Probability of error for LDPC OC with one co-channel Interferer over i.i.d Rayleigh Fading
|
|
- Jasper Ambrose Baker
- 5 years ago
- Views:
Transcription
1 IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: ,p- ISSN: Volume 9, Issue 4, Ver. III (Jul - Aug. 24), PP Probability of error for LDPC OC with oe co-chael Iterferer over i.i.d Rayleigh Fadig Rekha Rai (Departmet of Electroics ad Commuicatio Egieerig, Pathakot, Pujab, Idia) Abstract: A aalytical approach is used to derive bit error rate for LDPC coded-optimum combied (LDPC- OC) system i the presece of oly sigle co-chael iterferer. A probability desity fuctio has also bee derived usig momet geeratig fuctio for optimum combiig with oe iterferer. This paper cosidered that sigal is BPSK modulated ad trasmitted over i.i.d Rayleigh fadig chael. The aalytical result shows that for BER -2, the LDPC-OC system provides a additioal gai of 4. db over OC system aloe. Keywords: irregular low-desity parity check (LDPC) codes, optimum combiig, rayleigh fadig chael I. Itroductio The optimum combiig is popular diversity combiig techique while workig i the iterferece scearios. As compared to MRC system, OC has achieved a large output SINR thereby providig a powerful meas to ehace sigal detectio i the presece of co-chael iterferece []. O the other had performace of LDPC codes has approached the Shao limit o the additive white Gaussia oise (AWGN) chael [2]. I the fadig eviromet, a exact aalysis of performace of chael coded ad diversity combied system is usually quite complicated ad computer simulatio is ofte used to study system performace. Computer simulatio has derived the threshold SNR of regular/irregular LDPC codes for SIMO system [3]. For LDPC coded-optimum combiig (LDPC-OC) system, oly simulatio work has bee doe by Surbhi Sharma [4]. The aalytical efficiet BER expressio for LDPC coded ad SC/MRC combied system has bee derived [5]. The bit error rate of LDPC-SC, LDPC-MRC system is derived for BPSK modulatio over a idepedet ad idetically distributed (i.i.d) Rayleigh fadig chael by varyig the umber of receivig atea elemets from 3 to 6.[6].The aalytical probability of error for LDPC-OC has bee derived whe umber of iterferers are greater tha or equal to umber of receivig ateas [7]. Usig momet geeratig fuctio approach, Wu, Yogpeg et al.[8] derived BER from SINR at the combier output for multiple arbitrary-power iterferers. I this paper probability desity fuctio has bee derived usig momet geeratig fuctio for optimum combiig ad exact BER expressio for LDPC coded optimally combied system (LDPC-OC) i the presece of sigle iterferer over Rayleigh fadig chael has also bee derived. II. System Model The system model which is cosidered i this paper is as show i Fig.. I this model, irregular LDPC coded sigal is trasmitted ad at the receiver side, M-elemet atea arrays receives LDPC coded sigal which is operated i the presece of oe co-chael iterferer. Suppose a array of M ateas is used for receptio of desired sigal corrupted by AWGN ad sigle co-chael iterferer. The optimum combier combies the received sigal vector after weightig which mitigate the effect of iterferece. The received sigal at the output of combier which is fed to the LDPC decoder is give as y(t) =a*s (t) + (t) where a is the optimum combiig chael gai over i.i.d rayleigh fadig. s(t) is trasmitted BPSK modulated sigal ad (t) is additive white Gaussia oise with mea zero ad variace ς 2.The this received vector further decoded by LDPC decoder which based o the message passig algorithm. Geeral idea of such a decodig algorithm is to pass messages i a cycle. Each cycle has two phases. I the first phase messages are passed from variable ode v of degree j to check ode c of degree i of the factor graph. I the secod phase, messages are passed back from the check ode c to the variable ode v. 59 Page
2 Probability of error for LDPC OC with oe co-chael Iterferer over i.i.d Rayleigh Fadig Fig. system model of ldpc-oc with sigle iterferer III. Pdf Of Ucoded Optimum Combiig By Usig Mgf The momet geeratig fuctio (MGF) of oc at give ad Probability desity fuctio for SNR of iterferece [9, equatio ( & 8) respectively] ψ oc (t ) = + + t t M p( ) = M Γ(M) M exp ; (2) Calculate the coditioed PDF of OC over from momet geeratig fuctio from equatio () is p( oc = ψ 2πi OC t e t oc dt ; (3) Put the value of equatio () ito equatio (3) ad usig the itegral [, equatio 3.384(76)], the the PDF coditioed o is calculated as p( oc = (+ ) (M ) oc e () oc M F ; M; oc (4) s Now to get ucoditioed PDF over, the PDF of SINR at the optimum combiig is p( oc ) = p( oc p( oc ) = K M (, oc ) ( + oc ) s p d (5) Put the values of equatio (2 & 4) ito equatio (5), the the PDF of OC becomes + (M ) M oc + M For M>> the above equatio becomes + oc p( oc ) = K M, oc + + M (6) oc s BER for ucoded OC system over the Rayleigh faded chael is 2 erfc( oc ) p( oc )d oc (7) Put the value of equatio (6) ito equatio (7) the probability of error is calculated as 2 + π exp + erfc + k M 2 2k k=o k 4 + 2Γ M M + M 2 2k! k= k! 4 + k (8) IV. Ber For Optimum Combiig With Ldpc The coditioal PDF of chael LLR over the chael gai is give by [7, equatio (3)] p q a, s(t) = + = ς 2 q 2a2 ς exp 2a 2π 8 a 2 (9) ς2 Now to trasformatio the PDF of oc which is i equatio (6) ito chael gai a is give by 6 Page
3 Probability of error for LDPC OC with oe co-chael Iterferer over i.i.d Rayleigh Fadig p a = + M 2a 2(M ) exp a2 ς 2 () M! ς2m + ς2 a 2 The ucoditioal PDF of chael LLR is calculated by averagig the equatio (9) over the chael gai a p q = p q a, s t = + p a da () Puttig the values of equatios (9&) i equatio (), the the ucoditioed PDF of chael LLR is calculated as p q = + M 2π M! ς 2M ς 2 ( )M ( )M M b M M b M 2 π 2 exp ς q b 2 + q 2 (2) where b = 3 2ς2 ad The PDF of check ode message is give by [] p c q = exp (q m c) 2 (3) 4πm c 4m c where m c is the mea of check ode c of degree i. At (l+) th iteratio mea of check ode c of degree i is updated by m c l+ = 4 erfc d c i= ρ i 2P b l i 2 The PDF of variable ode is calculated by covolvig the PDF of chael LLR with the PDF of check ode that is p v q = p c q τ p q dτ (4) Puttig the values of equatios (2 & 3) i equatio (4) by usig the itegral i [, equatio 3.322(2)], the PDF of variable ode is p v q = +M M M M 4 2 M!ς2M b M ς2 M b M exp ς 2 bm c b 2 m c 4 Φq2mc+ςbmc2+exp( ςb2+2)q Φ q2mc+ςbmc2 :5 exp( ς b )q To obtai the probability of bit error P e, itegrate the PDF of variable ode give by equatio (5) from - to, +M M M M 4 2 M!ς2M b M ς2 8ς22ς2b erfc(mc2) :( 6) M 4 b M b 2ς 2 3 b2 erfc ς b m c exp ς 2 b m c m c Now at (l +) th iteratio, averagig above equatio over all the bit ode degrees j becomes +M d v λ 4 2 M!ς2M j=2 k M M b M ς2 M M bm4b 2ς2b32erfcςbmcl+(j )2expς2b(j )mcl+2 (j )mcl+4+8ς22ς2b erfc((j )mcl+2) :(7) Because at (l+) th iteratio mea of variable ode v of degree j is m v l+ = (j )m c l+. V. Result Ad Discussio I this sectio, the aalytical results for the LDPC-OC system have bee preseted. To evaluate the performace, the system has bee cosidered whe the umber of receive ateas M is take as 3, 4,5ad 6 ad umber of iterferer is take as. 6 Page
4 Probability of error for LDPC OC with oe co-chael Iterferer over i.i.d Rayleigh Fadig For the ucoded OC system, show i Fig.2 it is clearly observed that as umbers of receivig ateas is icreased, sigificat diversity gai is achieved. For BER of -2, a improvemet of.db is achieved i SNR whe umber of receive ateas are icreased from 5 to 6. Fig.2 ber for ucoded oc system Fig.3 presets the result of LDPC-OC system obtaied by usig equatio (7). For the LDPC-OC system, at the BER of -4, a improvemet of.3 db is achieved i SNR whe umber of receive ateas are raised from 5 to 6. Fig.3 ber for ldpc-oc system Compariso of ucoded OC ad LDPC-OC system is give i Fig.4. It is clear from the figure that sigificat codig gai is achieved whe comparig both the systems. At BER of -2, a codig gai of 4. db is achieved by LDPC-OC system over OC system aloe whe the umber of receive atea is 6. Fig.4 compariso betwee ber of oc ad ldpc-oc system VI. Coclusio Usig the Gaussia approximatio approach, the BER expressio for ucoded OC ad LDPC-OC over a i.i.d rayleigh fadig chael has bee derived the presece of oe iterferers. From the umerical results, it is show that LDPC-optimum combier gives the more optimistic results as compared to ucoded-oc system. 62 Page
5 Probability of error for LDPC OC with oe co-chael Iterferer over i.i.d Rayleigh Fadig Referece []. Jack H. Witers, Optimum Combiig i Digital Mobile Radio with Co-chael Iterferece, IEEE Joural o Selected areas i Commuicatio, 2( 4), 984, , [2]. J. Pearl, probabilistic reasoig i itelliget systems etworks of plausible iferece ( Sa Fraciso Califormia, Morga Kaufma,988). [3]. Satoshi Gouai ad Tomoaki Ohtsuki, Performace Aalysis of LDPC Code with Spatial Diversity, Proc. 64th IEEE Cof. o Vehicular Techology, Motreal, Que 25, -5 [4]. Surbhi Sharma ad rkhaa, Aalysis of LDPC with optimum combiig, iteratioal joural of electroics, 96(8), 29, [5]. Beg Soo Ta, Kwok Hug Li, ad Kah Cha, The Efficiet BER Computatio of LDPC Coded SC/MRC Systems over Rayleigh Fadig, Proc. 4th IEEE Cof. o Sigal Processig ad Commuicatio Systems, Gold Coast, QLD, 2, -5. [6]. Rekha Rai, Aalytically compariso betwee LDPC-SC ad LDPC-MRC usig GA approach,, Iteratioal Joural of Advaced Research i Electrical, Electroics ad Istrumetatio Egieerig,2(7) 23,-6. [7]. Rekha Rai, Aalytical Performace of LDPC Codes with OC i the Presece of Iterferers, Iteratioal Joural of Egieerig Treds ad Techology, 2(3) 24, [8]. Yogpeg Wu, Lv Dig, Jiee Che, Xiqi Gao, New Performace Results for Optimum Combiig i Presece of Arbitrary-Power Iterferers ad Thermal Noise, IEICE Trasactios o Commuicatios,, 93-B(7), 2, [9]. Valetie A. Aalo, Member, IEEE, ad Jigju Zhag, Performace of Atea Array Systems with Optimum Combiig i a Rayleigh Fadig Eviromet, IEEE Commuicatio Letters, 4( 4), 2, []. S. Gradshtey ad I. M. Ryzhik, Tables of Itegrals, Series ad Products (New York, Academic Press, 27). []. F. Lehma ad G. M. Maggio, Aalysis of the iterative decodig of LDPC ad product codes usig the Gaussia approximatio, IEEE Tras. Iform. Theory, 49(), 23, Page
Diversity Combining Techniques
Diversity Combiig Techiques Whe the required sigal is a combiatio of several waves (i.e, multipath), the total sigal amplitude may experiece deep fades (i.e, Rayleigh fadig), over time or space. The major
More informationComplexity Analysis of Highly Improved Hybrid Turbo Codes
I J C T A, 8(5, 015, pp. 433-439 Iteratioal Sciece Press Complexity Aalysis of Highly Improved Hybrid Turbo Codes M. Jose Ra* ad Sharmii Eoch** Abstract: Moder digital commuicatio systems eed efficiet
More informationOFDM Precoder for Minimizing BER Upper Bound of MLD under Imperfect CSI
MIMO-OFDM OFDM Precoder for Miimizig BER Upper Boud of MLD uder Imperfect CSI MCRG Joit Semiar Jue the th 008 Previously preseted at ICC 008 Beijig o May the st 008 Boosar Pitakdumrogkija Kazuhiko Fukawa
More informationFree Space Optical Wireless Communications under Turbulence Channel Effect
IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue 3, Ver. III (May - Ju. 014), PP 01-08 Free Space Optical Wireless Commuicatios uder Turbulece
More informationA New Simulation Model of Rician Fading Channel Xinxin Jin 1,2,a, Yu Zhang 1,3,b, Changyong Pan 4,c
6 Iteratioal Coferece o Iformatio Egieerig ad Commuicatios Techology (IECT 6 ISB: 978--6595-375-5 A ew Simulatio Model of Ricia Fadig Chael Xixi Ji,,a, Yu Zhag,3,b, Chagyog Pa 4,c Tsighua atioal Laboratory
More informationOrthogonal Gaussian Filters for Signal Processing
Orthogoal Gaussia Filters for Sigal Processig Mark Mackezie ad Kiet Tieu Mechaical Egieerig Uiversity of Wollogog.S.W. Australia Abstract A Gaussia filter usig the Hermite orthoormal series of fuctios
More informationBER results for a narrowband multiuser receiver based on successive subtraction for M-PSK modulated signals
results for a arrowbad multiuser receiver based o successive subtractio for M-PSK modulated sigals Gerard J.M. Jasse Telecomm. ad Traffic-Cotrol Systems Group Dept. of Iformatio Techology ad Systems Delft
More informationANALYTICAL APPROACH IN ESTIMATING ERROR PERFORMANCE OF PARTIALLY COHERENT PSK RECEIVER OVER KAPPA-MU FADING UDC ( :519.
FACTA UNIVERSITATIS Series: Automatic Cotrol ad Robotics Vol. 15, N o 1, 016, pp. 33-4 ANALYTICAL APPROACH IN ESTIMATING ERROR PERFORMANCE OF PARTIALLY COHERENT PSK RECEIVER OVER KAPPA-MU FADING UDC (61.395.38:519.74)
More informationOPTIMAL PIECEWISE UNIFORM VECTOR QUANTIZATION OF THE MEMORYLESS LAPLACIAN SOURCE
Joural of ELECTRICAL EGIEERIG, VOL. 56, O. 7-8, 2005, 200 204 OPTIMAL PIECEWISE UIFORM VECTOR QUATIZATIO OF THE MEMORYLESS LAPLACIA SOURCE Zora H. Perić Veljo Lj. Staović Alesadra Z. Jovaović Srdja M.
More informationPerformance Analysis and Channel Capacity for Multiple-Pulse Position Modulation on Multipath Channels
Performace Aalysis ad Chael Capacity for Multiple-Pulse Positio Modulatio o Multipath Chaels Hyucheol Park ad Joh R. Barry School of Electrical ad Computer Egieerig Georgia Istitute of Techology, Atlata,
More informationComplex Algorithms for Lattice Adaptive IIR Notch Filter
4th Iteratioal Coferece o Sigal Processig Systems (ICSPS ) IPCSIT vol. 58 () () IACSIT Press, Sigapore DOI:.7763/IPCSIT..V58. Complex Algorithms for Lattice Adaptive IIR Notch Filter Hog Liag +, Nig Jia
More informationChannel coding, linear block codes, Hamming and cyclic codes Lecture - 8
Digital Commuicatio Chael codig, liear block codes, Hammig ad cyclic codes Lecture - 8 Ir. Muhamad Asial, MSc., PhD Ceter for Iformatio ad Commuicatio Egieerig Research (CICER) Electrical Egieerig Departmet
More informationECE 564/645 - Digital Communication Systems (Spring 2014) Final Exam Friday, May 2nd, 8:00-10:00am, Marston 220
ECE 564/645 - Digital Commuicatio Systems (Sprig 014) Fial Exam Friday, May d, 8:00-10:00am, Marsto 0 Overview The exam cosists of four (or five) problems for 100 (or 10) poits. The poits for each part
More informationDirection of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c
4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical
More informationA COMBINED STOCHASTIC/DECISION-AIDED SNR ESTIMATOR. Witthaya Panyaworayan and Rolf Matzner
A COMBINED STOCHASTIC/DECISION-AIDED SNR ESTIMATOR Witthaya Payaworaya ad Rolf Matzer Istitute for Commuicatios Egieerig Federal Armed Forces Uiversity Muich, Germay tpaya@daisy.et.uibw-mueche.de, rolf@ieee.org
More informationMathematical Modeling of Optimum 3 Step Stress Accelerated Life Testing for Generalized Pareto Distribution
America Joural of Theoretical ad Applied Statistics 05; 4(: 6-69 Published olie May 8, 05 (http://www.sciecepublishiggroup.com/j/ajtas doi: 0.648/j.ajtas.05040. ISSN: 6-8999 (Prit; ISSN: 6-9006 (Olie Mathematical
More informationEstimation of Population Mean Using Co-Efficient of Variation and Median of an Auxiliary Variable
Iteratioal Joural of Probability ad Statistics 01, 1(4: 111-118 DOI: 10.593/j.ijps.010104.04 Estimatio of Populatio Mea Usig Co-Efficiet of Variatio ad Media of a Auxiliary Variable J. Subramai *, G. Kumarapadiya
More informationInformation Theory and Coding
Sol. Iformatio Theory ad Codig. The capacity of a bad-limited additive white Gaussia (AWGN) chael is give by C = Wlog 2 ( + σ 2 W ) bits per secod(bps), where W is the chael badwidth, is the average power
More informationBayesian and E- Bayesian Method of Estimation of Parameter of Rayleigh Distribution- A Bayesian Approach under Linex Loss Function
Iteratioal Joural of Statistics ad Systems ISSN 973-2675 Volume 12, Number 4 (217), pp. 791-796 Research Idia Publicatios http://www.ripublicatio.com Bayesia ad E- Bayesia Method of Estimatio of Parameter
More informationFormation of A Supergain Array and Its Application in Radar
Formatio of A Supergai Array ad ts Applicatio i Radar Tra Cao Quye, Do Trug Kie ad Bach Gia Duog. Research Ceter for Electroic ad Telecommuicatios, College of Techology (Coltech, Vietam atioal Uiversity,
More informationUnifying Performance Analysis of Linear MIMO Receivers in Correlated Rayleigh Fading Environments
Uifyig Performace Aalysis of Liear MIMO Receivers i Correlated Rayleigh Fadig Eviromets Mario Kiesslig,2, Joachim Speidel Istitute of Telecommuicatios, Uiversity of Stuttgart, Germay 2 Siemes AG, Iformatio
More informationR. van Zyl 1, A.J. van der Merwe 2. Quintiles International, University of the Free State
Bayesia Cotrol Charts for the Two-parameter Expoetial Distributio if the Locatio Parameter Ca Take o Ay Value Betwee Mius Iity ad Plus Iity R. va Zyl, A.J. va der Merwe 2 Quitiles Iteratioal, ruaavz@gmail.com
More informationA Complexity Reduction Method for Extended Min-Sum based Nonbinary LDPC Decoder
M Abuselvi et.al / Iteratioal Joural of Egieerig ad Techology (IJET) A omplexity Reductio Method for Exteded Mi-Sum based Nobiary LDP Decoder M Abuselvi #1, S Salivahaa * # Assistat Professor, Departmet
More informationOn the Performance of Transmit Antenna Selection Based on Shadowing Side Information
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. XX, NO. XX, MONTH 1 1 O the Performace of Trasmit Atea Selectio Based o Shadowig Side Iformatio Ahmet Yılmaz, Ferka Yılmaz, Mohamed-Slim Alouii ad Oğuz Kucur
More informationBayesian Methods: Introduction to Multi-parameter Models
Bayesia Methods: Itroductio to Multi-parameter Models Parameter: θ = ( θ, θ) Give Likelihood p(y θ) ad prior p(θ ), the posterior p proportioal to p(y θ) x p(θ ) Margial posterior ( θ, θ y) is Iterested
More informationCharacterization and Simulation of HF Propagation in a realistic disturbed and horizontally inhomogeneous Ionosphere
Characterizatio ad Simulatio of HF Propagatio i a realistic disturbed ad horizotally ihomogeeous Ioosphere Vadim E. Gherm ad Nikolay N.Zerov Departmet of Radiophysics Uiversity of St.Petersburg St.Petersburg
More informationA Slight Extension of Coherent Integration Loss Due to White Gaussian Phase Noise Mark A. Richards
A Slight Extesio of Coheret Itegratio Loss Due to White Gaussia Phase oise Mark A. Richards March 3, Goal I [], the itegratio loss L i computig the coheret sum of samples x with weights a is cosidered.
More informationPerformance Analysis of Adaptive Coded Modulation with Antenna Diversity and Feedback Delay
Performace Aalysis of Adaptive Coded Modulatio with Atea Diversity ad Feedback Delay Kjell J. Hole, Herik Holm, ad Geir E. Øie Abstract A geeral adaptive codig scheme for spectrally efficiet trasmissio
More informationThe Maximum-Likelihood Decoding Performance of Error-Correcting Codes
The Maximum-Lielihood Decodig Performace of Error-Correctig Codes Hery D. Pfister ECE Departmet Texas A&M Uiversity August 27th, 2007 (rev. 0) November 2st, 203 (rev. ) Performace of Codes. Notatio X,
More informationFig. 2. Block Diagram of a DCS
Iformatio source Optioal Essetial From other sources Spread code ge. Format A/D Source ecode Ecrypt Auth. Chael ecode Pulse modu. Multiplex Badpass modu. Spread spectrum modu. X M m i Digital iput Digital
More informationHigher-order iterative methods by using Householder's method for solving certain nonlinear equations
Math Sci Lett, No, 7- ( 7 Mathematical Sciece Letters A Iteratioal Joural http://dxdoiorg/785/msl/5 Higher-order iterative methods by usig Householder's method for solvig certai oliear equatios Waseem
More informationControl chart for number of customers in the system of M [X] / M / 1 Queueing system
Iteratioal Joural of Iovative Research i Sciece, Egieerig ad Techology (A ISO 3297: 07 Certified Orgaiatio) Cotrol chart for umber of customers i the system of M [X] / M / Queueig system T.Poogodi, Dr.
More informationThe DOA Estimation of Multiple Signals based on Weighting MUSIC Algorithm
, pp.10-106 http://dx.doi.org/10.1457/astl.016.137.19 The DOA Estimatio of ultiple Sigals based o Weightig USIC Algorithm Chagga Shu a, Yumi Liu State Key Laboratory of IPOC, Beijig Uiversity of Posts
More informationCooperative Communication Fundamentals & Coding Techniques
3 th ICACT Tutorial Cooperative commuicatio fudametals & codig techiques Cooperative Commuicatio Fudametals & Codig Techiques 0..4 Electroics ad Telecommuicatio Research Istitute Kiug Jug 3 th ICACT Tutorial
More informationGraph-Based Bit-Wise Soft Channel Estimation for Superposition Mapping
Graph-Based Bit-Wise Soft Chael Estimatio for Superpositio Mappig Zheyu Shi 1, Peter Adam Hoeher 1, Abdullah A. Saed 2 1 Faculty of Egieerig, Uiversity of Kiel Kaiserstr. 2, D-24143 Kiel, Germay 2 Faculty
More informationA New Class of Ternary Zero Correlation Zone Sequence Sets Based on Mutually Orthogonal Complementary Sets
IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 2278-2834,p- ISSN: 2278-8735.Volume 0, Issue 3, Ver. I (May - Ju.205), PP 08-3 www.iosrjourals.org A New Class of Terary Zero Correlatio
More informationBayesian Control Charts for the Two-parameter Exponential Distribution
Bayesia Cotrol Charts for the Two-parameter Expoetial Distributio R. va Zyl, A.J. va der Merwe 2 Quitiles Iteratioal, ruaavz@gmail.com 2 Uiversity of the Free State Abstract By usig data that are the mileages
More informationReliability and Queueing
Copyright 999 Uiversity of Califoria Reliability ad Queueig by David G. Messerschmitt Supplemetary sectio for Uderstadig Networked Applicatios: A First Course, Morga Kaufma, 999. Copyright otice: Permissio
More informationSolution of Differential Equation from the Transform Technique
Iteratioal Joural of Computatioal Sciece ad Mathematics ISSN 0974-3189 Volume 3, Number 1 (2011), pp 121-125 Iteratioal Research Publicatio House http://wwwirphousecom Solutio of Differetial Equatio from
More informationInformation Theory Tutorial Communication over Channels with memory. Chi Zhang Department of Electrical Engineering University of Notre Dame
Iformatio Theory Tutorial Commuicatio over Chaels with memory Chi Zhag Departmet of Electrical Egieerig Uiversity of Notre Dame Abstract A geeral capacity formula C = sup I(; Y ), which is correct for
More informationANOTHER WEIGHTED WEIBULL DISTRIBUTION FROM AZZALINI S FAMILY
ANOTHER WEIGHTED WEIBULL DISTRIBUTION FROM AZZALINI S FAMILY Sulema Nasiru, MSc. Departmet of Statistics, Faculty of Mathematical Scieces, Uiversity for Developmet Studies, Navrogo, Upper East Regio, Ghaa,
More informationOn the Capacity of Symmetric Gaussian Interference Channels with Feedback
O the Capacity of Symmetric Gaussia Iterferece Chaels with Feedback La V Truog Iformatio Techology Specializatio Departmet ITS FPT Uiversity, Haoi, Vietam E-mail: latv@fpteduv Hirosuke Yamamoto Dept of
More informationChalmers Publication Library
Chalmers Publicatio Library Copyright otice IEEE. rsoal use of this material is permitted. However, permissio to reprit/republish this material for advertisig or promotioal purposes or for creatig ew collective
More informationDiscrete Orthogonal Moment Features Using Chebyshev Polynomials
Discrete Orthogoal Momet Features Usig Chebyshev Polyomials R. Mukuda, 1 S.H.Og ad P.A. Lee 3 1 Faculty of Iformatio Sciece ad Techology, Multimedia Uiversity 75450 Malacca, Malaysia. Istitute of Mathematical
More informationDouble Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution
Iteratioal Mathematical Forum, Vol., 3, o. 3, 3-53 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.9/imf.3.335 Double Stage Shrikage Estimator of Two Parameters Geeralized Expoetial Distributio Alaa M.
More informationStatistical Analysis on Uncertainty for Autocorrelated Measurements and its Applications to Key Comparisons
Statistical Aalysis o Ucertaity for Autocorrelated Measuremets ad its Applicatios to Key Comparisos Nie Fa Zhag Natioal Istitute of Stadards ad Techology Gaithersburg, MD 0899, USA Outlies. Itroductio.
More informationA new scalable decoder for linear space-time block codes with intersymbol interference
A ew scalale der for liear space-time lock s with itersymol iterferece Marc Kuh, Armi Wittee Uiversity of Saarlad, Istitute of Digital Commuicatios, D 6604 Saarruecke, Germay Email: marc.kuh@lnt.ui-saarlad.de,
More informationInvariability of Remainder Based Reversible Watermarking
Joural of Network Itelligece c 16 ISSN 21-8105 (Olie) Taiwa Ubiquitous Iformatio Volume 1, Number 1, February 16 Ivariability of Remaider Based Reversible Watermarkig Shao-Wei Weg School of Iformatio Egieerig
More informationConfidence Interval for Standard Deviation of Normal Distribution with Known Coefficients of Variation
Cofidece Iterval for tadard Deviatio of Normal Distributio with Kow Coefficiets of Variatio uparat Niwitpog Departmet of Applied tatistics, Faculty of Applied ciece Kig Mogkut s Uiversity of Techology
More informationControl Charts for Mean for Non-Normally Correlated Data
Joural of Moder Applied Statistical Methods Volume 16 Issue 1 Article 5 5-1-017 Cotrol Charts for Mea for No-Normally Correlated Data J. R. Sigh Vikram Uiversity, Ujjai, Idia Ab Latif Dar School of Studies
More informationSimulation of Dynamic BAN Channel for Navel to Arm Links Based on Antenna Motion
Simulatio of Dyamic BAN Chael for Navel to Arm Liks Based o Atea Motio Iswadi, Miseok Kim, Ju-ichi Takada, Takahiro Aoyagi Graduate School of Sciece ad Egieerig Tokyo Istitute of Techology Outlie Itroductio
More informationDetection of Defective Element in a Space Borne Planar Array with Far-Field Power Pattern Using Particle Swarm Optimization
IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE e-issn: 2278-2834,p- ISSN: 2278-8735.Volume, Issue 3, Ver. IV (Ma - Ju.2015, PP 17-22 www.iosrjourals.org Detectio of Defective Elemet i a Space
More informationMonte Carlo Integration
Mote Carlo Itegratio I these otes we first review basic umerical itegratio methods (usig Riema approximatio ad the trapezoidal rule) ad their limitatios for evaluatig multidimesioal itegrals. Next we itroduce
More informationSYSTEMATIC SAMPLING FOR NON-LINEAR TREND IN MILK YIELD DATA
Joural of Reliability ad Statistical Studies; ISS (Prit): 0974-804, (Olie):9-5666 Vol. 7, Issue (04): 57-68 SYSTEMATIC SAMPLIG FOR O-LIEAR TRED I MILK YIELD DATA Tauj Kumar Padey ad Viod Kumar Departmet
More informationInformation Theory Model for Radiation
Joural of Applied Mathematics ad Physics, 26, 4, 6-66 Published Olie August 26 i SciRes. http://www.scirp.org/joural/jamp http://dx.doi.org/.426/jamp.26.487 Iformatio Theory Model for Radiatio Philipp
More informationCO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS
CO-LOCATED DIFFUSE APPROXIMATION METHOD FOR TWO DIMENSIONAL INCOMPRESSIBLE CHANNEL FLOWS C.PRAX ad H.SADAT Laboratoire d'etudes Thermiques,URA CNRS 403 40, Aveue du Recteur Pieau 86022 Poitiers Cedex,
More informationDetection in the Presence of Additive Noise and Unknown Offset
Detectio i the Presece of Additive Noise ad Ukow Offset Kees A. Schouhamer Immik ad Jos H. Weber Abstract - The error performace of optical storage ad No-Volatile Memory (Flash) is susceptible to ukow
More informationECEN 655: Advanced Channel Coding Spring Lecture 7 02/04/14. Belief propagation is exact on tree-structured factor graphs.
ECEN 655: Advaced Chael Codig Sprig 014 Prof. Hery Pfister Lecture 7 0/04/14 Scribe: Megke Lia 1 4-Cycles i Gallager s Esemble What we already kow: Belief propagatio is exact o tree-structured factor graphs.
More informationComparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series
Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series
More informationLecture 11: Channel Coding Theorem: Converse Part
EE376A/STATS376A Iformatio Theory Lecture - 02/3/208 Lecture : Chael Codig Theorem: Coverse Part Lecturer: Tsachy Weissma Scribe: Erdem Bıyık I this lecture, we will cotiue our discussio o chael codig
More informationModified Logistic Maps for Cryptographic Application
Applied Mathematics, 25, 6, 773-782 Published Olie May 25 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/.4236/am.25.6573 Modified Logistic Maps for Cryptographic Applicatio Shahram Etemadi
More informationSubstantiation of the Water Filling Theorem Using Lagrange Multipliers
J.A. Crawford U048 Water Fillig o Multiple Gaussia Chaels.doc Substatiatio of the Water Fillig heorem Usig Lagrage Multipliers Shao s capacity theorem states that i the case of parallel statistically idepedet
More informationResearch Article A Unified Weight Formula for Calculating the Sample Variance from Weighted Successive Differences
Discrete Dyamics i Nature ad Society Article ID 210761 4 pages http://dxdoiorg/101155/2014/210761 Research Article A Uified Weight Formula for Calculatig the Sample Variace from Weighted Successive Differeces
More informationA Note on Box-Cox Quantile Regression Estimation of the Parameters of the Generalized Pareto Distribution
A Note o Box-Cox Quatile Regressio Estimatio of the Parameters of the Geeralized Pareto Distributio JM va Zyl Abstract: Makig use of the quatile equatio, Box-Cox regressio ad Laplace distributed disturbaces,
More informationThe estimation of the m parameter of the Nakagami distribution
The estimatio of the m parameter of the Nakagami distributio Li-Fei Huag Mig Chua Uiversity Dept. of Applied Stat. ad Ifo. Sciece 5 Teh-Mig Rd., Gwei-Sha Taoyua City Taiwa lhuag@mail.mcu.edu.tw Je-Je Li
More informationChapter 10 Advanced Topics in Random Processes
ery Stark ad Joh W. Woods, Probability, Statistics, ad Radom Variables for Egieers, 4th ed., Pearso Educatio Ic.,. ISBN 978--3-33-6 Chapter Advaced opics i Radom Processes Sectios. Mea-Square (m.s.) Calculus
More informationApproximate Analysis of Power Offset over Spatially Correlated MIMO Channels
Commuicatios ad Network, 9, 5-3 doi:.36/c.9. Published Olie August 9 (http://www.scirp.org/joural/c) Approximate Aalysis of Power Offset over Spatially Correlated MIMO Chaels Guagwei YU, Xuzhe WANG School
More informationRecord Values from T-X Family of. Pareto-Exponential Distribution with. Properties and Simulations
Applied Mathematical Scieces, Vol. 3, 209, o., 33-44 HIKARI Ltd, www.m-hikari.com https://doi.org/0.2988/ams.209.879 Record Values from T-X Family of Pareto-Epoetial Distributio with Properties ad Simulatios
More informationReliability Measures of a Series System with Weibull Failure Laws
Iteratioal Joural of Statistics ad Systems ISSN 973-2675 Volume, Number 2 (26), pp. 73-86 Research Idia Publicatios http://www.ripublicatio.com Reliability Measures of a Series System with Weibull Failure
More informationModified Ratio Estimators Using Known Median and Co-Efficent of Kurtosis
America Joural of Mathematics ad Statistics 01, (4): 95-100 DOI: 10.593/j.ajms.01004.05 Modified Ratio s Usig Kow Media ad Co-Efficet of Kurtosis J.Subramai *, G.Kumarapadiya Departmet of Statistics, Podicherry
More informationModeling and Estimation of a Bivariate Pareto Distribution using the Principle of Maximum Entropy
Sri Laka Joural of Applied Statistics, Vol (5-3) Modelig ad Estimatio of a Bivariate Pareto Distributio usig the Priciple of Maximum Etropy Jagathath Krisha K.M. * Ecoomics Research Divisio, CSIR-Cetral
More informationLecture 7: MIMO Architectures Theoretical Foundations of Wireless Communications 1. Overview. CommTh/EES/KTH
: Theoretical Foudatios of Wireless Commuicatios 1 Thursday, May 19, 2016 12:30-15:30, Coferece Room SIP 1 Textbook: D. Tse ad P. Viswaath, Fudametals of Wireless Commuicatio 1 / 1 Overview Lecture 6:
More informationEntropies & Information Theory
Etropies & Iformatio Theory LECTURE I Nilajaa Datta Uiversity of Cambridge,U.K. For more details: see lecture otes (Lecture 1- Lecture 5) o http://www.qi.damtp.cam.ac.uk/ode/223 Quatum Iformatio Theory
More informationDepartment of Mathematics
Departmet of Mathematics Ma 3/103 KC Border Itroductio to Probability ad Statistics Witer 2017 Lecture 19: Estimatio II Relevat textbook passages: Larse Marx [1]: Sectios 5.2 5.7 19.1 The method of momets
More informationA Unified Approach on Fast Training of Feedforward and Recurrent Networks Using EM Algorithm
2270 IEEE TRASACTIOS O SIGAL PROCESSIG, VOL. 46, O. 8, AUGUST 1998 [12] Q. T. Zhag, K. M. Wog, P. C. Yip, ad J. P. Reilly, Statistical aalysis of the performace of iformatio criteria i the detectio of
More informationCHAPTER 4 BIVARIATE DISTRIBUTION EXTENSION
CHAPTER 4 BIVARIATE DISTRIBUTION EXTENSION 4. Itroductio Numerous bivariate discrete distributios have bee defied ad studied (see Mardia, 97 ad Kocherlakota ad Kocherlakota, 99) based o various methods
More informationDeterministic Model of Multipath Fading for Circular and Parabolic Reflector Patterns
To appear i the Proceedigs of the 5 IEEE outheastco, (Ft. Lauderdale, FL), April 5 Determiistic Model of Multipath Fadig for Circular ad Parabolic Reflector Patters Dwight K. Hutcheso dhutche@clemso.edu
More informationCastiel, Supernatural, Season 6, Episode 18
13 Differetial Equatios the aswer to your questio ca best be epressed as a series of partial differetial equatios... Castiel, Superatural, Seaso 6, Episode 18 A differetial equatio is a mathematical equatio
More informationHybrid Coding for Gaussian Broadcast Channels with Gaussian Sources
Hybrid Codig for Gaussia Broadcast Chaels with Gaussia Sources Rajiv Soudararaja Departmet of Electrical & Computer Egieerig Uiversity of Texas at Austi Austi, TX 7871, USA Email: rajivs@mailutexasedu
More informationLecture 7: Channel coding theorem for discrete-time continuous memoryless channel
Lecture 7: Chael codig theorem for discrete-time cotiuous memoryless chael Lectured by Dr. Saif K. Mohammed Scribed by Mirsad Čirkić Iformatio Theory for Wireless Commuicatio ITWC Sprig 202 Let us first
More informationBER Analysis and Optimization of Generalized Spatial Modulation in Correlated Fading Channels
BER Aalysis ad Optimizatio of Geeralized Spatial odulatio i Correlated Fadig Chaels Thomas Hadte, Adreas üller ad Joachim Speidel Istitute of Telecommuicatios, Uiversity of Stuttgart, Germay Email: {hadte,
More informationSchool of Computer Engineering, Nanyang Technological University, Singapore
NARROWBAND DETECTION IN OCEAN WIT IMPULSIVE NOISE USING AN ACOUSTIC VECTOR SENSOR ARRAY V. N. ari 1, Aad G. V. 2, P. V. Nagesha 2 ad A. B. Premkumar 1 1 School of Computer Egieerig, Nayag Techological
More informationThe Capacity Region of the Degraded Finite-State Broadcast Channel
The Capacity Regio of the Degraded Fiite-State Broadcast Chael Ro Dabora ad Adrea Goldsmith Dept. of Electrical Egieerig, Staford Uiversity, Staford, CA Abstract We cosider the discrete, time-varyig broadcast
More informationRegression with an Evaporating Logarithmic Trend
Regressio with a Evaporatig Logarithmic Tred Peter C. B. Phillips Cowles Foudatio, Yale Uiversity, Uiversity of Aucklad & Uiversity of York ad Yixiao Su Departmet of Ecoomics Yale Uiversity October 5,
More informationAn Improved Proportionate Normalized Least Mean Square Algorithm with Orthogonal Correction Factors for Echo Cancellation
202 Iteratioal Coferece o Electroics Egieerig ad Iformatics (ICEEI 202) IPCSI vol. 49 (202) (202) IACSI Press, Sigapore DOI: 0.7763/IPCSI.202.V49.33 A Improved Proportioate Normalized Least Mea Square
More informationMOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE
Vol. 8 o. Joural of Systems Sciece ad Complexity Apr., 5 MOMET-METHOD ESTIMATIO BASED O CESORED SAMPLE I Zhogxi Departmet of Mathematics, East Chia Uiversity of Sciece ad Techology, Shaghai 37, Chia. Email:
More informationLecture 7: Properties of Random Samples
Lecture 7: Properties of Radom Samples 1 Cotiued From Last Class Theorem 1.1. Let X 1, X,...X be a radom sample from a populatio with mea µ ad variace σ
More informationIntroducing a Novel Bivariate Generalized Skew-Symmetric Normal Distribution
Joural of mathematics ad computer Sciece 7 (03) 66-7 Article history: Received April 03 Accepted May 03 Available olie Jue 03 Itroducig a Novel Bivariate Geeralized Skew-Symmetric Normal Distributio Behrouz
More informationIterative Techniques Based on Energy Spreading Transform for Wireless Communications. Taewon Hwang
Iterative Techiques Based o Eergy Spreadig Trasform for Wireless Commuicatios A Thesis Preseted to The Academic Faculty by Taewo Hwag I Partial Fulfillmet of the Requiremets for the Degree Doctor of Philosophy
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationChandrasekhar Type Algorithms. for the Riccati Equation of Lainiotis Filter
Cotemporary Egieerig Scieces, Vol. 3, 00, o. 4, 9-00 Chadrasekhar ype Algorithms for the Riccati Equatio of Laiiotis Filter Nicholas Assimakis Departmet of Electroics echological Educatioal Istitute of
More informationApproximate Confidence Interval for the Reciprocal of a Normal Mean with a Known Coefficient of Variation
Metodološki zvezki, Vol. 13, No., 016, 117-130 Approximate Cofidece Iterval for the Reciprocal of a Normal Mea with a Kow Coefficiet of Variatio Wararit Paichkitkosolkul 1 Abstract A approximate cofidece
More informationApproximating the ruin probability of finite-time surplus process with Adaptive Moving Total Exponential Least Square
WSEAS TRANSACTONS o BUSNESS ad ECONOMCS S. Khotama, S. Boothiem, W. Klogdee Approimatig the rui probability of fiite-time surplus process with Adaptive Movig Total Epoetial Least Square S. KHOTAMA, S.
More informationG. R. Pasha Department of Statistics Bahauddin Zakariya University Multan, Pakistan
Deviatio of the Variaces of Classical Estimators ad Negative Iteger Momet Estimator from Miimum Variace Boud with Referece to Maxwell Distributio G. R. Pasha Departmet of Statistics Bahauddi Zakariya Uiversity
More informationComputation of Hahn Moments for Large Size Images
Joural of Computer Sciece 6 (9): 37-4, ISSN 549-3636 Sciece Publicatios Computatio of Ha Momets for Large Size Images A. Vekataramaa ad P. Aat Raj Departmet of Electroics ad Commuicatio Egieerig, Quli
More information1.0 Probability of Error for non-coherent BFSK
Probability of Error, Digital Sigalig o a Fadig Chael Ad Equalizatio Schemes for ISI Wireless Commuicatios echologies Sprig 5 Lectures & R Departmet of Electrical Egieerig, Rutgers Uiversity, Piscataway,
More informationPAijpam.eu ON TENSOR PRODUCT DECOMPOSITION
Iteratioal Joural of Pure ad Applied Mathematics Volume 103 No 3 2015, 537-545 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://wwwijpameu doi: http://dxdoiorg/1012732/ijpamv103i314
More informationAverage Number of Real Zeros of Random Fractional Polynomial-II
Average Number of Real Zeros of Radom Fractioal Polyomial-II K Kadambavaam, PG ad Research Departmet of Mathematics, Sri Vasavi College, Erode, Tamiladu, Idia M Sudharai, Departmet of Mathematics, Velalar
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationThe standard deviation of the mean
Physics 6C Fall 20 The stadard deviatio of the mea These otes provide some clarificatio o the distictio betwee the stadard deviatio ad the stadard deviatio of the mea.. The sample mea ad variace Cosider
More information