On Random Access Channel Performance and M2M Support in Standalone LTE Unlicensed
|
|
- Rosalyn Holt
- 5 years ago
- Views:
Transcription
1 c 2017 IEEE. Persoal use of this material is permitted. Permissio from IEEE must be obtaied for all other uses, i ay curret or future media, icludig repritig/republishig this material for advertisig or promotioal purposes, creatig ew collective works, for resale or redistributio to servers or lists, or reuse of ay copyrighted compoet of this work i other works. Radom Access Chael Performace ad M2M Support i Stadaloe LTE Ulicesed Valeti Schrader, Mikhail Vilgelm, Wolfgag Kellerer Chair of Commuicatio Networks Techical Uiversity of Muich {v.schrader, mikhail.vilgelm, wolfgag.kellerer}@tum.de Abstract Next geeratio telecommuicatio systems are required to efficietly support orders of magitude larger amout of devices per cell tha the curret LTE etworks. This requiremet is causig major desig challeges for the Radom Access Chael (RACH), especially for Machie-to-Machie (M2M) applicatios. the other had, due to the icreasig spectrum demads, LTE vedors are explorig ulicesed spectrum. For example, MulteFire has bee recetly stadardized as a LTEbased techology for stadaloe deploymet i ulicesed 5GHz frequecy bads. It is reasoable to expect that the coexistece with Wi-Fi ad stadaloe LTE i the ulicesed spectrum, will amplify Radom Access problem ad worse RACH performace. Heceforth, i this paper, we quatify the Wi-Fi LTE coexistece ad its impact o the RACH performace. We cosider a sychroized activatio of a large amout of UEs i a MulteFire/LTE ulicesed cell, ad aalyze the time it takes to coect all of them to the base statio. ur results cofirm that the presece of Wi-Fi substatially degrades RACH performace, with a icrease of almost 50% per additioal Wi-Fi statio. Furthermore, we illustrate applicatios of our evaluatio for RACH resource dimesioig ad etwork plaig. Idex Terms LTE; MulteFire; Radom Access; M2M I. INTRDUCTIN Evolutio of cellular etwork stadards towards 5G brigs a great umber of ovel challeges to be addressed i the future desigs [1]. First challege o the way to 5G is the growig spectrum demad. To address it, there are ogoig developmets of LTE-Licesed Assisted Access (LAA), eablig a LTE licesed etwork to offload data traffic to ulicesed spectrum as a further expasio of Carrier Aggregatio (CA). Complemetary to LAA, there exist recet stadardizatio efforts to develop stadaloe LTE i the ulicesed spectrum. For istace, MulteFire Alliace has just released a techical report ad first draft of the stadard [2] for such techology. I cotrast to LAA, MulteFire assumes that ot oly data, but also cotrol chaels are shifted to the ulicesed spectrum. This makes MulteFire idepedet o the licesed carrier, ad implemetable as a local, stadaloe solutio. Apart from the spectrum challege, 5G systems are evisioed to support ovel applicatios, such as Machie-to- Machie (M2M). While there is o clear cosesus if M2M devices ca be deployed i LAA or MulteFire etworks, licese-free bad usage is possible for certai idoor M2M istallatio scearios, e.g., productio sites or itra-aircraft This work has bee fuded i part by the Germa Research Foudatio (DFG) grat KE1863/5-1 as part of the SPP 1914 Cyber-Physical Networkig. Wi-Fi statios Stadaloe en: slte-u/multifire Wi-Fi statios M2M Devices / Sesor & Actuators e.g. at productio sites Fig. 1: Sceario: N M2M UEs, Wi-Fi statios ad oe stadaloe LTE en i close proximity, operatig i ulicesed 5 GHz bad. commuicatio [1], [3]. However, M2M applicatios feature a massive amout of devices i a sigle cell, which are ot supported by the curretly stadardized LTE systems. I particular, massive M2M devices put a strai o LTE Radom Access procedure, creatig a otorious Radom Access Chael (RACH) bottleeck, especially i the case of a highly sychroized traffic, typical for M2M devices [4]. For stadaloe LTE/MulteFire deploymets i ulicesed bads, the problem of RACH overload might be eve amplified due to the uderlyig coexistece with other wireless techologies primarily Wi-Fi. I its covetioal form, LTE ad Wi-Fi are icompatible i terms of medium access [5]. Wi- Fi has bee developed specifically for ulicesed bads, ad uses a Carrier Sese Multiple Access (CSMA/CA) scheme ad back-offs to share the medium with other statios. the cotrary, LTE has bee developed for licesed bads, with o eed of medium sharig. Therefore, LTE-LAA ad MulteFire itroduce chael sesig Liste efore Talk (LT) [6]. With LT, LTE etwork coteds with co-located Wi-Fi statios for the medium access, with the goal to esure fair coexistece. However, it is still a ope questio how this cotetio might ifluece the RACH performace, ad, hece, whether LTE i ulicesed spectrum ca support M2M. A. Cotributios I this paper, we aalyse ad quatify the impact of Wi- Fi cotetio with LTE o the performace of RACH. ur sceario, ispired by M2M use case, is a stadaloe LTE ulicesed etwork with a large umber of coected devices, colocated with a Wi-Fi etwork as depicted i Fig. 1. oth Wi- Fi ad LTE share the same 5 GHz ulicesed spectrum. Core
2 cotributios of our paper are: (i) aalytical approximatio model for computig the burst resulutio time: total time to coect a burst of M2M UEs to the etwork. ur aalysis merges a model of the cotetio betwee LTE ad Wi- Fi, ad LTE RACH performace model. (ii) Comprehesive simulatios, quatifyig the implicatios of coexistece o RACH performace.. Related Work May studies have bee coducted to ivestigate the limitatios of covetioal LTE RACH for massive M2M [7]. Multiple potetial solutios have bee proposed: dyamic adjustmet of cotetio parameters (barrig factor, backoff) [4], [8], load-adaptive ad quality-of-service-aware RACH resource allocatio [4], [9]. Also, methods for chael utilizatio improvemet ad fast collisio resolutio, such as tree algorithms or distributed queuig have bee proposed i [3], [4]. However, all of the related works have cosidered oly classical LTE deploymet i a licesed bad. Secodly, the itroductio of LTE ulicesed ad LTE- LAA has created a broad iterest i schemes to esure fair coexistece betwee ulicesed LTE ad other techologies usig the 5 GHz spectrum. Multiple studies aalysig differet outdoor ad idoor scearios, ad various coexistece methods have bee performed [6], [10], [11]. Most of them cosider the coexistece as a medium access problem, ad aalyse the performace by the meas of the Markov chai aalysis, typical for cotetio-based access [12] [14]. Additioally, spectral efficiecy-based approach to defiig the fair coexistet has bee studied i [15]. I summary, while there exist studies addressig LTE ad Wi-Fi coexistece i ulicesed bads, all of them are focusig o the impact of coexistece o LTE ad Wi-Fi data chaels. To the best kowledge of the authors, this is the first work cosiderig how the coexistece impacts a cotrol chael performaces, i particular Radom Access Chael. The paper is outlied as follows. We preset our aalytical system model ad explai the uderlyig techology assumptios i Sec. II, III. I Sec. IV, we validate the aalytical model, ad preset simulatio results. Fially, we coclude with the discussio ad outlook i Sec. V II. CEXISTENCE F SLTE-U AND WI-FI We cosider a sceario with N UEs deployed withi oe stadaloe LTE Ulicesed (slte-u) 1 small cell spaed by a sigle en. UEs are colocated with Wi-Fi statios ad operate o the same frequecy i 5 GHz, see Fig. 1. To esure fair coexistece of LTE ad Wi-Fi, en utilizes Liste efore Talk (LT) i a Wi-Fi like fashio [6]. We assume a cat. 4 LT (recommeded by 3GPP), with expoetial back-off ad variable cotetio widow (CW) [6], [11, ptio ]. 1 We refer to stadaloe LTE ulicesed with a o-covetioal abbreviatio slte-u to emphasize that MulteFire is oly a example ad our approach is geeralizable beyod a particular techology. the same time, we use slte-u to avoid cofusio with LTE-U stadard based o 3GPP rel. 12. M2M burst arrival a) b) c) ICCA Activatio Period usy Couter freeze Subframe Sigals RACH No-RA LTE TX Medium occupatio: urst Resolutio Time Last UE coected DeCCA Resume decrease ecca... Couter = 0 LTE- U Frame No-RA LTE TX MCT TXP Wi-Fi en UE DeCCA MSG2 MSG3 MSG4 Fig. 2: Exemplary timelie: (a) RACH ad burst arrivals; (b) en LT procedure; (c) slte-u frame. Details of a exemplary LT procedure are depicted i Fig. 2b. A trasmissio is iitiated if the chael has bee sesed idle for a Iitial Clear Chael Assessmet (CCA) (ICCA) of duratio similar to Wi-Fi s Distributed Iter-Frame Space (DIFS). therwise, if the chael is busy, a radom back-off couter is draw, ad the chael has to be sesed idle agai for a defer period D ecca of similar legth to ICCA. For every exteded CCA (ecca) duratio that the chael is sesed idle, the couter is decremeted. If the chael is foud to be busy, the couter freezes ad is oly resumed after aother D ecca. ce the couter reaches zero, the statio obtais the Trasmissio pportuity (TXP), ad captures the medium by trasmittig for up to the Maximum Chael ccupacy Time (MCT) of T max. If multiple statios reach the ed of their back-off couter at the same time, a collisio occurs, ad both respective trasmissios are lost (we assume o recovery is possible). We cosider all Wi-Fi statios to use the classical Distributed Coordiatio Fuctio (DCF) with CSMA/CA ad biary slotted expoetial back-off [16]. Moreover, we assume a sceario of fair coexistece betwee Wi-Fi ad slte- U. While, i geeral, fair co-existece ca be defied i differet ways, as equal spectral efficiecy or equal crossimpact of techologies [15], [17], here, we adopt the defiitio of fairess as equal steady-state shares of medium access time [12]. This implies that the cotetio parameters of slte-u ad Wi-Fi are cofigured similarly [17], ad, hece, we ca approximate the set-up by treatig Wi-Fi statios ad oe en as a homogeeous set of + 1 statios. Furthermore, we further assume a saturatio coditio, where all statios cotiuously coted for medium, ad fully utilize respective TXPs. Note that both homogeeity ad saturatio usy
3 assumptios are commo i the literature ad the model ca be easily exteded to relax them [12], [18]. III. SYSTEM MDEL I cotrast to LAA, stadaloe LTE, e.g., MulteFire, trasmits both data ad sigalig i the ulicesed bad. Naturally, the uderlyig LTE Wi-Fi cotetio impacts LTE sigalig procedures, ad delays the coectio establishmet. I this sectio, we describe our model for slte-u coectio establishmet, which is based o the works of iachi [18] ad Wei et. al [19]. I III-A, we explai the Markov chai model for the Wi-Fi/sLTE-U cotetio, ad i III-, we outlie the performace model of preamble cotetio o RACH. After that, we merge the two models i III-E. A. Markov Chai Medium Access Model Give the prelimiaries stated above, the behavior of a idividual statio (either Wi-Fi or en) ca be modeled as a Markov Chai [18]. I the followig we outlie the model ad its usage, without goig ito the details, sice the approach is well kow ad commoly used i the literature for modelig of cotetio-based access [12], [18]. The behavior of a statio is comprised of discrete states (i, j), represetig differet stages of the back-off, where i [0, m] is the trasmissio attempt (back-off stage), ad j [0, W i 1] is the back-off couter value. W i deotes the cotetio widow size at the back-off stage i. Startig from the mth back-off stage, back-off widow remais costat. Trasitios betwee states occur at every slot. A slot is defied by two cosecutive decreases of the back-off couter, thus, its legth δ is a radom variable (e.g., whe a statio seses the chael busy, the back-off couter is froze). We defie τ as the expected chael access probability, ad p as the expected collisio probability i a give slot. I the steady state, both p ad τ are idepedet of the back-off stage. Trasitio probabilities for all the states i a Markov chai ca be computed as a fuctio of the back-off stage i, back-off couter j, iitial back-off widow size W 0, ad collisio probability p [18]. Next, these probabilities are used to obtai the steady-state probabilities p i,j for all states, ad, usig ormalizatio coditio, we obtai the system of equatios: τ = 2(1 2p) (1 2p)(W 0 + 1) + pw 0 (1 2p) m, (1) p = 1 (1 τ). (2) After solvig the equatios for τ umerically, probabilities of at least oe ad exactly oe trasmissio o the chael, deoted respectively P tx ad P s, are computed as: P tx = 1 (1 τ) +1, (3) P s = ( + 1)τ(1 τ). P tx (4) Eqs. (3), (4) are used to compute the expected slot legth: E[δ] = (1 P tx )σ + P tx P s T s + P tx (1 P s )T c. (5) UE AC check roadcast SI2 PR CH co guratio MSG1: RA Preamble MSG2: Preamble Reply MSG3 slot allocated MSG3: RRC Coectio Request MSG4: RRC Coectio Reply UE coected en Fig. 3: Protocol ad messages of LTE Radom Access Procedure. Here, σ is the empty slot legth, ad the values for T s ad T c deote the time duratio that the medium is sesed busy due to a successful trasmissio or a collisio o the medium, respectively. I additio to the duratio of chael capture, T s also icludes the overhead of Iter-Frame Spaces ad ACKs: T s = T max + DIFS + SIFS + ACK. (6) This accouts for the fact that prior to every successful trasmissio the chael eeds to be sesed idle for DIFS. Also, it ca oly be sesed idle agai from aother statio after Short IterFrame Space (SIFS) ad ACK have bee trasmitted (i the case of Wi-Fi). the other had, i case of a collisio, we have T c = T max + DIFS, (7) because the collidig statios are assumed to cotiue trasmissio for a full duratio T max. Furthermore, i case of collisio o ACK is trasmitted such that the chael ca be sesed idle directly from the ed of the TXP o.. Coectio Establishmet i slte-u Havig stated the modelig prelimiaries of the Wi-Fi ad slte-u cotetio, we ow proceed by describig the RACH performace model. The steps for establishig a coectio of a UE to the etwork are iitial cell search ad radom access procedure [20]. MultiFire RA procedure is based o the 3GPP LTE four-step procedure [2] as illustrated i Fig. 3. ce en obtais a TXP, oe LTE frame cosistig of multiple sub-frames is set. We assume that en fully occupies the medium for MCT T max. Compliat with the MulteFire Discovery Referece Sigals (DRS) scheme, we assume that at the begiig of the first sub-frame, sigals to provide UEs with the ecessary iformatio to coect to the etwork are set. Amog them. the Physical Radom Access Chael (RACH) (PRACH) cofiguratio idex: preamble cotetio parameters, such as Access Class arrig (AC) factor p acb, ad the locatio of the PRACH sub-frame. UE proceeds with sedig a radomly chose preamble (codeword) i MSG1, ad receives MSG2 as a en reply, cotaiig the timig ad locatio of the sub-frame for MSG3 for every received ( activated ) preamble. The en is oly able to detect whether a particular preamble has bee activated, but ot how may UEs have set it. Hece, if two or more UEs choose the same preamble at MSG1, en assigs them the same uplik grat, ad their coectio requests (MSG3s)
4 will collide. If the coectio requests collide, o MSG4 is received from the en, ad the UEs will re-attempt sedig the preambles after a radom back-off time. We assume that all RA procedure hadshake, MSG1 to MSG4, occurs withi oe TXP of a en (exemplary frame structure i Fig. 2c), ad there are eough resources i Physical Dowlik Cotrol Chael (PDCCH) for MSG2. For tractability, we also assume throughout the aalytical model that o LT for UEs i UL (RACH ad MSG3) is ecessary. This assumptio is later relaxed i Sec. IV-D. C. urst Coectio Requests Arrival As a RACH traffic model, we cosider a burst arrivals sceario for coectio establishmet requests, i.e., ear sychroous activatio of a large umber of UEs i a cell. This sceario is commo for M2M commuicatio, e.g., etwork recovery after a power outage, or alarm reportig i emergecy situatios [3], [7], [8]. All N M2M UEs are activated i a simultaeous maer over activatio time accordig to a beta distributio [8]: g(t i a) = (ti a) α 1 ( t i a) β 1 T α+β 2, 0 t i a, (8) A (α, β) where t i a is the activatio time of UE i. urst arrivals [4] ca cause overload i the chael, ad result i very high delay ad coectio request drop probabilities [4], [9]. Stadardized LTE method to mitigate overload effects is AC. Prior to every trasmissio a device draws a radom umber from a set X ad compares it to a broadcasted value p acb called AC factor. If the umber draw is smaller tha p acb X, it proceeds to access the medium, otherwise it retries i the ext slot, goig through AC agai (geometric back-off). D. Preamble Cotetio Model To aalyze the performace of preamble cotetio, we apply a simplified drift approximatio model proposed by Wei et al. [19]. We cosider discrete time divided ito PRACH slots. I cotrast to [19], i our sceario PRACH slots have variable legth T RA because of the cotetio betwee en ad Wi-Fi. Assumig the activatio patter give by (8), expected umber of UEs activated i a PRACH slot i is give by λ i = N ie[t RA] (i 1)E[T g(t)dt. RA] The curret backlog of the system, i.e., the umber of activated but ot yet coected UEs is described by its expected value q i, represetig the expected umber of backlogged UEs at the slot i. We further subdivide the state trasitio ito a activatio ad a trasmissio step. The activatio step (additio of the ewly activated UEs) is computed by addig the ew arrivals q i = q i 1 + λ i. Next, the expected umber of successful UEs is computed as a fuctio of the barrig factor p acb,i ad the umber of available preambles per slot M [19]: ( q i = p acb,i q i 1 1 ) pacb,iq i 1. (9) }{{} M o-barred UEs Heceforth, the trasmissio step is modeled as a additio q i = q i + q i. Fially, we aim at determiig the burst resolutio time T s R, i.e., the time eeded to coect all N UEs to the etwork (expressed i uits of PRACH slot legth). Give the backlog state of the system q i, we ca compute the expected T s R with arbitrary precisio ɛ iteratively with t : E[T s R] = i [PRACH slots] if q i ɛ 0. (10) E. Mergig Models: urst Resolutio Time For slte-u, PRACH slot legth T RA, ad, hece, the absolute periodicity of PRACH sub-frames, is a radom variable, ad its expected value depeds o the medium access cotetio betwee en ad Wi-Fi statios, outlied i Sec. III-A. The steady-stated medium access parameters derived from the Markov chai model, ca be used to obtai the umber of slots betwee two successful chael captures of en, deoted as T tx. The probability that there is o slot betwee two trasmissios of the same statio, i.e., it draws a zero backoff couter ad retrasmits directly, equals s = τ(1 p). The probability mass fuctio of T tx is f T tx (x) = (1 s) x s, which is a geometric distributio, whose expected value is foud as: E[T tx] = x=0 f T tx x = 1 s. (11) s Assumig a PRACH cofiguratio correspodig to oe PRACH per en frame, we obtai expected RACH slot legth E[T RA ] usig Eqs. (5), (11) as: 1 τ(1 p) E[T RA ] = E[δ] + T max. (12) τ(1 p) Fially, i order to fid the expectatio of the absolute value of the burst resolutio time (i secods), deoted as T R, we use the expectatio of it i PRACH slots E[TR s ] ad the expected PRACH slot legth E[T RA ] obtaied via Eqs. (10) ad (11) respectively. Assumig TR s ad T RA are idepedet, we get 2 : ( ) E[T R ] = E[TR] s 1 τ(1 p) E[δ] + T max [s]. (13) τ(1 p) A. Evaluatio Setup IV. PERFRMANCE EVALUATIN We have implemeted a detailed MAC-layer simulatio model for the Radom Access (RA) procedure i a slte-u Network with the evet-based MNeT++ framework (C++) [21]. Processig of statistics has bee doe with SciPy [22] libraries. Results are plotted with a 95% cofidece iterval. If ot stated otherwise, the simulatio follows the assumptios as preseted i II, III. The parameters of the simulatios are summarized i Tab. I. We simulate with both a static ad optimal dyamic AC factor (p acb ) p acb,i = mi(1, M q i ) with q i beig the umber 2 I geeral, T s R ad T RA are correlated because of λ i. However, the idepedece assumptio is accurate for typical bursts with T R.
5 TALE I: Simulatio Parameters. Parameter Rage/Value Variable Parameters Number of Wi-Fi statios 0-25 Number of UEs N Activatio period s Number of preambles M 25, 54 (default) Fixed Parameters MCT for a specific sceario (T max) 7 ms σ / ecca slot duratio 9 µs [6], [16] DIFS / ICCA Defer period ecca (D ecca ) 34 µs [6], [16] SIFS 16 µs [16] ACK legth 14 bytes W 0 32 [18] m 5 [18] Air propagatio delay 1 µs of backlogged UEs at PRACH slot i. Simulatio rus with a static factor are used for model validatio. We choose to use the optimal factor to study coexistece, because there exist schemes which approximate it also for practical scearios [8].. Model Validatio First, we compare the aalytic model proposed i Sec. III with the simulative results. For model validatio, we set the umber of preambles withi the etwork to M = 25 ad use a static AC factor. We compare aalytical ad simulatio results for burst resolutio time T R vs. umber of Wi-Fi statios i Fig. 4a ad observe the values predicted by the model match with the simulatio withi the 95 % cofidece itervals dow to = 5s. For small activatio times 1s ad large umber of Wi-Fi statios > 15, we observe that the aalysis is overly pessimistic. C. Impact of Coexistece o Radom Access Performace Now we show the impact of the medium access cotetio betwee oe en ad Wi-Fi statio o RACH performace. Fig. 5a shows burst resolutio time as a fuctio of the umber of UEs N for varyig umber of Wi-Fi statios. Clearly, T R rapidly icreases with. For example, at N = 1000 UEs, T R grows from 0.37s for = 0 (o cotetio) to 13.7s for = 25, which is a 37 times icrease. Dividig by 25 Wi-Fi statios, oe fids a average icrease of almost 50 % per additioal statio. However, icreasig oly has a clear effect o T R whe the system already operates at maximum i terms of itesity of access requests preamble. We itroduce the otio of a stressed system. If T R > 0, we have a stressed system, if T R 0, the system is ustressed. We plot the differece betwee T R ad i Fig. 5b, to show the ifluece of o burst resolutio time. For a stressed system, icreasig directly traslates ito higher T R. The reaso lies i a icreased PRACH slot legth due to cotetio (see Fig. 4b), hece, icreasig decreases the umber of available PRACH slots per secod. T R (a) urst resolutio time T R vs. for various. Static p acb = 0.2, T max = 7ms, N = T RA (b) PRACH slot legth T RA vs. ; N = 1000, = 0.1s. Fig. 4: Model validatio: compariso of simulatio ad aalysis. If, however, a system is i ustressed state, ca be icreased without great effect o T R, as the behavior of cya curve for = 10s illustrates i Fig. 5b. This is related to the amout of preamble collisios withi oe PRACH slot. To quatify this amout, we ca look at the Collisio Probability of Preamble (CPP) i Fig. 5c, defied as the ratio betwee the umber of preambles activated by more tha oe UE ad the total umber of available preambles M. As we use optimal AC factor, which maximizes the umber of successfully trasmitted preambles, we observe a asymptotic limit for CPP. Wheever CPP gets close to that value, the system is stressed; otherwise the system is ustressed ad, hece, UEs i a cell ca be supported efficietly. We further provide a overview o the Empirical Cumulative Distributio Fuctio (ECDF) of idividual UEs service time i Fig. 5d. A icrease i leads to a decreased slope ad a icrease of the maximum service time, i.e., the service time where the probability reaches oe. This further cofirms our previous observatio o T R. We observe that all plots i Fig. 5d show liear behavior up to a specific probability, which iitially lies close to oe for = 0 ad the starts to decrease with growig. D. Liste-efore Talk prior to MSG3 Uplik Fially, sice LT for UL trasmissios is likely to be the regulatory requiremet LTE Ulicesed realizatios [2], [5], we ivestigate the ifluece of LT before uplik MSG3 trasmissio by UEs.
6 T R N (a) urst resolutio timevs. umber of UEs N for various ; =0.1s. (b) Differece betwee burst resolutio time ad activatio time, T R ; N = System is stressed, if T R > 0. (c) Collisio Probability of Preamble (CPP) vs. for various ; N = (d) UEs service times ECDF for = 0 25; = 10s, N = Fig. 5: Impact of coexistece o RACH performace. For that, we relax the saturatio assumptio that en cotiuously occupies its TXP, ad allow a idle pause i the medium occupatio, just before MSG3 sub-frame. Durig the pause, en remais idle, ad, hece, releases the chael ad Wi-Fi statios ca potetially capture it. Ituitively, the pause represets the time whe o DL or UL trasmissio is occurrig i the LTE etwork. The pause ca last up to multiple sub-frames. We preset illustrative results for the en pause T p = 34µs (oe DIFS), ad T p = 68µs i Fig. 6. For values smaller tha T p < 34 µs o chael capture by Wi- Fi statios is possible. Followig MulteFire assumptios, we cosider that UEs oly have to perform a oe shot CCA. If the chael is sesed idle, UEs start to trasmit ad LTE resumes to capture the chael util the ed of en s TXP. If UEs sese the chael busy, because of Wi-Fi capture, MSG3s fail ad UE eeds to restart the RA procedure, sice the uplik grat has to be re-allocated. We observe i Fig. 6 that a legth of T p = 34µs icreases T R by up to 50 %, with the higher icrease for larger umber of Wi-Fi statios. This is a moderate icrease caused oly by collisios betwee Wi-Fi ad UEs. However, with T p = 68µs we observe that the T R is doubled already for = 10 Wi-Fi statios. With = 25, T R drastically icreases 6.88 times, from 40 s for o pause up to 275s. T R TR requiremet Fig. 6: T R vs. for varyig idle pause T p; N = 1000, = 10s. Fig. 7: T R vs. umber of preambles M available per TXP. N = 1000; = 0.1s; exemplary T R requiremet of T R = 20 s.
7 V. DISCUSSIN AND CNCLUSINS I this paper, we have preseted a performace evaluatio of the Radom Access Chael of stadaloe LTE etwork i a ulicesed bad. Up to ow, stadaloe LTE-U techology is oly represeted by recetly specified MulteFire stadard, but our evaluatio methodology is ot boud to a specific techology. We have studied a sceario with oe en coexistig with multiple active Wi-Fi statios, ad evaluated the impact of Wi-Fi en cotetio o the burst resolutio time for a semi-sychroous arrival of a large umber of M2M coectio requests to the en. The evaluatio icluded a aalytical model ad comprehesive simulatios. Most importat fidigs of our evaluatio are: (1) burst resolutio time is heavily impacted by the cotetio with Wi- Fi, icreasig by 50 % per every added Wi-Fi statio. (2) Wi-Fi cotetio icreases collisio probability of a preamble, ad the less sychroous UEs activatio is, the more is the collisio probability icreased. (3) Medium release by en, together with LT for UEs i the UL, leads to a eve more dramatic icrease i the burst resolutio time. E.g., for = 20 Wi-Fi statios, ad a short medium release by en for 68µs, the resolutio time icreases sevefold from 25s to 175s. A. Model Applicatios The results of our model ad performace evaluatio ca be used for dimesioig of the etworks i multiple ways. For istace, M2M applicatio ruig over the slte-u etwork might have fixed requiremets for the re-coectio delay ( bootig time ). I that case, our model ca be used to determie the umber of PRACH resources (preambles) per TXP ecessary to fulfill a give re-coectio delay requiremet. I Fig. 7, we show the delay vs. M depedecy for a exemplary requiremet of T R = 20 s. We observe that for < 5 Wi-Fi statios, M = 5 preambles per TXP are sufficiet, while M 40 preambles are ecessary to keep T R < T R for = 25. Aother possible applicatio, i a case of a cotrolled eviromet (e.g., idustrial site, itraaircraft [3]), where Wi-Fi ad LTE etworks are operated together, our model ca help aswer the questio of how may additioal Wi-Fi statios ca be added to a existig system without violatig burst resolutio time requiremets.. Future Work As our results i Sec. IV poit out, resolutio of a burst of coectio requests ca take uacceptably large time, especially if the en releases the medium prior to uplik, ad UE has to perform LT. This problem has to be addressed by the future work, ad the meas for decreasig coectio delay ought to be developed. For example, it could be techiques for more aggressive medium access of en, triggered i a case of high RACH load. Additioally, preseted framework could be exteded to evaluate the set-up more thoroughly by relaxig a umber of assumptios we made. For example, saturatio assumptio could be relaxed ad the impact of Wi-Fi traffic load ca be cosidered. REFERENCES [1] ICT METIS, Deliverable 6.6 Versio 1 Fial report o the METIS 5G system cocept ad techology roadmap, Tech. Rep., [2] MulteFire, MulteFire Release 1.0 Techical Paper: A New Way to Wireless, Tech. Rep., [3] H. M. Gürsu, M. Vilgelm, W. Kellerer, ad M. Reisslei, Hybrid Collisio Avoidace-Tree Resolutio for M2M Radom Access, IEEE Trasactios o Aerospace ad Electroic Systems, vol. 53, o. 4, pp , [4] A. Laya, L. Aloso, ad J. Aloso-Zarate, Is the Radom Access Chael of LTE ad LTE-A Suitable for M2M Commuicatios? A Survey of Alteratives, IEEE Commuicatios Surveys & Tutorials, vol. 16, [5]. Che, J. Che, Y. Gao, ad J. Zhag, Coexistece of LTE-LAA ad Wi-Fi o 5 GHz with Correspodig Deploymet Scearios: A Survey, IEEE Commuicatios Surveys Tutorials, vol. 19, o. 1, pp. 7 32, [6] 3GPP, TR V13 Study o Licesed-Assisted Access to Ulicesed Spectrum, [7], TR V11 Study o RAN Improvemets for Machie-type Commuicatios, [8] S. Dua, V. Shah-Masouri, Z. Wag, ad V. Wog, D-AC: Adaptive Cogestio Cotrol Algorithm for ursty M2M Traffic i LTE Networks, IEEE Trasactios o Vehicular Techology, vol. 65, o. 12, pp , [9] M. Vilgelm, H. M. Gürsu, W. Kellerer, ad M. Reisslei, LATMAPA: Load-Adaptive Throughput- MAximizig Preamble Allocatio for Prioritizatio i 5G Radom Access, IEEE Access, vol. 5, pp , [10] A. horkar, C. Ibars, A. Papathaassiou, ad P. Zog, Medium access desig for LTE i ulicesed bad, i Proc. IEEE Wireless Commuicatios ad Networkig Cof. Workshops (WCNCW), Mar [11] ETSI, EN V1.8.1, [12] C. Che, R. Ratasuk, ad A. Ghosh, Dowlik performace aalysis of LTE ad WiFi coexistece i ulicesed bads with a simple listebefore-talk scheme, i Proc. IEEE 81st Vehicular Techology Cof. (VTC Sprig), May 2015, pp [13] F. Hao, C. Yogyu, H. Li, J. Zhag, ad W. Qua, Cotetio widow size adaptatio algorithm for LAA-LTE i ulicesed bad, i Wireless Commuicatio Systems (ISWCS), 2016 Iteratioal Symposium o. IEEE, 2016, pp [14] Y. Sog, K. W. Sug, ad Y. Ha, Coexistece of Wi-Fi ad cellular with Liste-efore-Talk i ulicesed spectrum, IEEE Commuicatios Letters, vol. 20, o. 1, pp , [15] Z. Gua ad T. Melodia, CU-LTE: Spectrally-efficiet ad fair coexistece betwee LTE ad Wi-Fi i ulicesed bads, i Computer Commuicatios (INFCM), IEEE Iteratioal Coferece o. IEEE, 2016, pp [16] IEEE Stadard for Iformatio techology Telecommuicatios ad Iformatio exchage betwee systems Local ad metropolita area etworks Specific requiremets Part 11: Wireless LAN MAC ad PHY Specificatios Amedmet 4: Ehacemets for Very High Throughput for peratio i ads below 6 GHz. IEEE Std ac-2013, pp , Dec [17] X. Wag, S. Mao, ad M. X. Gog, A survey of LTE Wi-Fi coexistece i ulicesed bads, GetMobile: Mobile Computig ad Commuicatios, vol. 20, o. 3, pp , [18] G. iachi, Performace Aalysis of the IEEE Distributed Coordiatio Fuctio, IEEE Joural o Selected Areas i Commuicatios, vol. 18, o. 3, pp , [19] C.-H. Wei, G. iachi, ad R.-G. Cheg, Modelig ad aalysis of radom access chaels with bursty arrivals i FDMA wireless etworks, IEEE Trasactios o Wireless Commuicatios, vol. 14, o. 4, pp , [20] J. Xu, Y. Su, Y. Ji, ad Y. Tia, A Time ad Frequecy Divisio Algorithm for Cotrol Sigalig Collisio Avoidace i Stadaloe LTE-ulicesed Networks, i Proc. It. Cof. Networkig ad Network Applicatios (NaNA), Jul. 2016, pp [21] A. Varga, The MNeT++ discrete evet simulatio system, i Proc. of the Europea Simulatio Multicoferece (ESM 2001), vol. 9, [22] E. Joes, T. liphat, P. Peterso et al., SciPy: pe source scietific tools for Pytho, 2001, [lie; accessed ]. [lie]. Available:
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 informationA 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 informationCross-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 informationApplication 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 informationBroadcasting 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 informationPHY-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 informationCHAPTER 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 informationSapana 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 informationA 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 informationIntermediate Information Structures
Modified from Maria s lectures CPSC 335 Itermediate Iformatio Structures LECTURE 11 Compressio ad Huffma Codig Jo Roke Computer Sciece Uiversity of Calgary Caada Lecture Overview Codes ad Optimal Codes
More informationLogarithms APPENDIX IV. 265 Appendix
APPENDIX IV Logarithms Sometimes, a umerical expressio may ivolve multiplicatio, divisio or ratioal powers of large umbers. For such calculatios, logarithms are very useful. They help us i makig difficult
More informationLow 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 informationLecture 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 informationEnhancement 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 informationThroughput/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 informationDesign of FPGA- Based SPWM Single Phase Full-Bridge Inverter
Desig of FPGA- Based SPWM Sigle Phase Full-Bridge Iverter Afarulrazi Abu Bakar 1, *,Md Zarafi Ahmad 1 ad Farrah Salwai Abdullah 1 1 Faculty of Electrical ad Electroic Egieerig, UTHM *Email:afarul@uthm.edu.my
More informationAnalysis 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 informationPROJECT #2 GENERIC ROBOT SIMULATOR
Uiversity of Missouri-Columbia Departmet of Electrical ad Computer Egieerig ECE 7330 Itroductio to Mechatroics ad Robotic Visio Fall, 2010 PROJECT #2 GENERIC ROBOT SIMULATOR Luis Alberto Rivera Estrada
More informationDesign of FPGA Based SPWM Single Phase Inverter
Proceedigs of MUCEET2009 Malaysia Techical Uiversities Coferece o Egieerig ad Techology Jue 20-22, 2009, MS Garde,Kuata, Pahag, Malaysia MUCEET2009 Desig of FPGA Based SPWM Sigle Phase Iverter Afarulrazi
More informationPerformance 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 informationThe 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 informationSelective 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 informationAPPLICATION 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 informationIntroduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003
troductio to Wireless Commuicatio ystems ECE 476/ECE 501C/C 513 Witer 2003 eview for Exam #1 March 4, 2003 Exam Details Must follow seatig chart - Posted 30 miutes before exam. Cheatig will be treated
More informationEfficient 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 informationOn 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 informationPolitecnico 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 informationMeasurement of Equivalent Input Distortion AN 20
Measuremet of Equivalet Iput Distortio AN 2 Applicatio Note to the R&D SYSTEM Traditioal measuremets of harmoic distortio performed o loudspeakers reveal ot oly the symptoms of the oliearities but also
More informationSpread Spectrum Signal for Digital Communications
Wireless Iformatio Trasmissio System Lab. Spread Spectrum Sigal for Digital Commuicatios Istitute of Commuicatios Egieerig Natioal Su Yat-se Uiversity Spread Spectrum Commuicatios Defiitio: The trasmitted
More informationAdaptive 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 informationThe 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 informationDistributed 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 informationTime-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(2) The MOSFET. Review of. Learning Outcome. (Metal-Oxide-Semiconductor Field Effect Transistor) 2.0) Field Effect Transistor (FET)
EEEB73 Electroics Aalysis & esig II () Review of The MOSFET (Metal-Oxide-Semicoductor Field Effect Trasistor) Referece: Neame, Chapter 3 ad Chapter 4 Learig Outcome Able to describe ad use the followig:
More informationX-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 informationCOMPRESSION 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 informationHigh Speed Area Efficient Modulo 2 1
High Speed Area Efficiet Modulo 2 1 1-Soali Sigh (PG Scholar VLSI, RKDF Ist Bhopal M.P) 2- Mr. Maish Trivedi (HOD EC Departmet, RKDF Ist Bhopal M.P) Adder Abstract Modular adder is oe of the key compoets
More informationIs Diversity Gain Worth the Pain: Performance Comparison Between Opportunistic Multi-Channel MAC and Single-Channel MAC
Is Diversity Gai Worth the Pai: Performace Compariso Betwee Opportuistic Multi-Chael MAC ad Sigle-Chael MAC Yag Liu 1, Migya Liu 1 ad Jig Deg 2 1 Departmet of Electrical Egieerig ad Computer Sciece, Uiv.
More informationSIDELOBE 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 informationx 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 informationNeighbor 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 informationOptimization 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 informationDIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS
Molecular ad Quatum Acoustics vol. 7, (6) 95 DGTALL TUNED SNUSODAL OSCLLATOR USNG MULTPLE- OUTPUT CURRENT OPERATONAL AMPLFER FOR APPLCATONS N HGH STABLE ACOUSTCAL GENERATORS Lesław TOPÓR-KAMŃSK Faculty
More informationLETTER 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 informationlecture 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 informationRadar 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 informationHistory and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna
Joural of Electromagetic Aalysis ad Applicatios, 2011, 3, 242-247 doi:10.4236/jemaa.2011.36039 Published Olie Jue 2011 (http://www.scirp.org/joural/jemaa) History ad Advacemet of the Family of Log Periodic
More informationOptimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks
Optimal Geolocatio Updatig for Locatio Aware Service Provisioig i Wireless Networks Siri Tekiay Amer Catovic tekiay@adm.jit.edu axc4466@jit.edu New Jersey Istitute of Techology Uiversity Heights, Newark,
More informationECONOMIC LOT SCHEDULING
ECONOMIC LOT SCHEDULING JS, FFS ad ELS Job Shop (JS) - Each ob ca be differet from others - Make to order, low volume - Each ob has its ow sequece Fleible Flow Shop (FFS) - Limited umber of product types
More informationSELEX 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 informationCapacity 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 informationJoint 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 informationComparison 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 informationMeasurements of the Communications Environment in Medium Voltage Power Distribution Lines for Wide-Band Power Line Communications
Measuremets of the Commuicatios viromet i Medium Voltage Power Distributio Lies for Wide-Bad Power Lie Commuicatios Jae-Jo Lee *,Seug-Ji Choi *,Hui-Myoug Oh *, Wo-Tae Lee *, Kwa-Ho Kim * ad Dae-Youg Lee
More informationA 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 informationISSN 075-47. : (7) 014 61.371.3.,. (.. ),. (..,.),. E-mail: shramko.adezhda@mail.ru, igor.molokovskiy@gmail.com.,,,,. :,,,,,.,,...,.. []: ; -, ;.,,., ( ),.. : 1) ; ),,.,..,,.. 156 ISSN 075-47. : (7) 014,,.
More informationNovel pseudo random number generation using variant logic framework
Edith Cowa Uiversity Research Olie Iteratioal Cyber Resiliece coferece Cofereces, Symposia ad Campus Evets 011 Novel pseudo radom umber geeratio usig variat logic framework Jeffrey Zheg Yua Uiversity,
More informationWi-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 informationA New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches
Joural of Power Electroics, ol, o, pp 67-677, July 67 JPE --6 http://dxdoiorg/6/jpe67 I(Prit: 98-9 / I(Olie: 9-78 A ew Basic Uit for Cascaded Multi Iverters with the Capability of Reducig the umber of
More informationMarkov Modulated Punctured Autoregressive Processes for Traffic and Channel Modeling *
Markov Modulated Puctured Autoregressive Processes for Traffic ad Chael Modelig * Trista Pei-chu Che ad Tsuha Che + Departmet of Electrical ad Computer Egieerig Caregie Mello Uiversity, PA 1513 {peichu,
More informationThe 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 informationA 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 informationSEVEN-LEVEL THREE PHASE CASCADED H-BRIDGE INVERTER WITH A SINGLE DC SOURCE
SEVEN-LEVEL THREE PHASE CASCADED H-BRIDGE INVERTER WITH A SINGLE DC SOURCE T. Porselvi 1 ad Ragaath Muthu 1 Sri Sairam Egieerig College, Cheai, Idia SSN College of Egieerig, Cheai, Idia E-Mail: tporselvi@yahoo.com
More informationHOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING
HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING H. Chadsey U.S. Naval Observatory Washigto, D.C. 2392 Abstract May sources of error are possible whe GPS is used for time comparisos. Some of these mo
More informationData 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 informationA 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 informationInterference Management in LTE Femtocell Systems Using an Adaptive Frequency Reuse Scheme
Iterferece Maagemet i LTE Femtocell Systems Usig a Adaptive Frequecy Reuse Scheme Christos Bouras 1,2, Georgios Kavourgias 2, Vasileios Kokkios 1,2, Adreas Papazois 1,2 1 Computer Techology Istitute &
More informationELEC 350 Electronics I Fall 2014
ELEC 350 Electroics I Fall 04 Fial Exam Geeral Iformatio Rough breakdow of topic coverage: 0-5% JT fudametals ad regios of operatio 0-40% MOSFET fudametals biasig ad small-sigal modelig 0-5% iodes (p-juctio
More informationThe Institute of Chartered Accountants of Sri Lanka
The Istitute of Chartered Accoutats of Sri Laka Postgraduate Diploma i Busiess ad Fiace Quatitative Techiques for Busiess Hadout 02:Presetatio ad Aalysis of data Presetatio of Data The Stem ad Leaf Display
More informationConsensus-based Synchronization of Microgrids at Multiple Points of Interconnection
MITSUBISHI EECTRIC RESEARCH ABORATORIES http://www.merl.com Cosesus-based Sychroizatio of Microgrids at Multiple Poits of Itercoectio Shah, S.; Su, H.; Nikovski, D.N.; Zhag, J. TR208-2 August 7, 208 Abstract
More informationBOTTLENECK 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 informationA New Design of Log-Periodic Dipole Array (LPDA) Antenna
Joural of Commuicatio Egieerig, Vol., No., Ja.-Jue 0 67 A New Desig of Log-Periodic Dipole Array (LPDA) Atea Javad Ghalibafa, Seyed Mohammad Hashemi, ad Seyed Hassa Sedighy Departmet of Electrical Egieerig,
More informationTechnical Requirements for Fixed Line-of-Sight Radio Systems Operating in the Band GHz
Issue 3 December 2010 Spectrum Maagemet ad Telecommuicatios Stadard Radio System Pla Techical Requiremets for Fixed Lie-of-Sight Radio Systems Operatig i the Bad 14.5-15.35 GHz Jauary 2013 - Evelope B
More informationEvaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2
Iteratioal Coferece o Iformatio Techology ad Maagemet Iovatio (ICITMI 15) Evaluatio of turbulet parameters based o agle-of-arrival fluctuatio Yag LI 1,Chao GAO, Yi-Mig LI, Gag YANG & Xiao-Feg LI 1 Accoutig
More informationPermutation Enumeration
RMT 2012 Power Roud Rubric February 18, 2012 Permutatio Eumeratio 1 (a List all permutatios of {1, 2, 3} (b Give a expressio for the umber of permutatios of {1, 2, 3,, } i terms of Compute the umber for
More informationImportance Analysis of Urban Rail Transit Network Station Based on Passenger
Joural of Itelliget Learig Systems ad Applicatios, 201, 5, 22-26 Published Olie November 201 (http://www.scirp.org/joural/jilsa) http://dx.doi.org/10.426/jilsa.201.54027 Importace Aalysis of Urba Rail
More informationTehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7
Available olie www.jsaer.com, 2018, 5(7):1-7 Research Article ISSN: 2394-2630 CODEN(USA): JSERBR 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38
More informationA NEW DISCRETE HARTLEY TRANSFORM PRECODING BASED INTERLEAVED-OFDMA UPLINK SYSTEM WITH REDUCED PAPR FOR 4G CELLULAR NETWORKS
Joural of Egieerig Sciece ad Techology Vol. 6, No. 6 (211) 685-694 School of Egieerig, Taylor s Uiversity A NEW DISCRETE HARTLEY TRANSFORM PRECODING BASED INTERLEAVED-OFDMA UPLINK SYSTEM WITH REDUCED PAPR
More informationDatabase-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 informationLaboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis
Laboratory Exercise 3: Dyamic System Respose Laboratory Hadout AME 50: Fudametals of Measuremets ad Data Aalysis Prepared by: Matthew Beigto Date exercises to be performed: Deliverables: Part I 1) Usig
More informationJoint 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 informationSuper J-MOS Low Power Loss Superjunction MOSFETs
Low Power Loss Superjuctio MOSFETs Takahiro Tamura Mutsumi Sawada Takayuki Shimato ABSTRACT Fuji Electric has developed superjuctio MOSFETs with a optimized surface desig that delivers lower switchig.
More informationMessage 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 informationSpectrum 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 informationManagement 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 informationA New Energy Efficient Data Gathering Approach in Wireless Sensor Networks
Commuicatios ad Network, 0, 4, 6-7 http://dx.doi.org/0.436/c.0.4009 Published Olie February 0 (http://www.scirp.org/joural/c) A New Eergy Efficiet Data Gatherig Approach i Wireless Sesor Networks Jafar
More informationCapacity 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 informationDistributed 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 informationProblem of calculating time delay between pulse arrivals
America Joural of Egieerig Research (AJER) 5 America Joural of Egieerig Research (AJER) e-issn: 3-847 p-issn : 3-936 Volume-4, Issue-4, pp-3-4 www.ajer.org Research Paper Problem of calculatig time delay
More informationGeneral Model :Algorithms in the Real World. Applications. Block Codes
Geeral Model 5-853:Algorithms i the Real World Error Correctig Codes I Overview Hammig Codes Liear Codes 5-853 Page message (m) coder codeword (c) oisy chael decoder codeword (c ) message or error Errors
More informationCompound Controller for DC Motor Servo System Based on Inner-Loop Extended State Observer
BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 6, No 5 Special Issue o Applicatio of Advaced Computig ad Simulatio i Iformatio Systems Sofia 06 Prit ISSN: 3-970; Olie ISSN:
More informationCAEN Tools for Discovery
Applicatio Note AN2506 Digital Gamma Neutro discrimiatio with Liquid Scitillators Viareggio 19 November 2012 Itroductio I recet years CAEN has developed a complete family of digitizers that cosists of
More informationUnit 5: Estimating with Confidence
Uit 5: Estimatig with Cofidece Sectio 8.2 The Practice of Statistics, 4 th editio For AP* STARNES, YATES, MOORE Uit 5 Estimatig with Cofidece 8.1 8.2 8.3 Cofidece Itervals: The Basics Estimatig a Populatio
More informationResource 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 informationThe 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 informationSingle Bit DACs in a Nutshell. Part I DAC Basics
Sigle Bit DACs i a Nutshell Part I DAC Basics By Dave Va Ess, Pricipal Applicatio Egieer, Cypress Semicoductor May embedded applicatios require geeratig aalog outputs uder digital cotrol. It may be a DC
More informationData 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 informationHierarchical 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 informationIEEE Protocol Implementation And Measurement Of Current Consumption by Rajan Rai
Electrical ad Computer Egieerig Departmet IEEE 82.15.4 Protocol Implemetatio Ad Measuremet Of Curret Cosumptio by Raja Rai Advisor : Dr. James M. Corad Committee : Dr. Iva L. Howitt Dr. Yogedra P. Kakad
More informationON 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