoS proposal for OFDMA-based IEEE WiMAX systems AMC-aware QoS proposal for OFDMA-based IEEE82.6 WMAX systems Chad Tarhn, Tjan Chahed GET/Insttut Natonal des Télécommuncatons/UMR CNRS 557 9 rue C. Fourer - 9 Evry CEDEX - France {chad.tarhn, tjan.chahed}@nt-evry.fr

More information

Interference Analysis in Time and Frequency Asynchronous Network MIMO OFDM Systems

Interference Analysis in Time and Frequency Asynchronous Network MIMO OFDM Systems Interference Anayss n Tme and Frequency Asynchronous etwork MIMO OFDM Systems Vncent Kotzsch and Gerhard Fettwes Vodafone Char Mobe Communcatons Systems, TU-Dresden, Germany Ema: {vncent.kotzsch, fettwes}@fn.et.tu-dresden.de

More information

Priority based Dynamic Multiple Robot Path Planning

Priority based Dynamic Multiple Robot Path Planning 2nd Internatonal Conference on Autonomous obots and Agents Prorty based Dynamc Multple obot Path Plannng Abstract Taxong Zheng Department of Automaton Chongqng Unversty of Post and Telecommuncaton, Chna

More information

A QoS-Aware Scheduling Algorithm Based on Service Type for LTE Downlink

A QoS-Aware Scheduling Algorithm Based on Service Type for LTE Downlink Proceedngs of the nd Internatonal Conference on Computer Scence and Electroncs Engneerng (ICCSEE 13) A QoS-Aware Schedulng Algorthm Based on Servce Type for LTE Downlnk Wehong Fu, Qnglang Kong, Wexn Tan,

More information

High Speed ADC Sampling Transients

High Speed ADC Sampling Transients Hgh Speed ADC Samplng Transents Doug Stuetzle Hgh speed analog to dgtal converters (ADCs) are, at the analog sgnal nterface, track and hold devces. As such, they nclude samplng capactors and samplng swtches.

More information

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University Dynamc Optmzaton Assgnment 1 Sasanka Nagavall snagaval@andrew.cmu.edu 16-745 January 29, 213 Robotcs Insttute Carnege Mellon Unversty Table of Contents 1. Problem and Approach... 1 2. Optmzaton wthout

More information

A Tractable and Accurate Cross-Layer Model for Multi-Hop MIMO Networks

A Tractable and Accurate Cross-Layer Model for Multi-Hop MIMO Networks Ths fu text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for pubcaton n the IEEE INFOCOM 2010 proceedngs Ths paper was presented as part of the man Technca Program

More information

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the IEEE ICC 21 proceedngs Clusterng Based Fractonal Frequency Reuse and Far Resource

More information

A Novel DSA-Driven MAC Protocol for Cognitive Radio Networks

A Novel DSA-Driven MAC Protocol for Cognitive Radio Networks Wreless Sensor Networ, 29, 2, 6-2 do:.4236/wsn.29.2 7 Publshed Onlne July 29 (http://www.scrp.org/journal/wsn/). A Novel DSA-Drven MAC Protocol for Cogntve Rado Networs Hua SONG, Xaola LIN School of Informaton

More information

ADAPTIVE CALL ADMISSION CONTROL IN TDD-CDMA CELLULAR WIRELESS NETWORKS

ADAPTIVE CALL ADMISSION CONTROL IN TDD-CDMA CELLULAR WIRELESS NETWORKS ADAPTVE CALL ADMSSON CONTROL N TDD-CDMA CELLULAR WRELESS NETWORKS Dhananjay Kumar 1, Chellappan C 2 1 Department of nformaton Technology, Anna Unversty, Chenna 1 dhananjay@annaunv.edu 2 Department of Computer

More information

REAL-TIME SCHEDULING IN LTE FOR SMART GRIDS. Yuzhe Xu, Carlo Fischione

REAL-TIME SCHEDULING IN LTE FOR SMART GRIDS. Yuzhe Xu, Carlo Fischione REAL-TIME SCHEDULING IN LTE FOR SMART GRIDS Yuzhe Xu, Carlo Fschone Automatc Control Lab KTH, Royal Insttue of Technology 1-44, Stockholm, Sweden Emal: yuzhe@kth.se, carlof@kth.se ABSTRACT The latest wreless

More information

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht 68 Internatonal Journal "Informaton Theores & Applcatons" Vol.11 PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION Evgeny Artyomov and Orly

More information

Resource Scheduling in Dependable Integrated Modular Avionics

Resource Scheduling in Dependable Integrated Modular Avionics Resource Schedulng n Dependable Integrated Modular Avoncs Yann-Hang Lee and Daeyoung Km Real Tme Systems Research Laboratory CISE Department, Unversty of Florda {yhlee, dkm}@cse.ufl.edu Mohamed Youns,

More information

A Predictive QoS Control Strategy for Wireless Sensor Networks

A Predictive QoS Control Strategy for Wireless Sensor Networks The 1st Worshop on Resource Provsonng and Management n Sensor Networs (RPMSN '5) n conjuncton wth the 2nd IEEE MASS, Washngton, DC, Nov. 25 A Predctve QoS Control Strategy for Wreless Sensor Networs Byu

More information

QoS-Based Performance and Resource Management in 3G Wireless Networks in Realistic Environments

QoS-Based Performance and Resource Management in 3G Wireless Networks in Realistic Environments The Internatonal Arab Journal of Informaton Technology, Vol. 1, o. 1, January 213 1 QoS-Based Performance and Resource Management n 3G Wreless etworks n Realstc Envronments Aymen Issa Zrekat Department

More information

Queuing-Based Dynamic Channel Selection for Heterogeneous Multimedia Applications over Cognitive Radio Networks

Queuing-Based Dynamic Channel Selection for Heterogeneous Multimedia Applications over Cognitive Radio Networks 1 Queung-Based Dynamc Channel Selecton for Heterogeneous ultmeda Applcatons over Cogntve Rado Networks Hsen-Po Shang and haela van der Schaar Department of Electrcal Engneerng (EE), Unversty of Calforna

More information

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks

Cooperative Multicast Scheduling Scheme for IPTV Service over IEEE Networks Cooperatve Multcast Schedulng Scheme for IPTV Servce over IEEE 802.16 Networks Fen Hou 1, Ln X. Ca 1, James She 1, Pn-Han Ho 1, Xuemn (Sherman Shen 1, and Junshan Zhang 2 Unversty of Waterloo, Waterloo,

More information

Combined Beamforming and Scheduling for High Speed Downlink Packet Access

Combined Beamforming and Scheduling for High Speed Downlink Packet Access Combned Beamformng and Schedulng for Hgh Speed Downlnk Packet Access Alexander Seeger Informaton and Communcaton Moble Semens A.G. Hofmannstr.5, 8359 Munch, Germany Alexander.Seeger@semens.com Marcn Skora

More information

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput Characterzaton and Analyss of Mult-Hop Wreless MIMO Network Throughput Bechr Hamdaou EECS Dept., Unversty of Mchgan 226 Hayward Ave, Ann Arbor, Mchgan, USA hamdaou@eecs.umch.edu Kang G. Shn EECS Dept.,

More information

Context-aware Cluster Based Device-to-Device Communication to Serve Machine Type Communications

Context-aware Cluster Based Device-to-Device Communication to Serve Machine Type Communications Context-aware Cluster Based Devce-to-Devce Communcaton to Serve Machne Type Communcatons J Langha, Lu Man, Hans D. Schotten Char of Wreless Communcaton, Unversty of Kaserslautern, Germany {j,manlu,schotten}@et.un-kl.de

More information

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing

Multipath Propagation. Outline. What is OFDM? (OFDM) for Broadband Communications and. Orthogonal Frequency Division Multiplexing Orthogonal Dvson Multplexng (OFDM) for Broadband Communcatons and Dgtal Audo Broadcastng (DAB) Klaus Wtrsal wtrsal@nw.tugraz.at VL: Dgtale Audotechnk, 21. März, 2002 What s OFDM? Modulaton technque Requres

More information