Narrow-band Interference Suppression in DSSS Systems Using Efficient Adaptive Filters
|
|
- Silvester Randall
- 5 years ago
- Views:
Transcription
1 009 Internatonal Conerene on Communaton and Moble Computng Narrow-band Intererene Suppreon n DSSS Sytem Ung Eent Adaptve Flter Abtrat In th paper, we preent a novel adaptve ntererene uppreon method by ombnng wth tme-doman lter and requeny-doman lter. Demontrated by mulaton reult, the method an gnantly mprove the perormane o DSSS reever ervng at the narrow-band ntererene envronment. The mprovement o reultng SNR ater NBI uppreon wll urther enhane along wth the nreang o ntererene ntente. Compared wth the mple ntererene nullng and ampltude lmtng proeng, the propoed method ha le omplexty and better real-tme perormane wthout long muh gnal perormane. 1. Introduton Dret equene pread petrum ( DSSS ) ommunaton tehnque oer a promng oluton to an overrowded requeny petrum amd growng demand or moble and peronal ommunaton erve, beaue t poee a number o attratve eature, uh a ant-dturbane, prvay, multpath adng retane, nreang tranmon apaty, et. In the moble and peronal ommunaton ytem, DSSS ytem hare the ame requeny band wth the extng narrow-band requeny ommunaton ytem. Thereore the perormane would nevtably be aeted by narrow band ntererene (NBI). Sne NBI beome a wdeband gnal ater depreadng, the ytem nherently an uppre NBI to a ertan extent by ung an approprate bandpa lter[1]. However, the omparable perormane baed on the aumpton that dret pread (DS) gnal power great enough, or the petrum o DS gnal muh wder than the NBI. That, the ant-ntererene apablty o a DSSS ytem dretly proportonal to the preadng gan o tel. In ae o the preadng gan dereae or ntererene gnal trong, th n turn may aue the perormane to be omewhat unatatory. However, pratally and preondtonally, nether moble nor peronal ommunaton ytem wll allow DS gnal tranmttng power o ntrudng the extng narrowband ommunaton ytem. In addton, when uh ator o ommunaton rate and ytem engneerng pratablty are taken nto onderaton, the yle o the PN equene an not nreae unboundedly, and the ame, the de-pread module at the reever an not unlmtedly expand NBI petrum n DS ommunaton ytem. All thee ator onront the DSSS wth nablty o reetng NBI. In order to mprove the ytem ant-dturbane on ondton that the ytem tel wll not nreae the preadng gan, an approprate NBI uppreon tehnque need be employed pror to de-preadng,. NBI uppreon tehnology At preent, baed on dgtal gnal proeng tehnology, NBI uppreon tehnology an be roughly orted by tme-doman lterng algorthm and tranorm doman lterng algorthm. Thee algorthm wth xed parameter exert good retrant on the NBI whh tattally tatonary. However, due to the omplex rado envronment and the ontnuouly hangng o the ntererene gnal, the tattal haratert are alway hangng whh lead to the at that the algorthm o xed parameter an not eetvely uppre the tme-varyng NBI. Thu the parameter o the lter mut be updated ontnuouly. It a omplated and tme-onumng proe to olve the parameter through the tattal haratert. I the bt rate too at, the alulaton may not meet the need o real-tme proeng. So /09 $ IEEE DOI /CMC
2 adaptve lter tehnologe turned out to be the mantream o NBI uppreon tehnologe n DSSS []. Among thoe adaptve algorthm, adaptve lter tehnologe that eetvely retran NBI an be ategorzed to the adaptve tme-doman lterng algorthm baed on the predton / nterpolaton tehnology, the adaptve noth-lterng algorthm n tranorm doman and other auxlary algorthm [3]. Adaptve tme-doman lterng algorthm an ully nhbt the NBI n theory, but t tablty trtly requred, tll le t lower onvergene and wore real-tme ablty. A to the adaptve tranorm-doman algorthm, data equene o nomng gnal o NBI uppreon module are proeted to the requeny doman va a ertan tme-requeny tranorm unton, or ntane,. The algorthm make nullng or mlar treatment on the requeny band, where the NBI rede, loated through the omparon between ub-band gnal energy and ub-band energy threhold, o a to aheve NBI uppreon. Although the real-tme qualty relatve to tme-doman adaptve lterng method ha been gnantly mproved, the tme wndowng ntrodued beore tranormaton make the requeny doman produe muh larger de lobe, whh make t dult to ompletely remove ntererene. Moreover, when the hgher requeny reoluton requred, a longer ub- data are needed, and t wll reult n nreang omplexty and tme delay or parttonng alulaton. Sne the ubband energy threhold o ommon adaptve requeny-doman lterng algorthm uually degned to be uned value, the NBI uppreon perormane wll delne dratally when the bakground olor petrum dene. An adaptve NBI uppreon method wth tmedoman and requeny-doman ombnaton propoed to remedy the above-mentoned problem. The method preent good perormane o NBI uppreon wth low tme delay and low omplexty. 3. NBI uppreon reever ytem model Fg. 1 dept a mpled blok dagram o NBI uppreon reever, whh ombne proeng o requeny-doman lterng and tme-doman lterng. The pread petrum gnal reeved are dvded nto two way pang through the A / D onverter, and are nput to the requeny-doman proeng module and tme-doman proeng module repetvely. The requeny-doman proeng module ont o the module, ntererene deteton module, adaptve ntererene threhold generaton module, and FIR tme-doman lter oeent generaton module. The tme-doman proeng module a FIR lter module. Fgure 1. A mpled blok dagram o NBI uppreon reever The reeved an be expreed a r ( t ) = ( t ) + n ( t ) + ( t ) (1) where (t) the DS-SS gnal and an be expreed a N ( t) = a n g ( t nt ) ( t) o( π t) () n = 1 where a the meage equene, and n { = ± 1,1 n N }, g (t) the quare pule a n gnal wth unt energy durng T nterval., T the duraton o the normaton bt. o( π t) the modulaton arrer, (t) the preadng ode gnal and t an be expreed a where L ( t ) = p ( t ) (3) = 1 T the PN equene, { 1} ±, L preadng multple, p (t) a quare pule gnal wth unt energy durng T nterval., T preadng ode duraton. n (t) the Gauan whte noe whh unlateral power petral denty N 0, (t) NBI whh an be approxmated by a determnt nte um o nuod, and expreed a below K ( t) = A o( π t + φ ) (4) = 1 where K the number o ngle-requeny ntererene, A the ampltude o ngle-requeny ntererene, the requeny o ngle-requeny ntererene, φ the orgnal phae o nglerequeny ntererene. 354
3 The reeved DS gnal whh ontan narrow-band ntererene and the Gauan whte noe ampled by the A / D rtly, and then exported to module wth wndowed. The ntererene deteton module wll ompare eah ample pont rom reeved gnal petrum wth the threhold generated by the adaptve ntererene threhold generaton module. The petrum pont wth hgher ampltude. Then the enter requeny and bandwdth o the ntererene gnal are ent to FIR tme-doman lter oeent generaton module. Baed on the ntererene normaton, the module degn the FIR lter oeent and end the oeent to the FIR lter module or the tmedoman proeng part. The FIR lter wll proeed the tme-doman lterng treatment wth FIR lter oeent. In the above proeng proedure, the tme-doman proeng only deal wth FIR lterng, and more omplated proeng, uh a ntererene gnal etmaton and lter oeent degn o bath treatment are ompleted n a requeny-doman proeng part, whh an uently enhane the real-tme ablty o the ytem. Although the urrent FIR lter oeent ued n tme-doman lterng are etmated baed on the data blok omng rom the prevou tme unt, however, n an atual eletromagnet envronment, ntererene gnal vare muh le n the lag tme wth repet to preetmated value, a not to mpat on ntererene uppreon. Compared wth the mple requenydoman ntererene uppreon baed on, the omplexty o th method only hal o t, whle the real-tme perormane gnantly mproved. 4. Adaptve ntererene threhold generaton I adaptve requeny-doman lter algorthm baed on one-way nput arhteture[4] onvergent, the lter power output wll be expreed a [ ] Pout = 1 w( ) σ (5) where w( ) adaptve requeny-doman lter weght oeent, an be expreed a σ where threhold. ; In (5) and (6), σ w( ) = σ + B (6) the nput gnal power; B energy σ B, ( ) 1 σ B, ( ) 0 w, P out σ w, P out 0. When the gnal power muh maller than the energy threhold, w( ) approahng zero, the gnal energy wll be retaned; when the gnal power ar greater than the energy threhold, w( ) approahng to 1, the gnal energy wll be analogng nullng, that, the gnal energy uppreed. Obvouly, ettng o energy threhold B uh a maor ator n the adaptve requeny-doman lterng algorthm or the NBI uppreon. The adaptve ntererene threhold generaton module n th paper ued to omplete the ntererene threhold. It degned a ollow: Chooe N pont out o the reeved DS gnal, and t expreed a w ( n) = ( n) w( n) (7) where (n) the pread petrum gnal ater A / D onveron, n= 1,,, N, N the pont. w (n) the wndow unton, w (n) the gnal ater wndowed. A N omputed or w (n) and expreed by N -pont π nm / N = (8) u( m) ( n)e n = 1 w where u (m) the o (n) w, m= 1,,, N. The gnal energy o eah requeny pont expreed a m = ab um ( ) λ = Re ( um ( )) + Im ( um ( )) λ ξ (9) where λ the weghted ator, λ 1. Adaptve threhold determned by the energy o requeny pont o M number o the nearet blok and an be expreed a M N 1 B= B + η ξ (10) mn m, MN = 1 m= 1 where B the adaptve threhold, B mn the mnmum threhold denotng pread petrum gnal have no ntererene, M to the number o blok determnng the adaptve threhold, η a oeent relatve to the reeved gnal whh adutable per the dtane between tranmtter and reever. 5. Adaptve NBI uppreon mulaton The adaptve NBI uppreon method mulated n th eton to very the analye and the 355
4 mulaton about ntererene nullng and ampltude lmtng lterng are alo hown or omparon at the ame tme. Smulaton parameter are et a ollow: data rate 1Kbp, the length o PN equene 103, pread petrum ode rate 103Kbp, Gold ode ued, the produton polynomal about optmzaton par o 10 3 m equene x + x + 1 and x + x + x + x + x + x + 1, arrer requeny 103MHz, amplng requeny 409MHz, mulaton odeword 100,000, the pont requeny ntererene ued, the length o / I n requeny-doman tranorm 4,096, and the other ettng to adaptve ntererene threhold module λ = 1, M = 1, η = 4. Fg. dept the reeved gnal petrum ontanng pont requeny ntererene wth ntererene requeny o = R / and SIR -35 db, denotng a dtnt ntererene popup. Fg.3 dept the ltered gnal petrum ater the FIR lter va NBI uppreon. In Fg.3, there a noteable petrum delnaton near the ntererene pont ndatng ueul uppreon to be the ntererene gnal by the ombnng method ntrodued n the paper. A a reult, a ertan amount o reeved gnal energy lot, however, the mnorty lo o energy wll barely eet on reult ater the petrum preaded. It an be urther demontrated by the latter mulaton. Fgure. Spetrum beore NBI uppreon Fg.4 dept the BER urve pre-and-pot NBI uppreon when ntererene requeny = and SIR -5dB. In Fg.4, the R / ytem ha gnantly mprovement va NBI uppreon. When BER = 10 4, the perormane omparatvely mproved by 4dB, t der wth that o theoretal urve o non-ntererene only by 0.5dB and ompete wth that o ntererene nullng and ampltude lmtng proeng o requeny-doman tranormaton by 0.5dB. Fgure 4. The ytem perormane when = and SIR -5 db R / Fg.5 dept the BER urve pre-and-pot NBI uppreon when SIR -35dB. In Fg.5, the ytem va NBI uppreon more largely mproved than that beore NBI uppreon. The NBI uppreon eet o ntererene nullng and ampltude lmtng proeng are lghtly better than FIR lterng wth repet to the reever, a hown n Fg.5. However, both method are baed on the blok tranormaton. The / I hould be long enough to mprove the requeny reoluton. It wll be a omplated and tmeonumng proe. The propoed method provde parallel proeng o tme-doman and requenydoman, o a to redue the omplexty to a hal, and to mprove real-tme perormane prevalng over eah o the two algorthm. Fgure 3. Spetrum ater NBI uppreon
5 Fgure 5. The ytem perormane when = and SIR -35 db R / Fg.6 and Fg.7 dept repetvely ytem perormane urve pre-and-pot lterng when ntererene approahng the arrer requeny,.e. = Hz. The ytem perormane ha been mproved gnantly by the lterng a hown n Fg.6 and Fg.7. ampltude lmtng proeng, the propoed method ha le omplexty and better real-tme perormane wth lght gnal long. 7. Reerene [1] Georgo B. Gannak, ed. Sgnal Proeng Advane n Wrele and Moble Communaton. Beng: Pot& Teleommunaton Pre 00 [] Zhang We,Yao Tanren, Narrow-band Intererene Reeton Tehnque n DSSS, Communaton Tehnology, Inormaton Seurty and Communaton Prvay, Chengdu, 00 (9): 4-6 [3] Zhou YanB, Gao Yng, A Summary o Adaptve Flterng Algorthm, Journal o Guangzhou Unverty, Guangzhou Unverty,Guangzhou,00 (): [4] Yang Weguang, B Guangguo, Reeton o Narrowband Intererene n DSSS Sytem Baed on Adaptve Wavelet Paket Tranorm, Journal on Communaton. Introduton to Communaton World Webte, Beng,, 1999 (7):69-75 Fgure 6. The ytem perormane when Hz and SIR -5 db = Fgure 7. The ytem perormane when Hz and SIR -35 db = 6. Conluon A novel adaptve ntererene uppreon method wth tme-doman and requeny-doman ombnaton wa propoed. The method an gnantly mprove the perormane o DSSS reever ervng at the narrow-band ntererene envronment. Smulaton reult demontrated that, when SIR -5dB, the ytem perormane only redue by 0.5dB ompared wth that o the non-ntererene ytem, but wll be mproved by 4dB prevalng over that o the ytem wthout NBI uppreon. A urther mprovement o reultng SNR va NBI uppreon wll be attaned wth the nreang o ntererene ntente. Compared wth the mple ntererene nullng and 357
represents the amplitude of the signal after modulation and (t) is the phase of the carrier wave.
1 IQ Sgnals general overvew 2 IQ reevers IQ Sgnals general overvew Rado waves are used to arry a message over a dstane determned by the ln budget The rado wave (alled a arrer wave) s modulated (moded)
More informationMoving Source Localization in Near-field by a Stationary Passive Synthetic Aperture Array
APSIPA ASC X an Movng Soure Loalzaton n Near-eld by a Statonary Pave Synthet Aperture Array Zhwe Wang * Feng Tan Yxn Yang Lngj Xu * College o Underwater Aout Engneerng, Harbn Engneerng Unverty, Harbn Naton
More informationOptimal Design of Multi-loop PI Controllers for Enhanced Disturbance Rejection in Multivariable Processes
Proeedng of the 3rd WSEAS/IASME Internatonal Conferene on Dynamal Sytem and Control, Arahon, Frane, Otober 3-5, 2007 72 Optmal Degn of Mult-loop PI Controller for Enhaned Dturbane Rejeton n Multvarable
More informationFriction parameters identification and compensation of LuGre model base on genetic algorithms
Internatonal Sympoum on Computer & Informat (ISCI 015) Frton parameter dentfaton and ompenaton of LuGre model bae on genet algorthm Yuqn Wen a, Mng Chu b and Hanxu Sun Shool of Automaton, Bejng Unverty
More informationDOAEstimationforCoherentSourcesinBeamspace UsingSpatialSmoothing
DOAEstmatonorCoherentSouresneamspae UsngSpatalSmoothng YnYang,ChunruWan,ChaoSun,QngWang ShooloEletralandEletronEngneerng NanangehnologalUnverst,Sngapore,639798 InsttuteoAoustEngneerng NorthwesternPoltehnalUnverst,X
More informationAdditional File 1 - Detailed explanation of the expression level CPD
Addtonal Fle - Detaled explanaton of the expreon level CPD A mentoned n the man text, the man CPD for the uterng model cont of two ndvdual factor: P( level gen P( level gen P ( level gen 2 (.).. CPD factor
More informationELG3336: Op Amp-based Active Filters
ELG6: Op Amp-baed Actve Flter Advantage: educed ze and weght, and thereore paratc. Increaed relablty and mproved perormance. Smpler degn than or pave lter and can realze a wder range o uncton a well a
More informationController Design for Networked Control Systems in Multiple-packet Transmission with Random Delays
Appled Mehans and Materals Onlne: 03-0- ISSN: 66-748, Vols. 78-80, pp 60-604 do:0.408/www.sentf.net/amm.78-80.60 03 rans eh Publatons, Swtzerland H Controller Desgn for Networed Control Systems n Multple-paet
More informationTransmission Techniques for Ultra Dense Wavelength Division Multiplexing By Using Two Optical Amplifiers in Nonlinear Optical Networks
Int. J. of Advaned etworkng and Applaton Volume:0, Iue:0, Page: 56-569 (00) 56 Tranmon Tehnque for Ultra Dene Wavelength Dvon Multplexng By Ung Two Optal Amplfer n onlnear Optal etwork Abd El-aer A. Mohammed
More informationJoint Source Coding and Higher-Dimension Modulation
Jont Codng and Hgher-Dmenon Modulaton Tze C. Wong and Huck M. Kwon Electrcal Engneerng and Computer Scence Wchta State Unvert, Wchta, Kana 676, USA {tcwong; huck.kwon}@wchta.edu Abtract Th paper propoe
More informationECE 6602 Assignment 6 Solutions for Spring 2003
ECE 660 Assgnment 6 Solutons for Sprng 003 1. Wrte a matlab ode to do the modulaton and demodulaton for a bnary FSK usng a) oherent detetor and b) a nonoherent detetor. Modfy the programs that are posted
More informationMore Ramsey Pricing. (firm willing to produce) Notation: 1 of 6
EP 7426, Problem Set 3 Len abrera More Ramey Prng regulated frm rodue two rodut, and, and ell them dretly to fnal utomer. onumer demand for thee erve known erfetly, a are the frm' roduton ot. Produt rodued
More informationA Hybrid Nonlinear Active Noise Control Method Using Chebyshev Nonlinear Filter
A Hybrd Nonlnear Actve Noe Control Method Ung Chebyhev Nonlnear Flter Bn Chen,, Shuyue Yu, Yan Gao School of Automaton, Beng Unverty of Pot and elecommuncaton, Beng, 00876, Chna Key Laboratory of Noe and
More informationOptimization and Implementation for the Modified DFT Filter Bank Multicarrier Modulation System
Journal of Communatons Vol. 8, No. 0, Otober 203 Optmzaton and Implementaton for the odfed DFT Flter Ban ultarrer odulaton System Guangyu Wang, Wewe Zhang, Ka Shao, and Lng Zhuang Chongqng Key Laboratory
More informationLeast Squares Algorithms for Time-of-Arrival Based Mobile Location
Leat Square Algorthm for me-of-arrval Baed oble Loaton K. W. Cheung H. C. So W.-K. a Y.. Chan Dept. of Computer Engneerng & Informaton ehnology Cty Unverty of Hong Kong at Chee Avenue Kowloon Hong Kong
More informationChaos-Based Physical Layer Design for WSN Applications
Reent Advanes n Teleommunatons Crut Desgn Chaos-Based Physal Layer Desgn for WS Applatons STVA BRBR Department of letral Computer ngneerng The Unversty of Aukl Aukl, ew Zeal s.berber@aukl.a.nz SHU FG Department
More informationSmall signal analysis
Small gnal analy. ntroducton Let u conder the crcut hown n Fg., where the nonlnear retor decrbed by the equaton g v havng graphcal repreentaton hown n Fg.. ( G (t G v(t v Fg. Fg. a D current ource wherea
More informationSOUND SEPARATION OF POLYPHONIC MUSIC USING INSTRUMENT PRINTS
SOUND SEPARATION OF POLYPHONI MUSI USING INSTRUMENT PRINTS Krstó Azél 1 and Szabols Ivánsy 2 Department o Automaton and Appled Inormats Budapest Unversty o Tehnology and Eonoms 3-9. Muegyetem rkp. H-1111
More informationCHAPTER 9 LINEAR MOMENTUM, IMPULSE AND COLLISIONS
CHAPTER 9 LINEAR MOMENTUM, IMPULSE AND COLLISIONS 103 Phy 1 9.1 Lnear Momentum The prncple o energy conervaton can be ued to olve problem that are harder to olve jut ung Newton law. It ued to decrbe moton
More informationMODELLING OF TRANSIENT HEAT TRANSPORT IN TWO-LAYERED CRYSTALLINE SOLID FILMS USING THE INTERVAL LATTICE BOLTZMANN METHOD
Journal o Appled Mathematc and Computatonal Mechanc 7, 6(4), 57-65 www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.4.6 e-issn 353-588 MODELLING OF TRANSIENT HEAT TRANSPORT IN TWO-LAYERED CRYSTALLINE SOLID
More informationVARIABLE SECOND-ORDER INCLUSION PROBABILITIES AS A TOOL TO PREDICT THE SAMPLING VARIANCE
VARIABLE SECOND-ORDER INCLUSION PROBABILITIES AS A TOOL TO PREDICT THE SAPLING VARIANCE Bataan Geelhoed; Delft Unverty of Tehnology, ekelweg 5, 69 JB Delft, The Netherland; b.geelhoed@tudelft.nl ABSTRACT
More informationIterative Joint MMSE Spatial Filtering/Successive MUI Cancellation for Frequency-domain Filtered SC-FDMA Uplink
Iteratve Jont SE Spatal Flterng/Seve UI Canellaton for Freqeny-doman Fltered SC-FDA Uplnk Sgr OUYAA azk AEDA and Fmyk ADACI Dept. of Eletral and Commnaton Engneerng Gradate Shool of Engneerng ohok Unverty
More informationEstimation of Finite Population Total under PPS Sampling in Presence of Extra Auxiliary Information
Internatonal Journal of Stattc and Analy. ISSN 2248-9959 Volume 6, Number 1 (2016), pp. 9-16 Reearch Inda Publcaton http://www.rpublcaton.com Etmaton of Fnte Populaton Total under PPS Samplng n Preence
More informationPOWER PLANT BOILER LEVEL CONTROL USING IMMUNE ALGORITHM BASED FUZZY RULE AUTO-TUNING
POWER PLANT BOLER LEVEL CONTROL USNG MMUNE ALGORTHM BASED FUZZY RULE AUTO-TUNNG Dong Hwa Km Dept. of &C Hanbat Natonal Unverty 6- San Dukmyong-Dong Yuong Gu Daeon Cty Seoul Korea 305-79 Tel: +8-4-8-70
More informationDistributed Control for the Parallel DC Linked Modular Shunt Active Power Filters under Distorted Utility Voltage Condition
Dtrbted Control for the Parallel DC Lnked Modlar Shnt Actve Power Flter nder Dtorted Utlty Voltage Condton Reearch Stdent: Adl Salman Spervor: Dr. Malabka Ba School of Electrcal and Electronc Engneerng
More informationMULTIPLE REGRESSION ANALYSIS For the Case of Two Regressors
MULTIPLE REGRESSION ANALYSIS For the Cae of Two Regreor In the followng note, leat-quare etmaton developed for multple regreon problem wth two eplanator varable, here called regreor (uch a n the Fat Food
More informationA Novel Call Admission Control and OVSF Code Reservation Scheme in WCDMA systems
A Novel Call Admon Control and OVSF Code Reervaton Sheme n WCDMA ytem Jun Jo Department of Indutral and Sytem Engneerng, KAIST 373-1 Gueong-dong, Yueong-gu, Daeeon, Korea ABSTRACT Th artle addree novel
More informationOn High Spatial Reuse Broadcast Scheduling in STDMA Wireless Ad Hoc Networks
On Hgh Spatal Reuse Broadast Shedulng n STDMA Wreless Ad Ho Networks Ashutosh Deepak Gore Abhay Karandkar Informaton Networks Laboratory Department of Eletral Engneerng Indan Insttute of Tehnology - Bombay
More informationMITSUBISHI ELECTRIC RESEARCH LABORATORIES PSD of UWB Signals. Yves-Paul Nakache, Andreas Molisch. TR December 2006
MISUBISHI ELECRIC RESEARCH LABORAORIES http://www.merl.com PSD o UWB Sgnal Yve-Paul akache, Andrea Molch R5-3 December 6 Abtract h document tude the Power Spectral Denty (PSD) o tme-hoppng mpule rado (H-
More informationAn Information Theoretic Study for Noisy Compressed Sensing With Joint Sparsity Model 2
> ubmtted to IEEE ranaton on Informaton heory An Informaton heoret tudy for oy Compreed enng Wth Jont party Model angjun Park, am Yul Yu and Heung-o Lee*, enor Member, IEEE Abtrat In th paper, we tudy
More informationthe observations. 1. INTRODUCTION 2. OBSERVATIONS AND PREPROCESSING
THE ASTROPHYSICAL JOURNAL, 558:32È38, 2 September ( 2. The Ameran Atronomal Soety. All rght reerved. Prnted n U.S.A. THE FIRST DETECTION OF COHERENT EMISSION FROM RADIO PULSARS F. A. JENET Shlumberger-Doll
More informationPhysics 2A Chapter 3 HW Solutions
Phscs A Chapter 3 HW Solutons Chapter 3 Conceptual Queston: 4, 6, 8, Problems: 5,, 8, 7, 3, 44, 46, 69, 70, 73 Q3.4. Reason: (a) C = A+ B onl A and B are n the same drecton. Sze does not matter. (b) C
More informationRoot Locus Techniques
Root Locu Technque ELEC 32 Cloed-Loop Control The control nput u t ynthezed baed on the a pror knowledge of the ytem plant, the reference nput r t, and the error gnal, e t The control ytem meaure the output,
More informationarxiv: v1 [cond-mat.stat-mech] 8 Jan 2019
Quantum Phae Tranton n Fully-Conneted Quantum Wajnflaz Pk Model Yuya Sek 1, Shu Tanaka 2,3, Shro Kawabata 1 1 Nanoeletron Reearh Inttute, Natonal Inttute of Advaned Indutral Sene and Tehnology (AIST),
More informationTeam. Outline. Statistics and Art: Sampling, Response Error, Mixed Models, Missing Data, and Inference
Team Stattc and Art: Samplng, Repone Error, Mxed Model, Mng Data, and nference Ed Stanek Unverty of Maachuett- Amhert, USA 9/5/8 9/5/8 Outlne. Example: Doe-repone Model n Toxcology. ow to Predct Realzed
More informationProofs of Number of Compressed Measurements Needed for Noisy Distributed Compressed Sensing
Proof of umber of Comreed eaurement eeded for oy Dtrbuted Comreed enng angjun Park Heung-o Lee hool of Informaton Communaton Gwangju Inttute of ene ehnology Gwangju Reubl of Korea {jark@gt.a.k heungno@gt.a.kr}
More informationAn Information-Theoretic Study for Noisy Multiple Measurement Vectors with Different Sensing Matrices
> Aepted for publaton n IEEE ranaton on Informaton heory An Informaton-heoret tudy for oy Multple Meaurement Vetor wth Dfferent enng Matre angjun Park, am Yul Yu and Heung-o Lee*, enor Member, IEEE Abtrat
More informationtwenty one concrete construction: shear & deflection Shear in Concrete Beams ACI Shear Values ACI Shear Values
ARCHIECURA SRUCURES: FORM, BEHAVIOR, AND DESIGN DR. ANNE NICHOS SUMMER 07 leture twenty one Shear n Conrete Beam lexure ombne wth hear to orm agonal rak horzontal renorement oen t help trrup = vertal renorement
More informationSUBTRACTION METHOD FOR REMOVING POWERLINE INTERFERENCE
SUBTRACTION METHOD OR REMOVING POWERLINE INTERERENCE ROM ECG IN CASE O REQUENCY DEVIATION Georgy Slavtchev Mhov, Ratcho Marnov Ivanov, Chavdar Lev Levkov aculty of Electronc Engneerng and Technologe (ETT),
More informationPop-Click Noise Detection Using Inter-Frame Correlation for Improved Portable Auditory Sensing
Advanced Scence and Technology Letters, pp.164-168 http://dx.do.org/10.14257/astl.2013 Pop-Clc Nose Detecton Usng Inter-Frame Correlaton for Improved Portable Audtory Sensng Dong Yun Lee, Kwang Myung Jeon,
More informationA Kernel Particle Filter Algorithm for Joint Tracking and Classification
A Kernel Partcle Flter Algorthm for Jont Tracng and Clafcaton Yunfe Guo Donglang Peng Inttute of Informaton and Control Automaton School Hangzhou Danz Unverty Hangzhou Chna gyf@hdueducn Huaje Chen Ane
More informationEECE 301 Signals & Systems Prof. Mark Fowler
-T Sytem: Ung Bode Plot EEE 30 Sgnal & Sytem Pro. Mark Fowler Note Set #37 /3 Bode Plot Idea an Help Vualze What rcut Do Lowpa Flter Break Pont = / H ( ) j /3 Hghpa Flter c = / L Bandpa Flter n nn ( a)
More informationHarmonic oscillator approximation
armonc ocllator approxmaton armonc ocllator approxmaton Euaton to be olved We are fndng a mnmum of the functon under the retrcton where W P, P,..., P, Q, Q,..., Q P, P,..., P, Q, Q,..., Q lnwgner functon
More informationA Study of Shunt Active Power Filters Applied to Three-Phase Four-Wire Systems
European Assoaton or the Development o Renewable Energes Envronment and Power Qualty (EA4EPQ) Internatonal Conerene on Renewable Energes and Power Qualty (ICREPQ ) Santago de Compostela (Span) 8th to 3th
More informationMachine Learning: and 15781, 2003 Assignment 4
ahne Learnng: 070 and 578, 003 Assgnment 4. VC Dmenson 30 onts Consder the spae of nstane X orrespondng to all ponts n the D x, plane. Gve the VC dmenson of the followng hpothess spaes. No explanaton requred.
More informationEQUILIBRIA IN SUBSURFACE FLUIDS WITH LINEAR INTERACTION BETWEEN DECAY AND SORPTION
JOUNAL O ENVONMENTAL HYDOLOGY The Eletron Journal o the nternatonal Aoaton or Envronmental Hydrology On the World Wde Web at http://www.hydroweb.om VOLUME 5 997 EQULBA N SUBSUACE LUDS WTH LNEA NTEACTON
More informationImproving the Performance of Fading Channel Simulators Using New Parameterization Method
Internatonal Journal of Eletrons and Eletral Engneerng Vol. 4, No. 5, Otober 06 Improvng the Performane of Fadng Channel Smulators Usng New Parameterzaton Method Omar Alzoub and Moheldn Wanakh Department
More informationTHE SOLAR SYSTEM. We begin with an inertial system and locate the planet and the sun with respect to it. Then. F m. Then
THE SOLAR SYSTEM We now want to apply what we have learned to the olar ytem. Hitorially thi wa the great teting ground for mehani and provided ome of it greatet triumph, uh a the diovery of the outer planet.
More informationComputer Control Systems
Computer Control ytem In th chapter we preent the element and the bac concept of computercontrolled ytem. The dcretaton and choce of amplng frequency wll be frt examned, followed by a tudy of dcrete-tme
More informationAPPROXIMATE OPTIMAL CONTROL OF LINEAR TIME-DELAY SYSTEMS VIA HAAR WAVELETS
Journal o Engneerng Sene and ehnology Vol., No. (6) 486-498 Shool o Engneerng, aylor s Unversty APPROIAE OPIAL CONROL OF LINEAR IE-DELAY SYSES VIA HAAR WAVELES AKBAR H. BORZABADI*, SOLAYAN ASADI Shool
More informationCONSOLIDATION OF STEEL PLATE GIRDERS APPLICATION OF EUROCODES
BULETNUL NSTTUTULU POLTEHNC DN AŞ Publat de Unvertatea Tehnă Gheorghe Aah dn aş Tomul LV (LX), Fa., 01 Seţa CONSTRUCŢ. ARHTECTURĂ CONSOLDATON OF STEEL PLATE GRDERS APPLCATON OF EUROCODES BY ŞTEFAN. GUŢU
More informationOutline. Clustering: Similarity-Based Clustering. Supervised Learning vs. Unsupervised Learning. Clustering. Applications of Clustering
Clusterng: Smlarty-Based Clusterng CS4780/5780 Mahne Learnng Fall 2013 Thorsten Joahms Cornell Unversty Supervsed vs. Unsupervsed Learnng Herarhal Clusterng Herarhal Agglomeratve Clusterng (HAC) Non-Herarhal
More informationResonant FCS Predictive Control of Power Converter in Stationary Reference Frame
Preprnt of the 9th World Congre The Internatonal Federaton of Automatc Control Cape Town, South Afrca. Augut -9, Reonant FCS Predctve Control of Power Converter n Statonary Reference Frame Lupng Wang K
More informationLogistics and spatial planning. Case studies on optimizing the supply chain and reorganizing the urban freight distribution
Logt and patal plannng Cae tude on optmzng the upply han and reorganzng the urban reght dtrbuton Ir. Thoma Dubo Ghent Unverty Logt and patal plannng Cae tude on optmzng the upply han and reorganzng the
More informationProject 2. PID Controller Design with Root Locus
ECSE 4440 Control Engneerng Sytem Projet PD Controller Degn wth Root Lou TA. Abtrat. ntrouton. PD Controller Degn wth Root Lou 4. Exerment 5. Conluon . Abtrat The uroe of th rojet to learn to egn a ontroller
More informationSolution Methods for Time-indexed MIP Models for Chemical Production Scheduling
Ian Davd Lockhart Bogle and Mchael Farweather (Edtor), Proceedng of the 22nd European Sympoum on Computer Aded Proce Engneerng, 17-2 June 212, London. 212 Elever B.V. All rght reerved. Soluton Method for
More informationModelling for Cruise Two-Dimensional Online Revenue Management System
Modellng for Crue Two-Dmenonal Onlne Revenue Management Sytem Bngzhou L Modellng for Crue Two-Dmenonal Onlne Revenue Management Sytem Bngzhou L Shool of Management, Xamen Unverty, Chna, lbngzhou260@63.om
More informationELG4179: Wireless Communication Fundamentals S.Loyka. Frequency-Selective and Time-Varying Channels
Frequeny-Seletve and Tme-Varyng Channels Ampltude flutuatons are not the only effet. Wreless hannel an be frequeny seletve (.e. not flat) and tmevaryng. Frequeny flat/frequeny-seletve hannels Frequeny
More informationThe Study of Teaching-learning-based Optimization Algorithm
Advanced Scence and Technology Letters Vol. (AST 06), pp.05- http://dx.do.org/0.57/astl.06. The Study of Teachng-learnng-based Optmzaton Algorthm u Sun, Yan fu, Lele Kong, Haolang Q,, Helongang Insttute
More informationDigital Simulation of Power Systems and Power Electronics using the MATLAB Power System Blockset 筑龙网
Dgtal Smulaton of Power Sytem and Power Electronc ung the MATAB Power Sytem Blocket Power Sytem Blocket Htory Deeloped by IREQ (HydroQuébec) n cooperaton wth Teqm, Unerté aal (Québec), and École de Technologe
More informationProf. Paolo Colantonio a.a
Pro. Paolo olantono a.a. 3 4 Let s consder a two ports network o Two ports Network o L For passve network (.e. wthout nternal sources or actve devces), a general representaton can be made by a sutable
More informationA study of the behaviour of earth electrodes connected together in resonant earthed neutral systems
Safety and Seurty nneern 93 A tudy of the ehavour of earth eletrode onneted toether n reonant earthed neutral ytem A. Campoa & G. Zzzo Department of letral nneern, Unverty of Palermo, taly Atrat nde uran
More informationECE559VV Project Report
ECE559VV Project Report (Supplementary Notes Loc Xuan Bu I. MAX SUM-RATE SCHEDULING: THE UPLINK CASE We have seen (n the presentaton that, for downlnk (broadcast channels, the strategy maxmzng the sum-rate
More information829. An adaptive method for inertia force identification in cantilever under moving mass
89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,
More informationStability Analysis of Inverter for Renewable Energy
vance n Power an Energy Sytem Stablty naly of nverter for Renewable Energy TOORU MOR, JUNCH R Electrcal Engneerng an Electronc ogakun Unverty 1-24-2 Nh-hnjuku, Shnjuku-ku, Tokyo 163-8677 JPN cm1134@n.kogakun.ac.jp
More informationTwo commodity perishable inventory system with negative and. impatient customers, postponed demands and a finite population
Int Journal of ppled ene Engneerng Reearh ol Iue 4 wwwaerom 4 by the author Lenee IJER- Under Creatve Common Lene edtoral@aerom Reearh artle I 77 944 Two ommodty perhable nventory ytem wth negatve mpatent
More informationMethod Of Fundamental Solutions For Modeling Electromagnetic Wave Scattering Problems
Internatonal Workhop on MehFree Method 003 1 Method Of Fundamental Soluton For Modelng lectromagnetc Wave Scatterng Problem Der-Lang Young (1) and Jhh-We Ruan (1) Abtract: In th paper we attempt to contruct
More informationMTF for color Bayer pattern detector
MTF or color Baer pattern detector Elor Yotam, Pnk Eph and Yaacob Am. aael Ltd., P.O.B. 5, aa, Irael otame@raael.co.l ABTACT We preent a model or calculatng the patal Frequenc epone (F or Baer pattern
More informationA Study on the Effects of Dispersion and Nonlinearity in Optical Fiber Communication Systems using DCF
A Study on the Effet of Dperon and Nonlnearty n Optal Fber Communaton Sytem un DCF Jn Nu 1, Janqao Shen *,, Nu Yubn 3 1 Shool of nformaton Sene & Enneern, Lanzhou Unverty Department of COMPUER & Informaton
More informationAn Improved multiple fractal algorithm
Advanced Scence and Technology Letters Vol.31 (MulGraB 213), pp.184-188 http://dx.do.org/1.1427/astl.213.31.41 An Improved multple fractal algorthm Yun Ln, Xaochu Xu, Jnfeng Pang College of Informaton
More informationDepartment of Electrical and Computer Engineering FEEDBACK AMPLIFIERS
Department o Electrcal and Computer Engneerng UNIT I EII FEEDBCK MPLIFIES porton the output sgnal s ed back to the nput o the ampler s called Feedback mpler. Feedback Concept: block dagram o an ampler
More informationDecomposing Travel Times Measured by Probe-based Traffic Monitoring Systems to Individual Road Segments
Decompong Travel Tme Meaured by Probe-baed Traffc Montorng Sytem to Indvdual Road Segment Correpondng Author Bruce Hellnga PhD PEng Aocate Profeor Dept. of Cvl and Envronmental Engneerng Unverty of Waterloo
More informationInverse Kinematics From Position to Angles
Invere Knemat From Poton to Ange Invere Knemat Gven a dered poton P & orentaton R o the end-eetor Y,, z, O, A, T z q,, n Fnd the jont varabe whh an brng the robot to the dered onguraton. Sovabt 0 Gven
More informationPhysics 2B Chapter 17 Notes - Calorimetry Spring 2018
Physs 2B Chapter 17 Notes - Calormetry Sprng 2018 hermal Energy and Heat Heat Capaty and Spe Heat Capaty Phase Change and Latent Heat Rules or Calormetry Problems hermal Energy and Heat Calormetry lterally
More informationDetection and Estimation Theory
ESE 54 Detecton and Etmaton Theoy Joeph A. O Sullvan Samuel C. Sach Pofeo Electonc Sytem and Sgnal Reeach Laboatoy Electcal and Sytem Engneeng Wahngton Unvety 411 Jolley Hall 314-935-4173 (Lnda anwe) jao@wutl.edu
More informationA Hybrid Simulated Annealing and Threshold Accepting for Satisfiability Problems using Dynamically Cooling Schemes
6th WEA Int. Conerene on Computatonal Intellgene, Man-Mahne ystems and Cybernets, Tenere, pan, Deember 14-16, 2007 281 A Hybrd mulated Annealng and Threshold Aeptng or atsablty Problems usng Dynamally
More informationRotational Machine Fault Detection with Ensemble Empirical Mode Decomposition Based on a Three Orthogonal Channel Sensor
Rotatonal Machne Fault Detecton wth Enemble Emprcal Mode Decompoton Baed on a hree Orthogonal Channel Senor L an Purdue Unverty North Central lzhetan@pnc.edu Alexander Mua Purdue Unverty North Central
More informationm = 4 n = 9 W 1 N 1 x 1 R D 4 s x i
GREEDY WIRE-SIZING IS LINEAR TIME Chr C. N. Chu D. F. Wong cnchu@c.utexa.edu wong@c.utexa.edu Department of Computer Scence, Unverty of Texa at Autn, Autn, T 787. ABSTRACT In nterconnect optmzaton by wre-zng,
More informationPotential Games and the Inefficiency of Equilibrium
Optmzaton and Control o Ntork Potntal Gam and th Inny o Equlbrum Ljun Chn 3/8/216 Outln Potntal gam q Rv on tratg gam q Potntal gam atom and nonatom Inny o qulbrum q Th pr o anarhy and lh routng q Rour
More informationAcoustic Transverse Transmission Loss from ducts with Flat-oval Configuration with Anechoic Termination using Spline Interpolation Coefficients
Internatonal Journal o ent and Reearh Publaton, olue 3, Iue 3, Marh 3 IN 5-353 Aout Tranvere Tranon o ro dut wth Flat-oval Conguraton wth Aneho Ternaton ung plne Interpolaton Coeent RI RAMA RANJITH KMAR
More informationClustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University
Clusterng CS4780/5780 Mahne Learnng Fall 2012 Thorsten Joahms Cornell Unversty Readng: Mannng/Raghavan/Shuetze, Chapters 16 (not 16.3) and 17 (http://nlp.stanford.edu/ir-book/) Outlne Supervsed vs. Unsupervsed
More informationJacobians: Velocities and Static Force.
Jaoban: Veote and Stat Fore mrkabr Unerty o ehnoogy Computer Engneerng Inormaton ehnoogy Department http://e.aut.a.r/~hry/eture/robot-4/robot4.htm Derentaton o poton etor Derate o a etor: V Q d dt Q m
More informationCURING OF THICK ANGLE-BEND THERMOSET COMPOSITE PART: CURING PROCESS MODIFICATION FOR UNIFORM THICKNESS AND UNIFORM FIBER VOLUME FRACTION DISTRIBUTION
CURING OF THICK ANGLE-BEND THERMOSET COMPOSITE PART: CURING PROCESS MODIFICATION FOR UNIFORM THICKNESS AND UNIFORM FIBER VOLUME FRACTION DISTRIBUTION Malak I. Naji and Suong V. Hoa Conordia Centre or Compoite
More informationVariable Structure Control ~ Basics
Varable Structure Control ~ Bac Harry G. Kwatny Department of Mechancal Engneerng & Mechanc Drexel Unverty Outlne A prelmnary example VS ytem, ldng mode, reachng Bac of dcontnuou ytem Example: underea
More informationOPTIMAL CONTROL FOR THREE-PHASE POWER CONVERTERS SVPWM BASED ON LINEAR QUADRATIC REGULATOR
INERNAIONA JOURNA o ACADEMIC RESEARCH Vol. 4. No. 3. May, 0 OPIMA CONRO FOR HREE-PHASE POWER CONVERERS SVPWM BASED ON INEAR QUADRAIC REGUAOR Har Sutkno, e Jaa, Mochamad Ahar 3, Maurdh Hery Purnomo 3 Sekolah
More informationChapter 11. Supplemental Text Material. The method of steepest ascent can be derived as follows. Suppose that we have fit a firstorder
S-. The Method of Steepet cent Chapter. Supplemental Text Materal The method of teepet acent can be derved a follow. Suppoe that we have ft a frtorder model y = β + β x and we wh to ue th model to determne
More informationAPPLICATIONS OF RELIABILITY ANALYSIS TO POWER ELECTRONICS SYSTEMS
APPLICATIONS OF RELIABILITY ANALYSIS TO POWER ELECTRONICS SYSTEMS Chanan Sngh, Fellow IEEE Praad Enjet, Fellow IEEE Department o Electrcal Engneerng Texa A&M Unverty College Staton, Texa USA Joydeep Mtra,
More informationENGR-4300 Electronic Instrumentation Quiz 4 Fall 2010 Name Section. Question Value Grade I 20 II 20 III 20 IV 20 V 20. Total (100 points)
ENGR-43 Electronc Instrumentaton Quz 4 Fall 21 Name Secton Queston Value Grade I 2 II 2 III 2 IV 2 V 2 Total (1 ponts) On all questons: SHOW LL WORK. EGIN WITH FORMULS, THEN SUSTITUTE VLUES ND UNITS. No
More informationA Quadratic Constraint Total Least-squares Algorithm for Hyperbolic Location
I. J. Communcaton, Network and Sytem Scence, 8,, 5-6 Publhed Onlne May 8 n ScRe (http://www.srpublhng.org/journal/jcn/). A Quadratc Contrant otal Leat-quare Algorthm for Hyperbolc Locaton Ka YANG, Janpng
More informationA Complexity-Based Approach in Image Compression using Neural Networks
Internatonal Journal of Sgnal Proceng 5; www.waet.org Sprng 009 A Complexty-Baed Approach n Image Compreon ung eural etwork Had Ve, Manour Jamzad Abtract In th paper we preent an adaptve method for mage
More informationSTRIBECK AND TRACTION CURVES FOR ELLIPTICAL CONTACTS: ISOTHERMAL FRICTION MODEL
TRIBEK AD TRATIO URVE OR ELLIPTIAL OTAT: IOTERMAL RITIO MODEL R.I. Poov and D.J. her Engneerng Tehnology, Unverty o Twente, The etherland Abtrat: Th aer deal wth the redton o the trbek and traton urve,
More informationImprovements on Waring s Problem
Improvement on Warng Problem L An-Png Bejng, PR Chna apl@nacom Abtract By a new recurve algorthm for the auxlary equaton, n th paper, we wll gve ome mprovement for Warng problem Keyword: Warng Problem,
More informationA Simple Inventory System
A Smple Inventory System Lawrence M. Leems and Stephen K. Park, Dscrete-Event Smulaton: A Frst Course, Prentce Hall, 2006 Hu Chen Computer Scence Vrgna State Unversty Petersburg, Vrgna February 8, 2017
More informationMetaheuristics for The Solution of Dynamic Vehicle Routing Problem With Time Windows (DVRPTW) With Travel Time Variable
JAREE-Journal on Advaned Researh n Eletral Engneerng Volume 1, Number 1, Aprl 2017 Metaheursts for The Soluton of Dynam Vehle Routng Problem Wth Tme Wndows (DVRPTW) Wth Travel Tme Varable Nurlta Gamayant
More informationLPV CONTROL OF AN ELECTRONIC THROTTLE
Proeedng o the ASME 3 Dyna Syte and Control Conerene DSCC3 Otoer -3, 3, Palo Alto, Calorna, USA DSCC3-393 LPV COTOL OF A ELECTOIC THOTTLE Shupeng Zhang, Andre Whte, and uong Zhu Departent o Mehanal Engneerng
More informationBrander and Lewis (1986) Link the relationship between financial and product sides of a firm.
Brander and Lews (1986) Lnk the relatonshp between fnanal and produt sdes of a frm. The way a frm fnanes ts nvestment: (1) Debt: Borrowng from banks, n bond market, et. Debt holders have prorty over a
More informationOptimal Power Allocation and Power Control Parameter in OFDM-Based Cognitive Radio Systems
www.jraet.com Vol. ue V, Augut 04 SS: 3-9653 T E R A T O A J O U R A F O R R E S E A R C H A E D S C E C E A D E G E E R G T E C H O O G Y ( J R A S E T Optmal ower Allocaton and ower Control arameter
More informationInternal Model Control
Internal Model Control Part o a et o leture note on Introdution to Robut Control by Ming T. Tham 2002 The Internal Model Prinile The Internal Model Control hiloohy relie on the Internal Model Prinile,
More informationA Reference Point-based Precise Relative Positioning Method Using a Single Frequency Receiver
A eference Pont-baed Prece elatve Potonng Method Ung a Sngle Frequency ecever Euho Km, odd Walter, J. Davd Powell, Stanford Unverty BIOGAPHY Euho Km a Ph.D. canddate n the Aeronautc and Atronautc Department
More informationAnalysis of Variance and Design of Experiments-II
Anly of Vrne Degn of Experment-II MODULE VI LECTURE - 8 SPLIT-PLOT AND STRIP-PLOT DESIGNS Dr Shlbh Deprtment of Mthemt & Sttt Indn Inttute of Tehnology Knpur Tretment ontrt: Mn effet The uefulne of hvng
More information