Multiple Antenna Techniques in WiMAX Systems
|
|
- Cora Banks
- 6 years ago
- Views:
Transcription
1 Elektrotehniški vetnik 75(1):24-30, 2008 Electrotechnical Review: Ljubljana, Slovenija Multiple Antenna Technique in WiMAX Sytem T. Celcer 1, S. Plevel 1,2, T. Javornik 1, C. Fortuna 1 and G. Kandu 1 1 Jožef Stefan Intitute, Ljubljana, Slovenia 2 Telima, d.o.o., Trzin-Ljubljana, Slovenia tine.celcer@ij.i Abtract. Multiple antenna ytem can offer ignificant improvement in ytem performance due to their ability to exploit multipath ignal propagation and take advantage of it random nature in order to achieve diverity or patial multiplexing gain. A uch, they are very uitable for implementation in WiMAX (Worldwide Interoperability for Microwave Acce) ytem to improve it performance in harh urban and indoor environment. WiMAX phyical layer i baed on Orthogonal Frequency Diviion Multiplexing (OFDM), which i very robut to multipath propagation and enable traightforward uage of MIMO technique. In thi paper multiple antenna technique and their ue in Fixed and Mobile WiMAX ytem are dicued. We preent tet reult, collected with field meaurement during a Fixed WiMAX ytem deployment, and decribe reult obtained by applying a channel imulator whoe parameter are tuned according to field meaurement data. A performance comparion between STC (Space-Time Coding) and non-stc operation mode i analyzed for different coding and modulation cheme pecified in the tandard. Keyword: multiple antenna, WiMAX, pace-time coding, patial multiplexing, OFDM Uporaba ve'antenkih itemov v omrežjih WiMAX Povzetek. Ve.antenki itemi omogo.ajo znatno izboljšanje u.inkovitoti brezži.nega komunikacijkega itema, aj izkoriš.ajo latnot, kot je širjenje ignala po ve. poteh, v vojo korit, tako da izrabljajo naklju.not oziroma nekoreliranot teh poti za protorko lo.evanje o.ano polanih ignalov. Kot taki o ti itemi zelo primerni za implementacijo v itemih WiMAX, ki na fizi.ni ravni uporabljajo tehnologijo OFDM, odporno proti širjenju ignala po ve. poteh. V pripevku ta podana pregled tehnik v ve.- antenkih itemih in njihova uporaba v fiknih in mobilnih itemih WiMAX. Predtavljeni o tudi rezultati meritev na terenu in laboratorijkih meritev. V laboratorijkih meritvah mo uporabili imulator radijkega kanala parametri radijkega kanala, pridobljenimi z meritvami na terenu. Izvedli mo primerjavo u.inkovitoti dveh na.inov delovanja, in icer z uporabo in brez uporabe protorko-.aovnega kodiranja. Primerjavo mo opravili za razli.ne kodno-modulacijke heme, ki o predpiane v tandardu. Klju'ne beede: ve.antenki itemi, WiMAX, protorko-.aovno kodiranje, protorki multiplek, OFDM (ortogonalno frekven.no multiplekiranje) 1 Introduction The main attribute that are deired in a modern communication ytem are high pectral efficiency and high data rate, along with high quality of ervice (QoS) - meaning low outage probability, low bit error rate, etc. - and wide coverage. However, a wirele channel preent a very hotile and difficult environment for proviion of uch attribute. There are variou Received 21 November, 2007 Accepted 4 February 2008 drawback, uch a ignal attenuation due to path lo, limited bandwidth, co-channel interference (CCI) due to the preence of other uer and, mot importantly, evere fluctuation in ignal level, referred to a fading [1]. Fading i a reult of multipath propagation and the Doppler pread which i caued by the mobility of the uer a well a variation in the environment. Two main olution to the above problem are typically propoed by modern tandard. The firt i adaptive coding and modulation (ACM), which i baed on the concept that the coding and modulation cheme adapt dynamically to the channel condition. The econd i the ue of multiple antenna at the tranmitter and receiver. While ACM can cope with low fading, multiple antenna technique can alo combat fat fading. Optimal performance can be obtained by taking advantage of both olution. Multiple input multiple output (MIMO) ytem exploit multipath propagation and random ignal fading to increae the ytem performance without extra bandwidth and power cot. There are four different benefit offered by MIMO ytem: diverity gain, patial multiplexing gain, array gain, and interference reduction. The ue of MIMO technique i alo included in Fixed and Mobile WiMAX (Worldwide Interoperability for Microwave Acce) ytem profile. Several multiple antenna option are upported, enabling the exploitation of all the above tated benefit. The paper i organized a follow: firt we preent a hort overview of multiple antenna technique and their main benefit. In Section 3, the IEEE tandard i
2 Multiple Antenna Technique in WiMAX Sytem 25 dicued briefly and in Section 4 the ue of multiple antenna in WiMAX ytem, a decribed in the tandard, i explored. In Section 5, reult obtained from field and laboratory meaurement are compared with thoe from theory, a dicued in previou ection. Concluion are preented in Section 6. 2 Overview of multiple antenna technique MIMO ytem are wirele ytem equipped with multiple antenna at the receiver and tranmitter. The great interet in MIMO ytem i due to their ability to increae ytem capacity or reliability without any increae in tranmitting power or bandwidth. MIMO technology make ue of the patial dimenion by taking advantage of multipath propagation channel characteritic. Spectral efficiency can be increaed by the imultaneou tranmiion of data over different antenna uing random fading a the mean of ignal eparation. On the other hand increae in ytem reliability i achieved, with the inertion of redundancy, by tranmitting multiple copie of the ame ignal over different propagation path, thu achieving patial diverity gain. Suppoe we have a MIMO ytem with M tranmit and N receive antenna, then there are M N ubchannel between the tranmitter and the receiver. Auming frequency non-elective or flat fading, the received ignal can be expreed a: y = Hx + n, (1) where H i the N M dimenional channel matrix with complex coefficient h ij that repreent the channel repone between the j-th tranmit and i-th receive antenna, y and x are the received and tranmitted vector repectively, and n i the noie vector. In Single Input Single Output (SISO) ytem, capacity grow logarithmically with ignal-to-noie ratio (SNR). In [2], Telatar ha hown that the capacity of MIMO ytem, compared to SISO ytem, grow linearly with the number of independent ubchannel, which equal the rank of channel matrix H and can be at mot min(m,n). The increae in capacity, compared to that of the SISO ytem, i referred to a patial multiplexing gain. Alternatively, a diverity gain of M N can be achieved by auming M N random fading propagation path [3]. Diverity technique are baed on the aumption that there i low probability of all path being in a deep fade. Hence, diverity gain decreae the fluctuation in received ignal power, which mitigate fading effect. Diverity gain d tell u how fat the decoding error probability P e decay with the increae of SNR: P e SNR) d ( (2) Beide patial multiplexing and diverity gain, other ignificant benefit, uch a array gain or interference cancellation/avoidance, can be achieved. Array gain i the increae in SNR due to coherent combining of ignal at the receiver and can be achieved, even in a highly correlated channel, either at the tranmitter or receiver ide, providing that the channel repone i known at the repective ide. Interference cancellation i important in cellular multiuer ytem, ince the preence of ubcriber uing the ame frequency band caue CCI. The interference can be mitigated by patially eparating ignal to/from different uer. Application of uch a method at the tranmitter i called beamforming. It i ued at the bae tation (BS) ide and enable better frequency reue and thu increae the overall capacity of the cellular ytem. However, it i not poible to exploit thee benefit imultaneouly to the full, due to conflicting demand on the patial degree of freedom. A certain trade-off between poible gain mut be taken into account, baed on the ytem requirement. The maximum trade-off between the two principal gain (patial diverity and multiplexing) i a piecewie linear function [4], howing that, if maximum patial multiplexing gain i to be achieved, no diverity gain can be exploited, and vice vera. 2.1 Sytem exploiting patial diverity Receive diverity The optimal receive diverity technique in a Rayleigh channel i Maximal Ratio Combining (MRC), where the output i the weighted um of all received ignal component. The weight are choen baed on the SNR of the repective ignal component, o that the average SNR of the combined ignal i maximized. MRC yield the maximum diverity order N, auming N receive antenna [1]. Other receive diverity technique are Equal Gain Combining (EGC), where all ignal branche are weighted with the ame factor, and Selection Combining (SC), where only a ubet of antenna are ued for diverity combining. Space-time coding (STC) The dual technique known a tranmit diverity can be ued at the tranmitter ide if the channel tate i known at the tranmitter, which i not uually the cae. Hence, another coding technique that require no channel tate information at the tranmitter i applied in order to achieve diverity gain. It exploit pace and time diverity and i referred to a pace-time coding (STC). STC code are divided in two group, namely Space-Time Trelli Code (STTC) and Space-Time Block Code (STBC) [3]. STTC perform ymbol mapping via a trelli diagram, o that a modified Viterbi
3 26 Celcer, Plevel, Javornik, Fortuna, Kandu decoding algorithm can be ued at the receiver. Thee code achieve maximum diverity gain a well a coding gain, however, the decoding proce i very complex when dealing with greater number of tranmit antenna and higher modulation level, becaue thee are reflected in higher number of encoder tate. For thi reaon the orthogonal STBC introduced by Alamouti [5] ha gained in popularity, although no coding gain can be achieved. The cheme i compoed of two tranmit and an arbitrary number of receive antenna. The ource data are encoded in two ymbol period. In the firt interval, ymbol 1 i tranmitted over the firt antenna and ymbol 2 over the econd. In the econd interval, complex conjugated ymbol are tranmitted: 2 * over the firt antenna and 1 * over the econd. Decoding i performed with imple linear proceing at the receiver ide. Figure 1 depict a 2 1 Alamouti STC cheme. Figure 1: 2 1 Alamouti STC cheme 2.2 Sytem exploiting patial multiplexing Sytem exploiting patial diverity require multiple antenna at one ide of the communication channel only. However, if we want to achieve patial multiplexing gain by imultaneouly tranmitting multiple data tream over different antenna, multiple antenna are required at both ide of the channel, ince multiplexing gain can be at mot min(m,n). In [6], Fochini propoed a layered pace-time (LST) architecture referred to a V-BLAST (Vertical Bell lab LAyered Space-Time). The propoed cheme i hown in Figure 2. The input data tream i divided into M independent ubtream which are then mapped into modulated ignal and tranmitted imultaneouly over M tranmit antenna, each uing the ame frequency band. By tranmitting independent tream over each antenna, MIMO ytem can offer a linear increae in data rate within the ame bandwidth. Under uitable condition, uch a a rich cattering environment that reult in an uncorrelated Rayleigh fading channel, the receiver can eparate the data tream. Figure 2: MIMO ytem diagram with uncoded patial multiplexing The efficiency of uch a ytem i trongly dependent on the decoding algorithm elected, in which a compromie between complexity and optimality ha to be made. The optimal decoding algorithm i Maximum Likelihood (ML) decoding. ML detection require an exhautive earch over all poible combination of tranmitted ymbol and i often computationally too demanding. Other, uboptimal, approache are linear detection method like Zero Forcing (ZF) or Minimum Mean Square Error (MMSE) [3], iterative approache uch a Succeive Interference Cancellation (SIC) [7], and Sphere Detector [8]. 2.3 Adaptive MIMO ytem In a time varying channel, a tranmitter ha to be able to adapt to the change of the channel tate in order to optimize it performance [9]. Beamforming i a precoding ignal proceing method ued in multiple antenna ytem, and allow the formation of the deired beam in order to improve the ytem performance by cancelling out the interfering ignal and teering the beam in the direction of the choen uer. It i baed on knowledge of the intantaneou channel tate at the tranmitter, and can thu be adapted to change introduced into the channel [10]. Channel tate information (CSI) can be obtained via reciprocity (in TDD ytem) or via a return feedback link from the receiver. Under highly dynamic channel condition thi may not be poible, due to the delay in acquiring the CSI data. Moreover, the ue of reciprocity in TDD ytem require accurate calibration of all the element in the communication path, which i not eay to achieve in practice. The channel capacity would be optimally exploited if the MIMO ytem decided, dynamically, which of the three technique (diverity, patial multiplexing or beamforming) hould be ued. 3 IEEE tandard WiMAX i a metropolitan area network (MAN) wirele technology planned to provide high-peed communication over the lat mile. WiMAX i a ytem that conform to IEEE , a wirele communication tandard being tandardized in IEEE. For Fixed WiMAX, the (802.16d) [11] verion of tandard i ued. In 2005, an upgrade to IEEE wa approved under the form of IEEE
4 Multiple Antenna Technique in WiMAX Sytem e amendment, which add mobility feature to the original tandard [12]. The organization reponible for certification and interoperability of broadband wirele product i called WiMAX Forum. WiMAX Forum develop WiMAX ytem profile that define the mandatory and optional feature of the IEEE tandard that are neceary to build a WiMAX compliant air interface that can be certified by the WiMAX Forum. If we make a coare comparion of the functionalitie adopted in Fixed and Mobile WiMAX profile, we note that the main difference i in a multiple acce cheme and the upport of mobility. Fixed WiMAX upport OFDM a a phyical layer technology; however only one uer can tranmit at a time, while the multi-uer acce i done in the time domain. On the other hand, Mobile WiMAX upport Orthogonal Frequency Diviion Multiple Acce (OFDMA), which enable multiple uer to tranmit imultaneouly uing different carrier. Neverthele, ub-channelization can be implemented in Fixed WiMAX in order to achieve imultaneou multiple acce in the uplink. Apart from that, e tandard functionalitie enable full mobility, in contrat to d, in which mobility upport i limited to nomadic. 4 MIMO technique in WiMAX ytem One of the many advantage of OFDM technology lie in it robutne to multipath and the eae with which the multiple-antenna technique can be utilized to increae range and throughput [13]. Hence, WiMAX i ideally uited for operation in cluttered environment with high preence of ignal cattering, where benefit of multiple antenna ytem uch a diverity and patial multiplexing gain are ignificant. 4.1 Multiple antenna technique in Fixed WiMAX In Fixed WiMAX, the upport of MIMO technique i limited to a imple diverity cheme uing 2 1 Alamouti STC code (3), which provide maximum tranmit diverity gain for two antenna. Support for Beamforming (AAS Adaptive Antenna Sytem) i alo included in the OFDM-PHY; however, it i not ued in practice in the Fixed WiMAX certified equipment. 4.2 Multiple antenna technique in Mobile WiMAX Four multiple antenna technique are foreeen in Mobile WiMAX pecification, referred to a Matrix A, Matrix B, Adaptive Antenna Sytem and collaborative MIMO. Matrix A In Mobile WiMAX, the Alamouti STC cheme, propoed already in Fixed WiMAX ytem profile, i referred to a Matrix A: * 1 2 = * 2 1 A, (3) where the row repreent the tranmit antenna and the column repreent the ymbol period. Matrix A with two tranmit antenna i mandatory for Wave 2 certification of WiMAX ytem, while other STBC cheme for three or four tranmit antenna are optional. The Alamouti diverity cheme increae ytem reliability by mitigating fluctuation in the received ignal power, o Matrix A i very appropriate when the uer i highly mobile, with rapid ignal fading and multipath reception. The reduced fade margin allow the ue of a higher modulation level, cauing a certain increae in capacity a well. Matrix B While MIMO Matrix A implement rate 1 STC, MIMO Matrix B ue patial multiplexing. Support of Matrix B with two tranmit antenna i mandatory for Wave 2 certification: = 2 1 B. (4) It i a 2 2 MIMO technique where each ymbol i ent only once, o no redundancy i introduced during tranmiion. That mean that no diverity gain can be achieved, but two ymbol are ent in each ymbol period, which, under uitable condition, double the data rate. A explained in Section 2, patial multiplexing require at leat a many receive antenna a the number of independent data tream, o in thi cenario at leat two receive antenna at the mobile tation (MS) ide are required. The efficiency of Matrix B MIMO depend greatly on the preence of natural multipath, which implie independent fading of different path. Under thi condition two received ignal are not correlated and can be uccefully ditinguihed at the receiver. Thi kind of channel characteritic i common in dene urban area while, in area with LOS condition and limited multipath, Matrix B will perform poorly due to high ignal correlation. Although Matrix B enable a ignificant capacity increae, the ue of STC/MRC cheme (Matrix A in combination with MRC) offer better performance at low SNR. Since the capacity grow logarithmically with SNR, it prove more convenient to increae SNR in order to gain capacity a well a robutne. However,
5 28 Celcer, Plevel, Javornik, Fortuna, Kandu at high SNR, the linear nature of capacity growth enable Matrix B to outperform Matrix A. Adaptive Antenna Sytem (AAS) If more than two antenna are implemented at the bae tation, the additional degree of freedom can be utilized. AAS can ue beamforming in order to hape the tranmitted beam and to patially eparate different ignal coming from different direction. Beamforming can be ued, either in combination with either Matrix A or B or a a tand-alone technique, in order to eparate ignal from different uer and decreae interference. Again, the channel tate information ha to be available at the tranmitter, which can be a very demanding tak, epecially in a rapidly changing mobile environment. In practice, beamforming i more appropriate when there i a predominant angle of arrival, o the ytem can form an appropriate radiation pattern. Thu it will not be very efficient in Rayleigh fading environment (high multipath and no LOS component). Collaborative MIMO Collaborative MIMO i ued in the uplink a a requiite for increaed capacity of the ytem a a whole. It doe not reult in any per uer data rate increae, but it can double the cumulative capacity of the ector. Collaborative MIMO ue Space-Diviion Multiple Acce (SDMA), o that two ubcriber tation, each equipped with a ingle antenna, can tranmit imultaneouly uing the ame OFDM ubcarrier. Thi i imilar to the patial multiplexing ued in downlink with Matrix B, except that the tranmitter are well eparated in pace and thu the correlation i much lower. 5 WiMAX ytem meaurement In thi ection we decribe tet reult of Telima indoor Fixed WiMAX deployment with MRC and STC in Bangalore, India. Baed on the terrain meaurement we have developed a dedicated channel model and have performed extenive tet of MRC and STC performance with the channel imulator in the laboratory. Note that, at the bae tation ide, cro-polarized antenna were ued in order to exploit polarization diverity ince operator prefer to intall only a ingle antenna, intead of intalling two BS antenna eparated in pace in order to exploit patial diverity. The field meaurement actually howed that the gain of STC and MRC obtained with one cro-polarized antenna at the BS were imilar to thoe obtained with two patially eparated antenna. 5.1 Field meaurement reult Figure 3 how the average increae in CINR when STC i ued in the downlink, compared to the normal operation. Each location index correpond to one indoor tet location. The increae in average carrier to interference-plu-noie ratio (CINR) i around 4.5 db. A 3 db increae in CINR i achieved due to a twofold increae in tranmitted power. The remaining increae in CINR i due to lower frequency electivity in STC mode than in imple SISO communication. Very imilar reult were alo obtained for the MRC teting in the uplink, where the baic 3 db gain i achieved due to coherent combination of the received ignal. CINR improvement [db] Location Index Figure 3: Average STC gain in CINR High gain of average CINR can be achieved with STC (Figure 3); however, the gain meaured at different location can vary ignificantly. For ome location a gain of only 2 db i achieved, while for other location it i over 8 db. Thi can be explained by the fact that, at ome indoor ubcriber tation (SS) location, the ignal from the primary BS antenna i tronger than the one from the econdary antenna, while for other location the ignal from the econdary BS antenna i much tronger. Since the STC or MRC gain i actually a gain in db relative to the received CINR when only a primary tranmit antenna i ued, the gain are very different. Even a mall change of the indoor modem antenna poition reult in a ignificant variation in gain. However, the mot important obervation in the field wa that variation of the ignal quality i much lower when STC or MRC i ued. It wa alo etablihed that the gain of STC and MRC are highet in location where CINR i lowet, ince at thee location the primary antenna ignal i low. 5.2 Laboratory meaurement with a channel imulator Baed on the obervation of ignal variation, frequency electivity and correlation in the field, we modified a tandard SUI-3 channel model in order to imulate the non-los (NLOS) indoor Bangalore channel that wa oberved in Telima actual WiMAX network. There are three tap in the developed channel. The firt i Rice ditributed with Rice K factor 9. The econd and third tap are Rayleigh ditributed, with 5 db attenuation relative to the firt tap, and are delayed by 300 n and 900 n, repectively. Thi reult in a trong frequency
6 Multiple Antenna Technique in WiMAX Sytem 29 elective channel. The correlation of the channel correponding to each BS antenna wa et to 0.2. An Elektrobit Propim C2 Wideband Radio Channel Simulator wa ued in the Telima laboratory to imulate the channel. PER 1E+00 1E-01 1E-02 1E-03 1E avg RSSI [dbm] QPSK_1/2_noSTC QPSK_1/2_STC QPSK_3/4_noSTC QPSK_3/4_STC QAM16_1/2_noSTC QAM16_1/2_STC QAM16_3/4_noSTC QAM16_3/4_STC QAM64_2/3_noSTC QAM64_2/3_STC Figure 4: Packet Error Rate (PER) improvement with STC The Packet Error Rate (PER) veru average input ignal level (RSSI), for STC and normal non-stc (SISO) operation for different coding and modulation level, i demontrated in Figure 4. A channel bandwidth of 3.5 MHz wa ued and the packet ize wa 1460 Byte. A hown in (2), the difference in gradient of the PER curve repreent the diverity gain. The meaurement reult prove that high diverity gain are achieved, ince the PER decay i much fater for STC operation. For the 16QAM ¾ cheme it can be een that the gradient of the lope i nearly doubled, meaning that in thi cae a diverity gain cloe to 2 i achieved, which i the maximum poible gain achievable with two antenna. From Figure 4 it can be etimated that for PER 10-2 the gain of STC are around 5 db for QPSK ½, 7 db for QPSK ¾, 5 db for 16QAM ½, 10 db for 16QAM ¾ and 7 db for 64QAM R. It may eem urpriing that the gain and the lope are o different for different mode of operation. The reaon lie in the frequency electivity. Since higher order modulation are more enitive to frequency electivity, the gain of STC are higher for thoe modulation. But, more importantly, the Forward Error Correction (FEC) add robutne to frequency electivity, utilizing frequency diverity. It can be een clearly from Figure 4 that, in non-stc (SISO) operation, curve repreenting higher redundancy FEC mode are teeper than thoe for lower redundancy one. Thi i becaue tronger FEC coding exploit frequency diverity better. For example, comparing non-stc QPSK ½ and QPSK ¾, it can be een that QPSK ¾ perform quite poorly. Even more urpriingly, without STC at a lower PER area, the 16QAM ½ even outperform the QPSK ¾, although it ha higher pectral efficiency. The high redundancy FEC coding (e.g. ½) already effectively exploit the frequency diverity gain, o the gain of STC are lower for thoe mode. 6 Concluion Multiple antenna ytem, their main characteritic and their ue in both Fixed and Mobile WiMAX, have been briefly reviewed. The performance of Telima Fixed WiMAX ytem upporting STC in downlink and MRC in uplink ha been decribed and analyzed. The field reult how a great improvement of ignal quality with STC and MRC, but the gain differ greatly for different indoor location. The average gain in CINR oberved in the field wa 4.5 db and the highet over 10 db. Baed on the reult of field meaurement, a dedicated channel model wa developed in order to imulate the real propagation channel, either by computer or by hardware channel imulator. Laboratory meaurement done with the channel imulator, uing thi model, howed that the gain of STC i highly dependent on the PER at which it i oberved, and on the coding and modulation mode ued. The meaurement reult proved that diverity gain i achieved in all cae, ince the PER lope i much teeper in STC mode. It wa alo revealed that, in general in a dynamic channel, the coding-modulation mode with higher redundancy perform much better than thoe with lower redundancy. Since the performance of lower redundancy code i poor in uch a demanding channel, the gain of STC and MRC are greatet for thoe mode. The highet gain meaured wa for 16QAM ¾, i.e. 10 db at PER 10-2 and 12 db at Acknowledgement Thi work ha been upported in part by Telima d.o.o. 7 Reference [1] A. Goldmith, Wirele Communication, Cambridge Univerity Pre, [2] I. E. Telatar, Capacity of multi-antenna Gauian channel, European Tran. Telecomm., vol 10, pp , Nov [3] B. Vucetic, J. Yuan, Space-time coding, John Wiley and Son Inc., [4] L. Zheng and D. Te, Diverity and Multiplexing: a Fundamental Tradeoff in Multiple Antenna Channel, IEEE Tran. Inf. Theory, vol. 49, no. 5, pp , May [5] S. M. Alamouti, A Simple Tranmit Diverity Technique for Wirele Communication, IEEE J. Select. Area Commun., vol. 16, no. 10, pp , Oct [6] G. J. Fochini, Layered Space-Time Architecture for Wirele Communication in a Fading Environment When Uing Multiple Antenna, Bell Lab Tech. J., pp , Autumn 1996.
7 30 Celcer, Plevel, Javornik, Fortuna, Kandu [7] P. W. Wolnianky, G. J. Fochini, G. D. Golden, R. A. Valenzuela, V-BLAST: An Architecture for Realizing Very High Data Rate Over the Rich-Scattering Wirele Channel, invited paper, Proceeding of ISSSE Conference, Pia, Italy, Sep [8] B. Haibi, H. Vikalo, On the Sphere Decoding Algorithm. I. Expected Complexity, IEEE Tran. on Sig. Proc., vol. 53, no. 8, pp , Aug [9] L. Hanzo, C. H. Wong, M. S. Yee, Adaptive Wirele Tranceiver Turbo-Coded, Turbo-Equalized and Space-Time Coded TDMA, CDMA and OFDM Sytem, John Wiley & Son, [10] E. Biglieri, R. Calderbank, A. Contantinide, A. Goldmidth, A. Paulraj, H. V. Poor, MIMO Wirele Communication, Cambridge Univerity Pre, [11] IEEE Standard , IEEE Standard for Local and Metropolitan Area Network - Part 16: Air Interface for Fixed Wirele Acce Sytem. [12] IEEE Standard e-2005, Amendment to IEEE Standard for Local and Metropolitan Area Network - Part 16: Air Interface for Fixed Broadband Wirele Acce Sytem - Phyical and Medium Acce Control Layer for Combined Fixed and Mobile Operation in Licened Band [13] A. R. S. Bahai, B. R., Saltzberg, M. Ergen, Multi Carrier Digital Communication: Theory and Application of OFDM, Springer, Tine Celcer received hi B.Sc. degree in electrical engineering from the Univerity of Ljubljana, Slovenia, in Currently, he i a Ph.D. tudent and a Junior Reearcher in the Department of Communication Sytem at the Jožef Stefan Intitute. Hi reearch interet are in the field of tratopheric and terretrial wirele communication ytem, pecializing in MIMO ytem, OFDM technology and WiMAX ytem. Sre'o Plevel received hi B.Sc. degree in 2002 at the Faculty of Computer and Information Science, Univerity of Ljubljana and hi Ph.D. degree at the Faculty of Electrical Engineering, Univerity of Ljubljana, Slovenia in Currently, he work a a enior RF deigner at Telima d.o.o., company involved in WiMAX deployment. Prior to that, he wa a Junior Reearcher in the Department of Communication Sytem at the Jožef Stefan Intitute. Tomaž Javornik received hi B.Sc., M.Sc., and Ph.D. degree in electrical engineering from the Univerity of Ljubljana, Slovenia, in 1987, 1990 and 1993, repectively. He joined the Jožef Stefan Intitute in 1987, where he currently work a a reearcher in the Department of Communication Sytem. He i involved in the tudy of digital radio-relay ytem, modulation technique, coding, adaptive ignal proceing and digital mobile communication ytem. Carolina Fortuna received her B.Sc. degree in electrical engineering from the Univerity of Cluj-Napoca, Romania, in Currently, he i a Ph.D. tudent and a Junior Reearcher in the Department of Communication Sytem at the Jožef Stefan Intitute. Her reearch interet are in the field of tratopheric and terretrial wirele communication ytem and intruion detection ytem. Gorazd Kandu received hi B.Sc., M.Sc. and Ph.D. degree in electrical engineering from the Univerity of Ljubljana, Slovenia, in 1971, 1974 and 1991, repectively. He i currently the Head of the Department of Communication Sytem at the Jožef Stefan Intitute and Profeor at the Faculty of Electrical Engineering, Computer Science and Information Technology, Univerity of Maribor.
MIMO Systems: Multiple Antenna Techniques
ADVANCED MIMO SYSTEMS MIMO Sytem: Multiple Antenna Technique Yiqing ZOU, Zhengang PAN, Kai-Kit WONG Dr, Senior Member of IEEE, Aociate Editor, IEEE TWirele, IEEE CL, and JoC (AP), Senior Lecturer, Department
More informationThe Performance Analysis of MIMO OFDM System with Different M-QAM Modulation and Convolution Channel Coding
The Performance Analyi of MIMO OFDM Sytem with Different M-QAM Modulation and Convolution Channel Coding H. S. Shwetha M.tech, Digital Communication Engineering Siddaganga Intitute of Technology Tumakuru,
More informationSubcarrier exclusion techniques
Subcarrier excluion technique for coded OFDM ytem Kai-Uwe Schmidt, Jochen Ertel, Michael Benedix, and Adolf Finger Communication Laboratory, Dreden Univerity of Technology, 62 Dreden, Germany email: {chmidtk,
More informationMobile Communications TCS 455
Mobile Communication TCS 455 Dr. Prapun Sukompong prapun@iit.tu.ac.th Lecture 23 1 Office Hour: BKD 3601-7 Tueday 14:00-16:00 Thurday 9:30-11:30 Announcement Read Chapter 9: 9.1 9.5 Section 1.2 from [Bahai,
More informationNAVAL POSTGRADUATE SCHOOL THESIS
NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA THESIS SIMULATION PERFORMANCE OF MULTIPLE-INPUT MULTIPLE-OUTPUT SYSTEMS EMPLOYING SINGLE- CARRIER MODULATION AND ORTHOGONAL FRE- QUENCY DIVISION MULTIPLEXING
More informationMIMO Enabled Efficient Mapping of Data in WiMAX Networks
MIMO Enabled Efficient Mapping of Data in WiMAX Network Penumarthi Phani Krihna, R. Saravana Manickam, and C. Siva Ram Murthy Department of Computer Science and Engineering Indian Intitute of Technology
More informationAsymptotic Diversity Analysis of Alamouti Transmit Diversity with Quasi-ML Decoding Algorithm in Time-Selective Fading Channels
International Journal of Software Engineering and It Application Vol. 9, No. 1 (015), pp. 381-388 http://dx.doi.org/10.1457/ijeia.015.9.1.34 Aymptotic Diverity Analyi of Alamouti Tranmit Diverity with
More informationPre- and Post-DFT Combining Space Diversity Receiver for Wideband Multi-Carrier Systems
Pre- and Pot- Combining Space Receiver for Wideband Multi-Carrier Sytem Muhammad Imadur Rahman, Suvra Sekhar Da, Frank HP Fitzek, Ramjee Praad Center for TeleInFratruktur (CTiF), Aalborg Univerity, Denmark
More informationAdaptive Code Allocation for Interference Exploitation on the Downlink of MC-CDMA Systems
Adaptive Code Allocation for Interference Exploitation on the Downlink of MC-CDMA Sytem E. Alua and C. Maouro School of Electrical and Electronic Engineering, The Univerity of Mancheter, PO. Box 88, email:
More informationECS455: Chapter 5 OFDM
ECS455: Chapter 5 OFDM 1 Dr.Prapun Sukompong prapun.com/ec455 Office Hour: BKD 3601-7 Tueday 9:30-10:30 Friday 14:00-16:00 2 OFDM: Overview Let S 1, S 2,, S N be the information ymbol. The dicrete baeband
More informationField Test Results of Space-Time Equalizers and Delayed Diversity Transmission in Central Tokyo Area
Field Tet Reult of Space-Time Equalizer and ed Diverity Tranmiion in Central Tokyo Area Takehi Toda Yuukichi Aihara Jun-ichi Takada ttoda@jp.fujitu.com yuukichi.aihara@yrp.mci.mei.co.jp takada@ide.titech.ac.jp,
More informationFrequency Calibration of A/D Converter in Software GPS Receivers
Frequency Calibration of A/D Converter in Software GPS Receiver L. L. Liou, D. M. Lin, J. B. Tui J. Schamu Senor Directorate Air Force Reearch Laboratory Abtract--- Thi paper preent a oftware-baed method
More informationGPS signal Rician fading model for precise navigation in urban environment
Indian Journal of Radio & Space Phyic Vol 42, June 203, pp 92-96 GPS ignal Rician fading model for precie navigation in urban environment G Sai Bhuhana Rao, G Sateeh Kumar $,* & M N V S S Kumar Department
More informationDesign, Realization, and Analysis of PIFA for an RFID Mini-Reader
Deign, Realization, and Analyi of PIFA for an RFID Mini-Reader SUNG-FEI YANG ; TROY-CHI CHIU ; CHIN-CHUNG NIEN Indutrial Technology Reearch Intitute (ITRI) Rm. 5, Bldg. 5, 95, Sec., Chung Hing Rd., Chutung,
More informationA Flexible OFDM System Simulation Model. with BER Performance Test
Contemporary Engineering Science, Vol. 5, 2012, no. 8, 365-374 A Flexible OFDM Sytem Simulation Model with BER Performance Tet Aladdin Amro Al-Huein Bin Talal Univerity, Jordan Department of Communication
More informationActive vibration isolation for a 6 degree of freedom scale model of a high precision machine
Active vibration iolation for a 6 degree of freedom cale model of a high preciion machine W.B.A. Boomma Supervior Report nr : Prof. Dr. Ir. M. Steinbuch : DCT 8. Eindhoven Univerity of Technology Department
More informationAdaptive Space/Frequency Processing for Distributed Aperture Radars
Adaptive Space/Frequency Proceing for Ditributed Aperture Radar Raviraj Adve a, Richard Schneible b, Robert McMillan c a Univerity of Toronto Department of Electrical and Computer Engineering 10 King College
More informationSpace-Time Coded Systems with Continuous Phase Frequency Shift Keying
Thi full text paper wa peer reviewed at the direction of IEEE Communication Society ubject matter expert for publication in the IEEE GLOBECOM 005 proceeding Space-Time Coded Sytem with Continuou Phae Frequency
More informationUniversity of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /VETECS.2009.
Nordin, R., Armour, S. M. D., & McGeehan, J. P. (9). Overcoming elfinterference in SM-OFDMA with and dynamic ubcarrier allocation. In IEEE 69th Vehicular Technology Conference 9 (VTC Spring 9), Barcelona
More informationEFFICIENT TRANSMITTER-RECEIVER OPTIMIZATION FOR MULTI-USER SPATIAL MULTIPLEXING MIMO SYSTEM WITH ANTENNA SELECTION
INTERNATIONAL JOURNAL JOURNAL OF OF INFORMATION AND AND SYSTEMS SYSTEMS SCIENCES Volume Volume 5, Number, Number, Page, Page 57-7- 9 Intitute for Scientific Computing and Information EFFICIENT TRANSMITTER-RECEIVER
More informationAdaptive Groundroll filtering
Adaptive Groundroll filtering David Le Meur (CGGVerita), Nigel Benjamin (CGGVerita), Rupert Cole (Petroleum Development Oman) and Mohammed Al Harthy (Petroleum Development Oman) SUMMARY The attenuation
More informationUNIVERSITY OF SASKATCHEWAN EE456: Digital Communications FINAL EXAM, 9:00AM 12:00PM, December 9, 2010 (open-book) Examiner: Ha H.
Name: Page 1 UNIVERSIY OF SASKACHEWAN EE456: Digital Communication FINAL EXAM, 9:00AM 1:00PM, December 9, 010 (open-book) Examiner: Ha H. Nguyen Permitted Material: Only textbook and calculator here are
More informationIMPROVED SPATIAL MODULATION FOR HIGH SPECTRAL EFFICIENCY
IMPOVED SPIL MODULION FO HIGH SPECL EFFICIENCY ajab M. Legnain, ohdy H.M. Hafez 1 and bdelgader M. Legnain 2 1 Department of Sytem and Computer Eng., Carleton Univerity, Ottawa, Canada {rlegnain, hafez}@ce.carleton.ca
More informationResonant amplifier L A B O R A T O R Y O F L I N E A R C I R C U I T S. Marek Wójcikowski English version prepared by Wiesław Kordalski
A B O R A T O R Y O F I N E A R I R U I T S Reonant amplifier 3 Marek Wójcikowki Englih verion prepared by Wieław Kordalki. Introduction Thi lab allow you to explore the baic characteritic of the reonant
More informationThe Cascode and Cascaded Techniques LNA at 5.8GHz Using T-Matching Network for WiMAX Applications
International Journal of Computer Theory and Engineering, Vol. 4, No. 1, February 01 The Cacode and Cacaded Technique LNA at 5.8Hz Uing T-Matching Network for WiMAX Application Abu Bakar Ibrahim, Abdul
More informationA Proportional Fair Resource Allocation Algorithm for Hybrid Hierarchical Backhaul Networks
A Proportional Fair Reource Allocation Algorithm for Hybrid Hierarchical Backhaul Network Intitute of Communication and Information Sytem, Hohai Univerity, Nanjing, 211100, China E-mail: 498807912@qq.com
More informationAdaptive Space-time Block Coded Transmit Diversity in a High Mobility Environment
Adaptive Space-time Block Coded Tranmit Diverity in a High Mobility Environment Tomoyuki SAITO, Amnart BOONKAJAY and Fumiyuki ADACHI Reearch Organization of Electrical Communication, Tohoku Univerity -1-1
More informationAdaptive Coding in MC-CDMA/FDMA Systems with Adaptive Sub-Band Allocation
Adaptive Coding in MC-CDMA/FDMA Sytem with Adaptive Sub-Band Allocation PETER TRIFONOV 1, ELENA COSTA, ALESSIO FILIPPI AND EGON SCHULZ Siemen AG, ICM N PG SP RC FR, Germany, ptrifonov@ieee.org,{elena.cota,aleio.filippi,egon.schulz}@iemen.com
More informationAnalysis. Control of a dierential-wheeled robot. Part I. 1 Dierential Wheeled Robots. Ond ej Stan k
Control of a dierential-wheeled robot Ond ej Stan k 2013-07-17 www.otan.cz SRH Hochchule Heidelberg, Mater IT, Advanced Control Engineering project Abtract Thi project for the Advanced Control Engineering
More informationComm 502: Communication Theory. Lecture 5. Intersymbol Interference FDM TDM
Lecture 5 Interymbol Interference FDM TDM 1 Time Limited Waveform Time-Limited Signal = Frequency Unlimited Spectrum Square Pule i a Time-Limited Signal Fourier Tranform 0 T S -3/T S -2/T S -1/T S 0 1/T
More informationDIGITAL COMMUNICATION
DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING DIGITAL COMMUNICATION Spring 2010 Yrd. Doç. Dr. Burak Kelleci OUTLINE Line Code Differential Encoding Regeneration, Decoding and Filtering Delta Modulation
More informationIEEE Broadband Wireless Access Working Group < An Enhanced MIMO Transmission Scheme for OFDMA Systems
00-09-0 IEEE C80.6e-0/5r Project Title IEEE 80.6 Broadband Wirele Acce Working Group An Enhanced MIMO Tranmiion Scheme for OFDMA Sytem Date Submitted Source() 00-09-0 Seong Keun Oh,
More informationELEC E7210: Communication Theory. Lecture 11: MIMO Systems and Space-time Communications
ELEC E7210: Communication Theory Lecture 11: MIMO Systems and Space-time Communications Overview of the last lecture MIMO systems -parallel decomposition; - beamforming; - MIMO channel capacity MIMO Key
More informationInternational Journal of Engineering Research & Technology (IJERT) ISSN: Vol. 1 Issue 6, August
ISSN: 2278-08 Vol. Iue 6, Augut - 202 The Turbo Code and an Efficient Decoder Implementation uing MAP Algorithm for Software Defined Radio Mr Rupeh Singh (Principal), Dr. Nidhi Singh (Aociate Profeor)
More informationImprovement in Image Reconstruction of Biological Object by EXACT SIRT cell Scanning Technique from Two Opposite sides of the Target
Vol. 3, Iue. 3, ay.-june. 2013 pp-1597-1601 ISSN: 2249-6645 Improvement in Image Recontruction of Biological Object by EXACT SIRT cell Scanning Technique from Two Oppoite ide of the Target Kabita Purkait
More informationChapter Introduction
Chapter-6 Performance Analyi of Cuk Converter uing Optimal Controller 6.1 Introduction In thi chapter two control trategie Proportional Integral controller and Linear Quadratic Regulator for a non-iolated
More informationDESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS
DESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS 1 DHANABAL R, 2 BHARATHI V, 3 NAAMATHEERTHAM R SAMHITHA, 4 G.SRI CHANDRAKIRAN, 5 SAI PRAMOD KOLLI 1 Aitant Profeor (Senior Grade), VLSI
More informationSCK LAB MANUAL SAMPLE
SCK LAB MANUAL SAMPLE VERSION 1.2 THIS SAMPLE INCLUDES: TABLE OF CONTENTS TWO SELECTED LABS FULL VERSION IS PROVIDED FREE WITH KITS Phone: +92 51 8356095, Fax: +92 51 8311056 Email: info@renzym.com, URL:www.renzym.com
More informationA Real-Time Wireless Channel Emulator For MIMO Systems
A eal-time Wirele Channel Emulator For MIMO Sytem Hamid Elami, Ahmed M. Eltawil {helami,aeltawil}@uci.edu Abtract: The improvement in channel capacity hailed by MIMO ytem i directly related to intricate
More informationRESEARCH ON NEAR FIELD PASSIVE LOCALIZATION BASED ON PHASE MEASUREMENT TECHNOLOGY BY TWO TIMES FREQUENCY DIFFERENCE
RESEARCH ON NEAR FIED PASSIVE OCAIZATION BASED ON PHASE MEASUREMENT TECHNOOGY BY TWO TIMES FREQUENCY DIFFERENCE Xuezhi Yan, Shuxun Wang, Zhongheng Ma and Yukuan Ma College of Communication Engineering
More informationThe RCS of a resistive rectangular patch antenna in a substrate-superstrate geometry
International Journal of Wirele Communication and Mobile Computing 0; (4): 9-95 Publihed online October 0, 0 (http://www.ciencepublihinggroup.com/j/wcmc) doi: 0.648/j.wcmc.0004. The RCS of a reitive rectangular
More informationBasic Study of Radial Distributions of Electromagnetic Vibration and Noise in Three-Phase Squirrel-Cage Induction Motor under Load Conditions
http://dx.doi.org/0.42/jicem.203.2.2.54 54 Journal of International Conference on Electrical Machine and Sytem Vol. 2, No. 2, pp. 54 ~58, 203 Baic Study of Radial Ditribution of Electromagnetic Vibration
More informationPoint-to-point radio link variation at E-band and its effect on antenna design Al-Rawi, A.N.H.; Dubok, A.; Herben, M.H.A.J.; Smolders, A.B.
Point-to-point radio link variation at E-band and it effect on antenna deign Al-Rawi, A.N.H.; Dubok, A.; Herben, M.H.A.J.; Smolder, A.B. Publihed in: PIERS 215 Prague Publihed: 1/1/215 Document Verion
More informationUniversity of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /WCNC.2009.
Noune, MB., & Nix, AR. 2009). Frequency-domain tranmit proceing for MIMO SC-FDMA in wideband propagation channel. In IEEE Wirele Communication and Networing Conference WCNC2009), Budapet, Hungary pp. 1-6).
More information/09/$ IEEE 472
Bai Puruit for Robut Paive Acoutic Beamforming Ben Shapo and Chri Kreucher Integrity Application Incorporated 900 Victor Way, Suite 220 Ann Arbor, MI 48108 bhapo@integrity-app.com, ckreuche@umich.edu Abtract
More informationStability Analysis in a Cognitive Radio System with Cooperative Beamforming
Stability Analyi in a Cognitive Radio Sytem with Cooperative Beamforming Mohammed Karmooe, Ahmed Sultan, Moutafa Youef Department of Electrical Engineering, Alexandria Univerity, Alexandria, Egypt Wirele
More informationKalman Filtering Based Object Tracking in Surveillance Video System
(669 -- 917) Proceeding of the 3rd (2011) CUSE International Conference Kalman Filtering Baed Object racking in Surveillance Video Sytem W.L. Khong, W.Y. Kow, H.. an, H.P. Yoong, K..K. eo Modelling, Simulation
More informationTime-Domain Coupling to a Device on Printed Circuit Board Inside a Cavity. Chatrpol Lertsirimit, David R. Jackson and Donald R.
Time-Domain Coupling to a Device on Printed Circuit Board Inide a Cavity Chatrpol Lertirimit, David R. Jackon and Donald R. Wilton Applied Electromagnetic Laboratory Department of Electrical Engineering,
More informationMIMO Systems and Applications
MIMO Systems and Applications Mário Marques da Silva marques.silva@ieee.org 1 Outline Introduction System Characterization for MIMO types Space-Time Block Coding (open loop) Selective Transmit Diversity
More informationII. SYSTEM MODEL. A. Link and path model
HARQ I. INTRODUCTION ARQ (automatic repeat-requet i a link layer protocol ued for packet error detection and retranmiion. Errordetection bit (uch a CRC bit are attached and tranmitted along with the meage
More informationMultiple Antenna Processing for WiMAX
Multiple Antenna Processing for WiMAX Overview Wireless operators face a myriad of obstacles, but fundamental to the performance of any system are the propagation characteristics that restrict delivery
More informationControl of Electromechanical Systems using Sliding Mode Techniques
Proceeding of the 44th IEEE Conference on Deciion and Control, and the European Control Conference 25 Seville, Spain, December 2-5, 25 MoC7. Control of Electromechanical Sytem uing Sliding Mode Technique
More informationBandwidth-Efficient MIMO Underwater Acoustic Communications with Frequency-Domain Equalization
Bandwidth-Efficient MIMO Underwater Acoutic Communication with Frequency-Domain Equalization Jian Zhang and Yahong Roa Zheng Dept of Electrical & Computer Eng, Miouri Univerity of Science & Technology,
More informationPerformance Evaluation of V-Blast Mimo System in Fading Diversity Using Matched Filter
Performance Evaluation of V-Blast Mimo System in Fading Diversity Using Matched Filter Priya Sharma 1, Prof. Vijay Prakash Singh 2 1 Deptt. of EC, B.E.R.I, BHOPAL 2 HOD, Deptt. of EC, B.E.R.I, BHOPAL Abstract--
More informationA COMPARISON OF METHODS FOR EVALUATING THE TEST ZONE PERFORMANCE OF ANECHOIC CHAMBERS DESIGNED FOR TESTING WIRELESS DEVICES
A COMPARISON OF METHODS FOR EVALUATING THE TEST ZONE PERFORMANCE OF ANECHOIC CHAMBERS DESIGNED FOR TESTING WIRELESS DEVICES Jame D. Huff John C. Mantovani Carl W. Sirle The Howland Company, Inc. 4540 Atwater
More informationA moving sound source localization method based on TDOA
A moving ound ource localization method baed on TDOA Feng MIAO; Diange YANG ; Ruia WANG; Junie WEN; Ziteng WANG; Xiaomin LIAN Tinghua Univerity, China ABSTRACT The Time Difference of Arrival (TDOA) method
More informationIdentification of Image Noise Sources in Digital Scanner Evaluation
Identification of Image Noie Source in Digital Scanner Evaluation Peter D. Burn and Don William Eatman Kodak Company, ocheter, NY USA 4650-95 ABSTACT For digital image acquiition ytem, analyi of image
More informationUplink Capacity Comparison of Non-Perfect Frequency Synchronised Cellular OFDM Systems
Uplin Capacity Comparion o Non-Perect Frequency Synchronied Cellular OFDM Sytem Shameem Kabir Chaudhury, Harald Haa School o Engineering and Science International Univerity Bremen 8759 Bremen, Germany
More informationGemini. The errors from the servo system are considered as the superposition of three things:
Gemini Mount Control Sytem Report Prediction Of Servo Error Uing Simulink Model Gemini 9 July 1996 MCSJDW (Iue 3) - Decribe the proce of etimating the performance of the main axi ervo uing the non-linear
More informationOptimized BER Performance of Asymmetric Turbo Codes over AWGN Channel
International Journal of Computer Application (0975 8887) Optimized Performance of Aymmetric Turbo Code over AWGN Channel M.Srinivaa Rao Pvpit, JNTU Kainada Andhra Pradeh, India. G.Vijaya Kumar Pvpit,
More informationA Programmable Compensation Circuit for System-on- Chip Application
http://dx.doi.org/0.5573/jsts.0..3.98 JOURAL OF SEMICODUCTOR TECHOLOGY AD SCIECE, VOL., O.3, SEPTEMBER, 0 A Programmable Compenation Circuit for Sytem-on- Chip Application Woo-Chang Choi* and Jee-Youl
More informationAn FM signal in the region of 4.2 to 4.6
A LOW COST, HIGH ACCURACY RADAR ALTIMETER Thi article decribe the development of a frequency modulated (FM) radar altimeter for meauring the height of flying object. The entire tructure comprie two part:
More informationREAL-TIME IMPLEMENTATION OF A NEURO-AVR FOR SYNCHRONOUS GENERATOR. M. M. Salem** A. M. Zaki** O. P. Malik*
Copyright 2002 IFAC 5th Triennial World Congre, Barcelona, Spain REAL-TIME IMPLEMENTATION OF A NEURO- FOR SYNCHRONOUS GENERATOR M. M. Salem** A. M. Zaki** O. P. Malik* *The Univerity of Calgary, Canada
More informationA Feasibility Study on Frequency Domain ADC for Impulse-UWB Receivers
A Feaibility Study on Frequency Domain ADC for Impule-UWB Receiver Rajeh hirugnanam and Dong Sam Ha VV (Virginia ech VLSI for elecommunication Lab Department of Electrical and Computer Engineering Virginia
More informationMethod to Improve Range and Velocity Error Using De-interleaving and Frequency Interpolation for Automotive FMCW Radars
International Journal o Signal Proceing, Image Proceing and Pattern Recognition Vol. 2, No. 2, June 2009 Method to Improve Range and Velocity Error Uing De-interleaving and Frequency Interpolation or Automotive
More informationRadio-Efficient Adaptive Modulation and Coding: Green Communication Perspective
Radio-Efficient Adaptive Modulation and Coding: Green Communication Perpective Liqiang Zhao, Jian Cai, and Hailin Zhang State Key Laboratory of Integrated Service Network Xidian Univerity Xi an, Shaanxi,
More informationNon-Linear UWB Receivers With MLSE Post-Detection
on-linear UWB Receiver With MLSE Pot-Detection Florian roech, homa Zaowki, and Armin Wittneben Communication echnology Laboratory, EH Zurich, 8092 Zurich, Switzerland Email: {troechf,zaowki,wittneben}@nari.ee.ethz.ch
More informationA simple low rate turbo-like code design for spread spectrum systems
5 A imple low rate turbo-like code deign for pread pectrum ytem Durai Thirupathi and Keith M. Chugg Communication Science Intitute Dept. of Electrical Engineering Univerity of Southern California, Lo Angele
More informationCHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER
16 CHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER 2.1 INTRODUCTION Indutrial application have created a greater demand for the accurate dynamic control of motor. The control of DC machine are
More informationAN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS
AN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS Alion de Oliveira Morae (1), Joé Antonio Azevedo Duarte (1), Sergio Fugivara (1) (1) Comando-Geral de Tecnologia Aeroepacial,
More informationSelf-Programmable PID Compensator for Digitally Controlled SMPS
6 IEEE COMPEL Workhop, Renelaer Polytechnic Intitute, Troy, NY, USA, July 16-19, 6 Self-Programmable PID Compenator for Digitally Controlled SMPS Zhenyu Zhao and Alekandar Prodi Univerity of Toronto Toronto,
More informationMODAL ANALYSIS OF A BEAM WITH CLOSELY SPACED MODE SHAPES
ME 164 Senior Captone Deign The Cooper Union Spring 2011 MODAL ANALYSIS O A BEAM WITH CLOSELY SPACED MODE SHAPES Eglind Myftiu The Cooper Union New York City, NY, USA ABSTRACT Thi paper invetigate the
More informationA New Technique to TEC Regional Modeling using a Neural Network.
A New Technique to TEC Regional Modeling uing a Neural Network. Rodrigo F. Leandro Geodetic Reearch Laboratory, Department of Geodey and Geomatic Engineering, Univerity of New Brunwick, Fredericton, Canada
More informationPerformance evaluation of a DPSK/SCM combined modulation scheme for optical label switching
Performance evaluation of a DPSK/SCM combined modulation cheme for optical label witching C. Díaz Giménez, I. Tafur Monroy, J.J. Vega Olmo, S. Sale, A.M.J. Koonen COBRA Reearch Intitute, Faculty of Electrical
More informationNAVAL POSTGRADUATE SCHOOL THESIS
NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA THESIS PERFORMANCE ANALYSIS OF THE EFFECT OF PULSED- NOISE INTERFERENCE ON WLAN SIGNALS TRANSMITTED OVER A NAKAGAMI FADING CHANNEL by Andrea Toumani March
More informationDeterministic Deployment for Wireless Image Sensor Nodes
Send Order for Reprint to reprint@benthamcience.ae 668 The Open Electrical & Electronic Engineering Journal, 04, 8, 668-674 Determinitic Deployment for Wirele Image Senor Node Open Acce Junguo Zhang *,
More informationA Faster and Accurate Method for Spectral Testing Applicable to Noncoherent Data
A Fater and Accurate ethod for Spectral Teting Applicable to Noncoherent Data inhun Wu 1,2, Degang Chen 2, Guican Chen 1 1 School of Electronic and Information Engineering Xi an Jiaotong Univerity, Xi
More informationFAST PATH LOSS PREDICTION BY USING VIRTUAL SOURCE TECHNIQUE FOR URBAN MICROCELLS
FAST PATH LOSS PREDICTION BY USING VIRTUAL SOURCE TECHNIQUE FOR URBAN MICROCELLS Haan M. El-Sallai Radio Laoratory, Intitute of Radio Communication (IRC) Helinki Univerity of Technology P. O. Box 3000,
More informationIJSRD - International Journal for Scientific Research & Development Vol. 3, Issue 11, 2016 ISSN (online):
IJSRD - International Journal for Scientific Reearch & Development Vol. 3, Iue 11, 2016 ISSN (online): 2321-0613 Deign and Analyi of IIR Peak & Notch Ravi Choudhary 1 Pankaj Rai 2 1 M.Tech. Student 2 Aociate
More informationDigital joint phase and sampling instant synchronisation for UMTS standard
Digital joint phae and ampling intant ynchroniation for UMTS tandard Youef Serretou, Koai Raoof, Joël Lienard To cite thi verion: Youef Serretou, Koai Raoof, Joël Lienard. Digital joint phae and ampling
More informationMassachusetts Institute of Technology Haystack Observatory WESTFORD, MASSACHUSETTS DATE 07/15/2009
BBD Memo #033 Maachuett Intitute of Technolog Hatack Obervator WESTFORD, MASSACHUSETTS 0886 DATE 07/5/2009 To: Broadband Development Group From: C. J. Beaudoin Subject: Holographic Proceing and Conideration
More informationSimultaneous usage of TV spectrum for mobile broadband and TV broadcast transmission. Joachim Sachs Ericsson Research AAchen, Germany
Simultaneou uage of TV pectrum for mobile broadband and TV broadcat tranmiion Joachim Sach Ericon Reearch AAchen, Germany OUtline Background and motivation Spectrum haring between TV and mobile network
More informationMultiple Antenna Technologies
Multiple Antenna Technologie Manar Mohaien YuPeng Wang KyungHi Chang The Graduate School of Information Technology and Telecommunication INHA Univerity ABSTRACT Multiple antenna technologie have received
More informationIntegral Control AGC of Interconnected Power Systems Using Area Control Errors Based On Tie Line Power Biasing
ISSN (Online) 232 24 ISSN (Print) 232 5526 Vol. 2, Iue 4, April 24 Integral Control AGC of Interconnected Power Sytem Uing Area Control Error Baed On Tie Line Power Biaing Charudatta B. Bangal Profeor,
More informationComparison of MIMO OFDM System with BPSK and QPSK Modulation
e t International Journal on Emerging Technologies (Special Issue on NCRIET-2015) 6(2): 188-192(2015) ISSN No. (Print) : 0975-8364 ISSN No. (Online) : 2249-3255 Comparison of MIMO OFDM System with BPSK
More informationSynthetic aperture radar raw signal simulator for both pulsed and FM-CW modes
Computational Method and Experimental Meaurement XV 43 Synthetic aperture radar raw ignal imulator for both puled and FM-CW mode P. Serafi C. Lenik & A. Kawalec Intitute of adioelectronic, Military Univerity
More informationWireless Link SNR Mapping Onto An Indoor Testbed
Wirele Link SNR Mapping Onto An Indoor Tetbed Jing Lei, Roy Yate, Larry Greentein, Hang Liu WINLAB Rutger Univerity 73 Brett Road, Picataway, NJ 8854, USA {michelle, ryate, ljg, hliu}@winlab.rutger.edu
More informationStudies on Novel Anti-jamming Technique of Unmanned Aerial Vehicle Data Link
Chinee Journal of Aeronautic 1(008) 141-148 Chinee Journal of Aeronautic www.elevier.com/locate/cja Studie on ovel Anti-jamming Technique of Unmanned Aerial Vehicle Data Link Huang enzhun a, *, ang Yongheng
More informationHIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY
HIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY Author: P.D. van Rhyn, Co Author: Prof. H. du T. Mouton Power Electronic Group (PEG) Univerity of the Stellenboch Tel / Fax: 21 88-322 e-mail:
More informationPublished in: Proceedings of the 26th European Solid-State Circuits Conference, 2000, ESSCIRC '00, September 2000, Stockholm, Sweden
Uing capacitive cro-coupling technique in RF low noie amplifier and down-converion mixer deign Zhuo, Wei; Embabi, S.; Pineda de Gyvez, J.; Sanchez-Sinencio, E. Publihed in: Proceeding of the 6th European
More informationVoltage Analysis of Distribution Systems with DFIG Wind Turbines
1 Voltage Analyi of Ditribution Sytem with DFIG Wind Turbine Baohua Dong, Sohrab Agarpoor, and Wei Qiao Department of Electrical Engineering Univerity of Nebraka Lincoln Lincoln, Nebraka 68588-0511, USA
More informationIterative Near Maximum-Likelihood Sequence Detection for MIMO Optical Wireless Systems
JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. X, NO. XX, XXXXX 009 1 Iterative Near Maximum-Likelihood Sequence Detection for MIMO Optical Wirele Sytem Netor D. Chatzidiamanti, Student Member, IEEE, Murat Uyal,
More informationRevisiting Cross-channel Information Transfer for Chromatic Aberration Correction
Reviiting Cro-channel Information Tranfer for Chromatic Aberration Correction Tiancheng Sun, Yifan Peng 3, Wolfgang Heidrich,3 King Abdullah Univerity of Science and Technology, Thuwal, Saudi Arabia IIIS,
More informationInstantaneous Cycle-Slip Detection and Repair of GPS Data Based on Doppler Measurement
Intantaneou Cycle-Slip Detection and Repair of GPS Data Baed on Doppler Meaurement Zhoufeng Ren, Liyan Li, Jie Zhong, and Minjian Zhao Abtract In GPS receiver, carrier phae meaurement can be ued to improve
More informationActive Harmonic Elimination in Multilevel Converters Using FPGA Control
Active Harmonic Elimination in Multilevel Converter Uing FPGA Control Zhong Du, Leon M. Tolbert, John N. Chiaon Electrical and Computer Engineering The Univerity of Tenneee Knoxville, TN 7996- E-mail:
More informationA Two-Stage Optimization PID Algorithm
PID' Brecia (Italy), March 8-3, ThB. A Two-Stage Optimization PID Algorithm Gíli Herjólfon Anna Soffía Haukdóttir Sven Þ. Sigurðon Department of Electrical and Computer Engineering,Univerity of Iceland
More informationJoint Wireless Positioning and Emitter Identification in DVB-T Single Frequency Networks
Joint Wirele Poitioning and Emitter Identification in Single Frequency Network Liang Chen, Lie-Liang Yang, Jun Yan and Ruizhi Chen Abtract Digital televiion (DTV) ignal ha been recognized a a promiing
More informationReview on Improvement in WIMAX System
IJIRST International Journal for Innovative Research in Science & Technology Volume 3 Issue 09 February 2017 ISSN (online): 2349-6010 Review on Improvement in WIMAX System Bhajankaur S. Wassan PG Student
More informationModified 2D Finite-Difference Time-Domain Based Tunnel Path Loss Prediction for Wireless Sensor Network Applications
214 JOURNAL OF COMMUNICATIONS, VOL. 4, NO. 4, MAY 2009 Modified 2D Finite-Difference Time-Domain Baed Tunnel Path Lo Prediction for Wirele Senor Network Application Yan Wu Computer Laboratory, Univerity
More informationHashiwokakero. T. Morsink. August 31, 2009
Hahiwokakero T. Morink Augut 31, 2009 Content 1 Introduction 3 2 What i Hahiwokakero? 3 2.1 The rule............................. 3 2.2 Eay olving tatement..................... 4 3 Building an Own Solver
More information