Numerical Impulsive Response Analysis of a Frame Structure A MATLAB Computational Project-Based Learning

Size: px
Start display at page:

Download "Numerical Impulsive Response Analysis of a Frame Structure A MATLAB Computational Project-Based Learning"

Transcription

1 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. umercal Impulsve Respose Aalyss of a rame Srucure A ATLAB Compuaoal Projec-Based Learg Hosse Rahem, Ph.D. Professor ad Charma, Deparme of Egeerg ad Techology, Vaugh College of Aeroaucs ad Techology,86-0 rd Aveue, lushg, Y, 69-USA, Emal:hosse.rahem@vaugh.edu Shazm Baksh echacal Egeerg Techology Program, Vaugh College of Aeroaucs ad Techology,86-0 rd Aveue, lushg, Y, 69-USA, Emal: shazm.baksh@vaugh.edu ABSTRACT The am s o mpleme a compuaoal projec-based learg mehodology egeerg courses ha ca corbue o he success ad mproveme of sudes egeerg ad egeerg echology programs. Ths learg mehodology s based o boh compuaoal ad programmg process ha ca ehace sude s mahemacal udersadg, crcal hkg, ad problem solvg sklls hrough he core egeerg courses. A compuaoal projec based o boh closed-form ad umercal echques wh ATLAB programmg wll be mplemeed o sudy a mpulsve respose of a frame srucure. The closed-form respose of such sysem ca be evaluaed hrough covoluo egral. or he case ha a srucure s subjeced o a rregular mpulsve forcg fuco such as sesmc vbrao, he umercal egrao ca be mplemeed wh ATLAB programmg o deerme he mpulsve respose of such sysem. I hs vesgao we wll aalyze he sysem respose hrough a fe dfferece umercal echque. The echque ca be mplemeed o vesgae he mpulsve respose for boh udamped ad damped sysem wh much less complex mahemacal volveme. A ATLAB scrp based o fe dfferece echque ca be developed o geerae umercal resuls of such excao durg ad afer acg mpulsve force. Keywords: Impulsve respose, xed fe dfferece, umercal-based ATLAB Scrp. ITRODUCTIO The excao of a sysem due o a suddely o-perodc appled force ha ca oly say wh he sysem for a very shor perod of me s kow as rase mpulsve respose. A closed-form soluo hrough covoluo egral ca be mplemeed o deerme he mpulsve excao uder a acg rase mpulsve force. or a rregular forcg fuco he umercal egrao aro Paz, 980; Sgresu S. Rao, 00 of covoluo egral s mplemeed o deerme he mpulsve excao. A ATLAB umercal-based scrp s developed o sudy ad deerme respose of oe-sory frame srucure durg ad afer acg mpulsve force. I hs vesgao a mxed forward-backward fe dfferece echques H. Rahem, 009 s mplemeed o develop umercal form of he goverg equao of moo due o a suddely appled mpulsve force. A ATLAB scrp s developed based o a fe dfferece umercal formulao o deerme respose of such sysem for boh damped ad udamped cases wh a rregular acg mpulsve force. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE- Jue -4, 00

2 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. However ay umercal soluo volved wh error, hrough Taylor s seres, usg boh forward ad backward fe dfferece, he rucao error bee esmaed o be order of sep sze. To crease he accuracy of he umercal resuls, oe should cosder he sep sze as small as possble. I hs vesgao we wll sudy wo cases of mpulsve vbrao; Udamped Sysem, Damped Sysem. or he case of udamped sysem he resuls by fe dfferece echque wll be compared by he umercal egrao of covoluo egral.. COPUTATIOAL PROJECT-BASED LEARIG ODEL The am s o mpleme a mehodology based o compuaoal projec-based learg model o ehace sude s learg objecves aalycal, umercal, crcal hkg, ad problem solvg sklls hrough he egeerg core courses H. Rahem, 009. gure s a graphcal model of compuaoal projec-based learg. gure : Compuaoal Projec-Based Learg odel The behavor of may egeerg sysems deformao, vbrao, hea rasfer, ad ohers ca be defed by he soluo of he goverg equao of he body H. Rahem, 007. The focus of hs sudy s gve o boh closed-form ad umercal soluo usg ATLAB programmg. I hs vesgao, we wll aalyze he mpulsve respose of oe-sory frame srucure by boh closed-form umercal egrao ad a mxed forwardbackward fe dfferece umercal echque.. IPULSIVE RESPOSE AALYSIS O OE-STORY RAE STRUCTURE I hs vesgao we wll sudy a problem relaed o he mpulsve vbrao aalyss of a oe-sory srucure wh four beam colums W8x4 supporg srucure. or hs problem boh closed-form umercal egrao ad umercal fe dfferece mehods ca be employed o deerme he respose of he srucure. A ATLAB scrp ca be developed o geerae resuls ad defy he vbrao behavor of srucure uder a acg mpulsve force as show g.. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE- Jue -4, 00

3 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. Kowg ha colums are rgd o he flour slab g. C, he oal sprg rae K T ca be expressed as follow 48EI K T 4K L Le s cosder W8x4 seel beam for he colum Wh I ad E 0e6 ps, he sprg Rae for four colums ca be evaluaed as 40e68.8 k T 0,000lb / 9 x The wegh of flour slab wh all oher dead loads ca be cosdered as 8.7 kps, hece, he mass ca be calculaed as m W g 8,700lb lb s / s. UERICAL ITEGRATIO The mpulsve respose based o covoluo egral aro Paz, 980 for a udamped sysem ca be expressed as x s d m 0 Above ca also be expressed as x m { s cos d cos s d } 0 0 The umercal egrao of a mpulsve respose based o a pecewse lear forcg fuco has bee suded by may researchers aro Paz, 980; Sgresu S. Rao, 00. Here, we wll develop a ATLAB scrp based o such umercal egrao o vesgae he mpulsve respose behavor of oe-sory fame srucure. g., s a represeao of a pecewse ler forcg relaoshp bewee me ad, ha s 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE- Jue -4, 00

4 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-4 Jue -4, 00 4 Hece, he umercal form of respose aro Paz, 980 ca be expressed as { } cos s m x 5 where cos d [ ] { } s s cos cos ] s [s s d ad [ ] { } cos cos s s ] cos [cos A ATLAB scrp based o above umercal egrao s wre o geerae he umercal respose of a sysem uder mpulsve force. I hs sudy, he respose behavor of a oe-sory frame srucure based o a mpulsve forcg fuco as show fgure 4 has bee vesgaed. 0 0 for for for o >

5 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. ATLAB Program - umercal Iegrao % umercal Aalyss of Covoluo Iegral % Impulsve Vbrao Aalyss of a Udamped Sysem % or a acg recagular force up o me % ad a Tragular decreasg force up o me % h mus be /0 o geerae smooh respose graph pu'ial me '; f pu'al me f'; pu'tme Durao of Impulsve force Row arx '; h pu'tme sep sze h'; m pu'ass, m '; k pu 'Sprg Cos. k '; o pu 'orce, o '; w k/m^.5; f-/h; zeros,; xzeros,; ; 0; 0; j; whle jjh; f j<,; jo; jj; elsef j<, & j>, j o/,-,*,-j; j,-j/,-j*j; else j 0; jj; ed jjj-j*j-j/h*/w*sw*j- sw*jj-j/w^*h*cosw*j- cosw*jw*j*sw*j-j*sw*j; jjj-j*j-j/h*/w*cosw*j- cosw*jj-j/w^*h*sw*j- sw*j-w*j*cosw*j-j*cosw*j; xj j*sw*j-j*cosw*j/m*w; f j > f, break, ed jj; ed dsp ' Tme Respose ' dsp [ x ] plo,x Upo execuo he resuls ca be geeraed as show Ial me 0 al me f Tme sep sze h0.0 Tme Durao of Impulsve force Row arx [ ] ass, m 00 Sprg Cos. k orce, o The codoal loop ca be adjused o cosder he effec of a specfc appled mpulsve force. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-5 Jue -4, 00

6 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú.. IITE DIERECE UERICAL AALAYSIS The goverg equao of a sysem uder a exeral force ca be expressed as d x c dx k x 6 d m d m m or a acg mpulsve force wh varous force fucos, s o feasble o deerme he aalycal soluo. However, a soluo based o fe dfferece echques ca be mplemeed wh ATLAB o deerme respose of he sysem durg ad afer acg mpulsve force. Above equao ca also be expressed as dv d c K V x 7 m m m Usg forward dvded dfferece, frs dervave ca be approxmaed as dv d V V ± O h h The frs forward dfferece of he goverg equao wll provde velocy a me, ha s V m c V m k x m h 9 The frs backward dfferece of above equao wll provde respose a me, ha s c k x V x h x m m m 0 A geeral ATLAB program based o mxed dfferece forward-backward approxmao of above fe dfferece umercal formulaos s developed o defy he vbrao behavor of a damped ad udamped srucure uder a mpulsve acg force. 8 ATLAB Program xed orward-backward e Dfferece Techque % Impulsve Vbrao, x e Dfferece % h mus be very small comparso o h«/0 pu'ial :'; f pu'fal f:'; h pu'sep sze h:'; x pu'ial x:'; m pu'mass, m '; c pu 'Dampg Coef., c '; k pu 'Sprg Cos. k '; o pu 'orce ampl., o '; v pu'ial v:'; pu'tme Durao of Impulsve force Row arx '; f-/h; zeros,; xzeros,; vzeros,; ; x x; v v; j; 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-6 Jue -4, 00

7 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. whle f j<,; jo; elsef j<, & j>,; j,-j/,-,*o; else j0; ed xj /m*j- k/m*xj-c/m*vj*h^ vj*h xj; vj /m*j-k/m*xj-c/m*vj*h vj; j jh; f j > f, break, ed jj; ed dsp ' Tme Respose velocy ' dsp [ x v ] plo,x Upo execuo he resuls ca be geeraed as show al :0 fal f: sep sze h:0.00 Ial x:0 mass, m 00 Dampg Coef., c 0 Sprg Cos. k orce ampl, o Ial v:0 Tme Durao of Impulsve force Row arx [ ] or a me sep sze, h /00, he resuls by fe dfferece echque Table comparso o he resuls of closed-form umercal egrao Table produce a error of ± % error order of sep sze. By cosderg he ar dampg effec, C 50 lb-sec/, upo execuo of ATLAB program wh he eree of he followg pu daa hrough commad wdow, he mpulsve vbrao behavor ca be defed for a damped oe-sory frame srucure, ha s 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-7 Jue -4, 00

8 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. Ial :0 fal f:4 sep sze h:0.00 Ial x:0 mass, m 00 Dampg Coef., c 50 Sprg Cos. k orce ampl, o Ial v:0 Tme Durao of Impulsve force Row arx [ ] I hs case due o dampg effec, he mpulsve respose eveually des ou afer several vbrag cycles. 4. COCLUSIO As ca be observed, he umercal mx fe dfferece echque wh a me sep sze, h /00, provde resuls ha are closely compable wh closed-form umercal egrao approach. Developme of fe dfferece umercal echque for mpulsve respose aalyss s much less me cosumg whou ay complex mahemacal mplcao. The ATLAB programmg o oly faclaes he compuaoal process bu also eable us o udersad he behavor of a egeerg sysem based o a gve mahemacal model. I hs vesgao he ATLAB programmg eabled us o udersad graphcally he behavor of a mpulsve respose based o boh he closed-form umercal egrao ad fe dfferece umercal approach. The resuls showed ha he accuracy fe dfferece umercal aalyss ca be acheved by selecg a proper sep sze, whch s h me durao of acg force/00. The compuaoal projec-based learg model wh ATLAB programmg delvered learg objecves ha are requred o movae sude s mahemacal, crcal hkg, ad problem solvg sklls. I ca be observed ha ATLAB programmg eable boh researchers ad sudes wh a ool o udersad dffere mahemacal echques aalyzg ad sudyg behavor of a egeerg sysem. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-8 Jue -4, 00

9 Eghh LACCEI La Amerca ad Carbbea Coferece for Egeerg ad Techology LACCEI 00 Iovao ad Developme for he Amercas, Jue -4, 00, Arequpa, Perú. The preseed aalyss s based o a acg mpulsve force o he srucure. However, due o sesmc groud excao, a fuure sudy wll cosder a mpulsve behavor of oe-sory frame srucure based o earhquake groud excao. REERECES aro Paz, Srucural dyamcs, heory ad compuao, Va osrad Rehold Compay Ic, 980 Sgresu S. Rao, echacal Vbrao, 4h edo, Pearso prece Hall,.J., 00. Hosse Rahem, A e Dfferece ad e Eleme umercal Approach wh ATLAB d draf, Vaugh College Book Sore, ew York, 009 Hosse Rahem, Deermsc Thermal racure Lfe Aalyss of a Vsco-elasc Cylder Paper preseed a ffh LACCEI Ieraoal La Amerca ad Carbbea Coferece for Egeerg ad Techology, ay 9 - Jue 0 007, Tampco, éxco Hosse Rahem ad Paul LaVerge, Egeerg Aalyss wh ATLAB programmg-a approach o ehace eachg ad learg effecveess Paper preseed a seveh LACCEI Ieraoal La Amerca ad Carbbea Coferece for Egeerg ad Techology, Jue 0-05, 009, Sa Crsobal, Veezuela AUTHORIZATIO AD DISCLAIER Auhors auhorze LACCEI o publsh he paper he coferece proceedgs. eher LACCEI or he edors are resposble eher for he coe or for he mplcaos of wha s expressed he paper. 8 h La Amerca ad Carbbea Coferece for Egeerg ad Techology Arequpa, Perú WE-9 Jue -4, 00

FORCED VIBRATION of MDOF SYSTEMS

FORCED VIBRATION of MDOF SYSTEMS FORCED VIBRAION of DOF SSES he respose of a N DOF sysem s govered by he marx equao of moo: ] u C] u K] u 1 h al codos u u0 ad u u 0. hs marx equao of moo represes a sysem of N smulaeous equaos u ad s me

More information

Key words: Fractional difference equation, oscillatory solutions,

Key words: Fractional difference equation, oscillatory solutions, OSCILLATION PROPERTIES OF SOLUTIONS OF FRACTIONAL DIFFERENCE EQUATIONS Musafa BAYRAM * ad Ayd SECER * Deparme of Compuer Egeerg, Isabul Gelsm Uversy Deparme of Mahemacal Egeerg, Yldz Techcal Uversy * Correspodg

More information

Mixed Integral Equation of Contact Problem in Position and Time

Mixed Integral Equation of Contact Problem in Position and Time Ieraoal Joural of Basc & Appled Sceces IJBAS-IJENS Vol: No: 3 ed Iegral Equao of Coac Problem Poso ad me. A. Abdou S. J. oaquel Deparme of ahemacs Faculy of Educao Aleadra Uversy Egyp Deparme of ahemacs

More information

FALL HOMEWORK NO. 6 - SOLUTION Problem 1.: Use the Storage-Indication Method to route the Input hydrograph tabulated below.

FALL HOMEWORK NO. 6 - SOLUTION Problem 1.: Use the Storage-Indication Method to route the Input hydrograph tabulated below. Jorge A. Ramírez HOMEWORK NO. 6 - SOLUTION Problem 1.: Use he Sorage-Idcao Mehod o roue he Ipu hydrograph abulaed below. Tme (h) Ipu Hydrograph (m 3 /s) Tme (h) Ipu Hydrograph (m 3 /s) 0 0 90 450 6 50

More information

Partial Molar Properties of solutions

Partial Molar Properties of solutions Paral Molar Properes of soluos A soluo s a homogeeous mxure; ha s, a soluo s a oephase sysem wh more ha oe compoe. A homogeeous mxures of wo or more compoes he gas, lqud or sold phase The properes of a

More information

For the plane motion of a rigid body, an additional equation is needed to specify the state of rotation of the body.

For the plane motion of a rigid body, an additional equation is needed to specify the state of rotation of the body. The kecs of rgd bodes reas he relaoshps bewee he exeral forces acg o a body ad he correspodg raslaoal ad roaoal moos of he body. he kecs of he parcle, we foud ha wo force equaos of moo were requred o defe

More information

Real-Time Systems. Example: scheduling using EDF. Feasibility analysis for EDF. Example: scheduling using EDF

Real-Time Systems. Example: scheduling using EDF. Feasibility analysis for EDF. Example: scheduling using EDF EDA/DIT6 Real-Tme Sysems, Chalmers/GU, 0/0 ecure # Updaed February, 0 Real-Tme Sysems Specfcao Problem: Assume a sysem wh asks accordg o he fgure below The mg properes of he asks are gve he able Ivesgae

More information

VARIATIONAL ITERATION METHOD FOR DELAY DIFFERENTIAL-ALGEBRAIC EQUATIONS. Hunan , China,

VARIATIONAL ITERATION METHOD FOR DELAY DIFFERENTIAL-ALGEBRAIC EQUATIONS. Hunan , China, Mahemacal ad Compuaoal Applcaos Vol. 5 No. 5 pp. 834-839. Assocao for Scefc Research VARIATIONAL ITERATION METHOD FOR DELAY DIFFERENTIAL-ALGEBRAIC EQUATIONS Hoglag Lu Aguo Xao Yogxag Zhao School of Mahemacs

More information

AML710 CAD LECTURE 12 CUBIC SPLINE CURVES. Cubic Splines Matrix formulation Normalised cubic splines Alternate end conditions Parabolic blending

AML710 CAD LECTURE 12 CUBIC SPLINE CURVES. Cubic Splines Matrix formulation Normalised cubic splines Alternate end conditions Parabolic blending CUIC SLINE CURVES Cubc Sples Marx formulao Normalsed cubc sples Alerae ed codos arabolc bledg AML7 CAD LECTURE CUIC SLINE The ame sple comes from he physcal srume sple drafsme use o produce curves A geeral

More information

SYRIAN SEISMIC CODE :

SYRIAN SEISMIC CODE : SYRIAN SEISMIC CODE 2004 : Two sac mehods have bee ssued Syra buldg code 2004 o calculae he laeral sesmc forces he buldg. The Frs Sac Mehod: I s he same mehod he prevous code (995) wh few modfcaos. I s

More information

Redundancy System Fault Sampling Under Imperfect Maintenance

Redundancy System Fault Sampling Under Imperfect Maintenance A publcao of CHEMICAL EGIEERIG TRASACTIOS VOL. 33, 03 Gues Edors: Erco Zo, Pero Barald Copyrgh 03, AIDIC Servz S.r.l., ISB 978-88-95608-4-; ISS 974-979 The Iala Assocao of Chemcal Egeerg Ole a: www.adc./ce

More information

(1) Cov(, ) E[( E( ))( E( ))]

(1) Cov(, ) E[( E( ))( E( ))] Impac of Auocorrelao o OLS Esmaes ECON 3033/Evas Cosder a smple bvarae me-seres model of he form: y 0 x The four key assumpos abou ε hs model are ) E(ε ) = E[ε x ]=0 ) Var(ε ) =Var(ε x ) = ) Cov(ε, ε )

More information

The Bernstein Operational Matrix of Integration

The Bernstein Operational Matrix of Integration Appled Mahemacal Sceces, Vol. 3, 29, o. 49, 2427-2436 he Berse Operaoal Marx of Iegrao Am K. Sgh, Vee K. Sgh, Om P. Sgh Deparme of Appled Mahemacs Isue of echology, Baaras Hdu Uversy Varaas -225, Ida Asrac

More information

QR factorization. Let P 1, P 2, P n-1, be matrices such that Pn 1Pn 2... PPA

QR factorization. Let P 1, P 2, P n-1, be matrices such that Pn 1Pn 2... PPA QR facorzao Ay x real marx ca be wre as AQR, where Q s orhogoal ad R s upper ragular. To oba Q ad R, we use he Householder rasformao as follows: Le P, P, P -, be marces such ha P P... PPA ( R s upper ragular.

More information

The Mean Residual Lifetime of (n k + 1)-out-of-n Systems in Discrete Setting

The Mean Residual Lifetime of (n k + 1)-out-of-n Systems in Discrete Setting Appled Mahemacs 4 5 466-477 Publshed Ole February 4 (hp//wwwscrporg/oural/am hp//dxdoorg/436/am45346 The Mea Resdual Lfeme of ( + -ou-of- Sysems Dscree Seg Maryam Torab Sahboom Deparme of Sascs Scece ad

More information

Cyclone. Anti-cyclone

Cyclone. Anti-cyclone Adveco Cycloe A-cycloe Lorez (963) Low dmesoal aracors. Uclear f hey are a good aalogy o he rue clmae sysem, bu hey have some appealg characerscs. Dscusso Is he al codo balaced? Is here a al adjusme

More information

θ = θ Π Π Parametric counting process models θ θ θ Log-likelihood: Consider counting processes: Score functions:

θ = θ Π Π Parametric counting process models θ θ θ Log-likelihood: Consider counting processes: Score functions: Paramerc coug process models Cosder coug processes: N,,..., ha cou he occurreces of a eve of eres for dvduals Iesy processes: Lelhood λ ( ;,,..., N { } λ < Log-lelhood: l( log L( Score fucos: U ( l( log

More information

A Constitutive Model for Multi-Line Simulation of Granular Material Behavior Using Multi-Plane Pattern

A Constitutive Model for Multi-Line Simulation of Granular Material Behavior Using Multi-Plane Pattern Joural of Compuer Scece 5 (): 8-80, 009 ISSN 549-009 Scece Publcaos A Cosuve Model for Mul-Le Smulao of Graular Maeral Behavor Usg Mul-Plae Paer S.A. Sadread, A. Saed Darya ad M. Zae KN Toos Uversy of

More information

Fundamentals of Speech Recognition Suggested Project The Hidden Markov Model

Fundamentals of Speech Recognition Suggested Project The Hidden Markov Model . Projec Iroduco Fudameals of Speech Recogo Suggesed Projec The Hdde Markov Model For hs projec, s proposed ha you desg ad mpleme a hdde Markov model (HMM) ha opmally maches he behavor of a se of rag sequeces

More information

Mathematical Formulation

Mathematical Formulation Mahemacal Formulao The purpose of a fe fferece equao s o appromae he paral ffereal equao (PE) whle maag he physcal meag. Eample PE: p c k FEs are usually formulae by Taylor Seres Epaso abou a po a eglecg

More information

The ray paths and travel times for multiple layers can be computed using ray-tracing, as demonstrated in Lab 3.

The ray paths and travel times for multiple layers can be computed using ray-tracing, as demonstrated in Lab 3. C. Trael me cures for mulple reflecors The ray pahs ad rael mes for mulple layers ca be compued usg ray-racg, as demosraed Lab. MATLAB scrp reflec_layers_.m performs smple ray racg. (m) ref(ms) ref(ms)

More information

Chebyshev Polynomials for Solving a Class of Singular Integral Equations

Chebyshev Polynomials for Solving a Class of Singular Integral Equations Appled Mahemas, 4, 5, 75-764 Publshed Ole Marh 4 SRes. hp://www.srp.org/joural/am hp://d.do.org/.46/am.4.547 Chebyshev Polyomals for Solvg a Class of Sgular Iegral Equaos Samah M. Dardery, Mohamed M. Alla

More information

IMPROVED PORTFOLIO OPTIMIZATION MODEL WITH TRANSACTION COST AND MINIMAL TRANSACTION LOTS

IMPROVED PORTFOLIO OPTIMIZATION MODEL WITH TRANSACTION COST AND MINIMAL TRANSACTION LOTS Vol.7 No.4 (200) p73-78 Joural of Maageme Scece & Sascal Decso IMPROVED PORTFOLIO OPTIMIZATION MODEL WITH TRANSACTION COST AND MINIMAL TRANSACTION LOTS TIANXIANG YAO AND ZAIWU GONG College of Ecoomcs &

More information

Least Squares Fitting (LSQF) with a complicated function Theexampleswehavelookedatsofarhavebeenlinearintheparameters

Least Squares Fitting (LSQF) with a complicated function Theexampleswehavelookedatsofarhavebeenlinearintheparameters Leas Squares Fg LSQF wh a complcaed fuco Theeampleswehavelookedasofarhavebeelearheparameers ha we have bee rg o deerme e.g. slope, ercep. For he case where he fuco s lear he parameers we ca fd a aalc soluo

More information

Midterm Exam. Tuesday, September hour, 15 minutes

Midterm Exam. Tuesday, September hour, 15 minutes Ecoomcs of Growh, ECON560 Sa Fracsco Sae Uvers Mchael Bar Fall 203 Mderm Exam Tuesda, Sepember 24 hour, 5 mues Name: Isrucos. Ths s closed boo, closed oes exam. 2. No calculaors of a d are allowed. 3.

More information

Determination of Antoine Equation Parameters. December 4, 2012 PreFEED Corporation Yoshio Kumagae. Introduction

Determination of Antoine Equation Parameters. December 4, 2012 PreFEED Corporation Yoshio Kumagae. Introduction refeed Soluos for R&D o Desg Deermao of oe Equao arameers Soluos for R&D o Desg December 4, 0 refeed orporao Yosho Kumagae refeed Iroduco hyscal propery daa s exremely mpora for performg process desg ad

More information

-distributed random variables consisting of n samples each. Determine the asymptotic confidence intervals for

-distributed random variables consisting of n samples each. Determine the asymptotic confidence intervals for Assgme Sepha Brumme Ocober 8h, 003 9 h semeser, 70544 PREFACE I 004, I ed o sped wo semesers o a sudy abroad as a posgraduae exchage sude a he Uversy of Techology Sydey, Ausrala. Each opporuy o ehace my

More information

14. Poisson Processes

14. Poisson Processes 4. Posso Processes I Lecure 4 we roduced Posso arrvals as he lmg behavor of Bomal radom varables. Refer o Posso approxmao of Bomal radom varables. From he dscusso here see 4-6-4-8 Lecure 4 " arrvals occur

More information

Solution of Impulsive Differential Equations with Boundary Conditions in Terms of Integral Equations

Solution of Impulsive Differential Equations with Boundary Conditions in Terms of Integral Equations Joural of aheacs ad copuer Scece (4 39-38 Soluo of Ipulsve Dffereal Equaos wh Boudary Codos Ters of Iegral Equaos Arcle hsory: Receved Ocober 3 Acceped February 4 Avalable ole July 4 ohse Rabba Depare

More information

The Poisson Process Properties of the Poisson Process

The Poisson Process Properties of the Poisson Process Posso Processes Summary The Posso Process Properes of he Posso Process Ierarrval mes Memoryless propery ad he resdual lfeme paradox Superposo of Posso processes Radom seleco of Posso Pos Bulk Arrvals ad

More information

8. Queueing systems lect08.ppt S Introduction to Teletraffic Theory - Fall

8. Queueing systems lect08.ppt S Introduction to Teletraffic Theory - Fall 8. Queueg sysems lec8. S-38.45 - Iroduco o Teleraffc Theory - Fall 8. Queueg sysems Coes Refresher: Smle eleraffc model M/M/ server wag laces M/M/ servers wag laces 8. Queueg sysems Smle eleraffc model

More information

Probability Bracket Notation and Probability Modeling. Xing M. Wang Sherman Visual Lab, Sunnyvale, CA 94087, USA. Abstract

Probability Bracket Notation and Probability Modeling. Xing M. Wang Sherman Visual Lab, Sunnyvale, CA 94087, USA. Abstract Probably Bracke Noao ad Probably Modelg Xg M. Wag Sherma Vsual Lab, Suyvale, CA 94087, USA Absrac Ispred by he Drac oao, a ew se of symbols, he Probably Bracke Noao (PBN) s proposed for probably modelg.

More information

The algebraic immunity of a class of correlation immune H Boolean functions

The algebraic immunity of a class of correlation immune H Boolean functions Ieraoal Coferece o Advaced Elecroc Scece ad Techology (AEST 06) The algebrac mmuy of a class of correlao mmue H Boolea fucos a Jgla Huag ad Zhuo Wag School of Elecrcal Egeerg Norhwes Uversy for Naoales

More information

The Linear Regression Of Weighted Segments

The Linear Regression Of Weighted Segments The Lear Regresso Of Weghed Segmes George Dael Maeescu Absrac. We proposed a regresso model where he depede varable s made o up of pos bu segmes. Ths suao correspods o he markes hroughou he da are observed

More information

The textbook expresses the stock price as the present discounted value of the dividend paid and the price of the stock next period.

The textbook expresses the stock price as the present discounted value of the dividend paid and the price of the stock next period. ublc Affars 974 Meze D. Ch Fall Socal Sceces 748 Uversy of Wscos-Madso Sock rces, News ad he Effce Markes Hypohess (rev d //) The rese Value Model Approach o Asse rcg The exbook expresses he sock prce

More information

Regression Approach to Parameter Estimation of an Exponential Software Reliability Model

Regression Approach to Parameter Estimation of an Exponential Software Reliability Model Amerca Joural of Theorecal ad Appled Sascs 06; 5(3): 80-86 hp://www.scecepublshggroup.com/j/ajas do: 0.648/j.ajas.060503. ISSN: 36-8999 (Pr); ISSN: 36-9006 (Ole) Regresso Approach o Parameer Esmao of a

More information

Queuing Theory: Memory Buffer Limits on Superscalar Processing

Queuing Theory: Memory Buffer Limits on Superscalar Processing Cle/ Model of I/O Queug Theory: Memory Buffer Lms o Superscalar Processg Cle reques respose Devce Fas CPU s cle for slower I/O servces Buffer sores cle requess ad s a slower server respose rae Laecy Tme

More information

COMPARISON OF ESTIMATORS OF PARAMETERS FOR THE RAYLEIGH DISTRIBUTION

COMPARISON OF ESTIMATORS OF PARAMETERS FOR THE RAYLEIGH DISTRIBUTION COMPARISON OF ESTIMATORS OF PARAMETERS FOR THE RAYLEIGH DISTRIBUTION Eldesoky E. Affy. Faculy of Eg. Shbee El kom Meoufa Uv. Key word : Raylegh dsrbuo, leas squares mehod, relave leas squares, leas absolue

More information

Fourth Order Runge-Kutta Method Based On Geometric Mean for Hybrid Fuzzy Initial Value Problems

Fourth Order Runge-Kutta Method Based On Geometric Mean for Hybrid Fuzzy Initial Value Problems IOSR Joural of Mahemacs (IOSR-JM) e-issn: 2278-5728, p-issn: 29-765X. Volume, Issue 2 Ver. II (Mar. - Apr. 27), PP 4-5 www.osrjourals.org Fourh Order Ruge-Kua Mehod Based O Geomerc Mea for Hybrd Fuzzy

More information

Chapter 8. Simple Linear Regression

Chapter 8. Simple Linear Regression Chaper 8. Smple Lear Regresso Regresso aalyss: regresso aalyss s a sascal mehodology o esmae he relaoshp of a respose varable o a se of predcor varable. whe here s jus oe predcor varable, we wll use smple

More information

Optimal Eye Movement Strategies in Visual Search (Supplement)

Optimal Eye Movement Strategies in Visual Search (Supplement) Opmal Eye Moveme Sraeges Vsual Search (Suppleme) Jr Naemk ad Wlso S. Gesler Ceer for Percepual Sysems ad Deparme of Psychology, Uversy of exas a Aus, Aus X 787 Here we derve he deal searcher for he case

More information

An Exact Solution for the Differential Equation. Governing the Lateral Motion of Thin Plates. Subjected to Lateral and In-Plane Loadings

An Exact Solution for the Differential Equation. Governing the Lateral Motion of Thin Plates. Subjected to Lateral and In-Plane Loadings Appled Mahemacal Sceces, Vol., 8, o. 34, 665-678 A Eac Soluo for he Dffereal Equao Goverg he Laeral Moo of Th Plaes Subjeced o Laeral ad I-Plae Loadgs A. Karmpour ad D.D. Gaj Mazadara Uvers Deparme of

More information

Available online Journal of Scientific and Engineering Research, 2014, 1(1): Research Article

Available online  Journal of Scientific and Engineering Research, 2014, 1(1): Research Article Avalable ole wwwjsaercom Joural o Scec ad Egeerg Research, 0, ():0-9 Research Arcle ISSN: 39-630 CODEN(USA): JSERBR NEW INFORMATION INEUALITIES ON DIFFERENCE OF GENERALIZED DIVERGENCES AND ITS APPLICATION

More information

Quantum Mechanics II Lecture 11 Time-dependent perturbation theory. Time-dependent perturbation theory (degenerate or non-degenerate starting state)

Quantum Mechanics II Lecture 11 Time-dependent perturbation theory. Time-dependent perturbation theory (degenerate or non-degenerate starting state) Pro. O. B. Wrgh, Auum Quaum Mechacs II Lecure Tme-depede perurbao heory Tme-depede perurbao heory (degeerae or o-degeerae sarg sae) Cosder a sgle parcle whch, s uperurbed codo wh Hamloa H, ca exs a superposo

More information

The textbook expresses the stock price as the present discounted value of the dividend paid and the price of the stock next period.

The textbook expresses the stock price as the present discounted value of the dividend paid and the price of the stock next period. coomcs 435 Meze. Ch Fall 07 Socal Sceces 748 Uversy of Wscos-Madso Sock rces, News ad he ffce Markes Hypohess The rese Value Model Approach o Asse rcg The exbook expresses he sock prce as he prese dscoued

More information

Modified Integrated Multi-Point Approximation And GA Used In Truss Topology Optimization

Modified Integrated Multi-Point Approximation And GA Used In Truss Topology Optimization Joural of Muldscplary Egeerg Scece ad echology (JMES) Vol. 4 Issue 6, Jue - 2017 Modfed Iegraed Mul-Po Appromao Ad GA sed I russ opology Opmzao Adurahma M. Hasse 1, Mohammed A. Ha 2 Mechacal ad Idusral

More information

Quantitative Portfolio Theory & Performance Analysis

Quantitative Portfolio Theory & Performance Analysis 550.447 Quaave Porfolo heory & Performace Aalyss Week February 4 203 Coceps. Assgme For February 4 (hs Week) ead: A&L Chaper Iroduco & Chaper (PF Maageme Evrome) Chaper 2 ( Coceps) Seco (Basc eur Calculaos)

More information

International Journal Of Engineering And Computer Science ISSN: Volume 5 Issue 12 Dec. 2016, Page No.

International Journal Of Engineering And Computer Science ISSN: Volume 5 Issue 12 Dec. 2016, Page No. www.jecs. Ieraoal Joural Of Egeerg Ad Compuer Scece ISSN: 19-74 Volume 5 Issue 1 Dec. 16, Page No. 196-1974 Sofware Relably Model whe mulple errors occur a a me cludg a faul correco process K. Harshchadra

More information

Continuous Time Markov Chains

Continuous Time Markov Chains Couous me Markov chas have seay sae probably soluos f a oly f hey are ergoc, us lke scree me Markov chas. Fg he seay sae probably vecor for a couous me Markov cha s o more ffcul ha s he scree me case,

More information

Least squares and motion. Nuno Vasconcelos ECE Department, UCSD

Least squares and motion. Nuno Vasconcelos ECE Department, UCSD Leas squares ad moo uo Vascocelos ECE Deparme UCSD Pla for oda oda we wll dscuss moo esmao hs s eresg wo was moo s ver useful as a cue for recogo segmeao compresso ec. s a grea eample of leas squares problem

More information

Fully Fuzzy Linear Systems Solving Using MOLP

Fully Fuzzy Linear Systems Solving Using MOLP World Appled Sceces Joural 12 (12): 2268-2273, 2011 ISSN 1818-4952 IDOSI Publcaos, 2011 Fully Fuzzy Lear Sysems Solvg Usg MOLP Tofgh Allahvraloo ad Nasser Mkaelvad Deparme of Mahemacs, Islamc Azad Uversy,

More information

Efficient Estimators for Population Variance using Auxiliary Information

Efficient Estimators for Population Variance using Auxiliary Information Global Joural of Mahemacal cece: Theor ad Praccal. IN 97-3 Volume 3, Number (), pp. 39-37 Ieraoal Reearch Publcao Houe hp://www.rphoue.com Effce Emaor for Populao Varace ug Aular Iformao ubhah Kumar Yadav

More information

Real-time Classification of Large Data Sets using Binary Knapsack

Real-time Classification of Large Data Sets using Binary Knapsack Real-me Classfcao of Large Daa Ses usg Bary Kapsack Reao Bru bru@ds.uroma. Uversy of Roma La Sapeza AIRO 004-35h ANNUAL CONFERENCE OF THE ITALIAN OPERATIONS RESEARCH Sepember 7-0, 004, Lecce, Ialy Oule

More information

Lecture 3 Topic 2: Distributions, hypothesis testing, and sample size determination

Lecture 3 Topic 2: Distributions, hypothesis testing, and sample size determination Lecure 3 Topc : Drbuo, hypohe eg, ad ample ze deermao The Sude - drbuo Coder a repeaed drawg of ample of ze from a ormal drbuo of mea. For each ample, compue,,, ad aoher ac,, where: The ac he devao of

More information

Solution set Stat 471/Spring 06. Homework 2

Solution set Stat 471/Spring 06. Homework 2 oluo se a 47/prg 06 Homework a Whe he upper ragular elemes are suppressed due o smmer b Le Y Y Y Y A weep o he frs colum o oba: A ˆ b chagg he oao eg ad ec YY weep o he secod colum o oba: Aˆ YY weep o

More information

Stabilization of LTI Switched Systems with Input Time Delay. Engineering Letters, 14:2, EL_14_2_14 (Advance online publication: 16 May 2007) Lin Lin

Stabilization of LTI Switched Systems with Input Time Delay. Engineering Letters, 14:2, EL_14_2_14 (Advance online publication: 16 May 2007) Lin Lin Egeerg Leers, 4:2, EL_4_2_4 (Advace ole publcao: 6 May 27) Sablzao of LTI Swched Sysems wh Ipu Tme Delay L L Absrac Ths paper deals wh sablzao of LTI swched sysems wh pu me delay. A descrpo of sysems sablzao

More information

New approach for numerical solution of Fredholm integral equations system of the second kind by using an expansion method

New approach for numerical solution of Fredholm integral equations system of the second kind by using an expansion method Ieraoal Reearch Joural o Appled ad Bac Scece Avalable ole a wwwrabcom ISSN 5-88X / Vol : 8- Scece xplorer Publcao New approach or umercal oluo o Fredholm eral equao yem o he ecod d by u a expao mehod Nare

More information

Solution. The straightforward approach is surprisingly difficult because one has to be careful about the limits.

Solution. The straightforward approach is surprisingly difficult because one has to be careful about the limits. ose ad Varably Homewor # (8), aswers Q: Power spera of some smple oses A Posso ose A Posso ose () s a sequee of dela-fuo pulses, eah ourrg depedely, a some rae r (More formally, s a sum of pulses of wdh

More information

A Second Kind Chebyshev Polynomial Approach for the Wave Equation Subject to an Integral Conservation Condition

A Second Kind Chebyshev Polynomial Approach for the Wave Equation Subject to an Integral Conservation Condition SSN 76-7659 Eglad K Joural of forao ad Copug Scece Vol 7 No 3 pp 63-7 A Secod Kd Chebyshev olyoal Approach for he Wave Equao Subec o a egral Coservao Codo Soayeh Nea ad Yadollah rdokha Depare of aheacs

More information

Reliability Analysis of Sparsely Connected Consecutive-k Systems: GERT Approach

Reliability Analysis of Sparsely Connected Consecutive-k Systems: GERT Approach Relably Aalyss of Sparsely Coece Cosecuve- Sysems: GERT Approach Pooa Moha RMSI Pv. L Noa-2131 poalovely@yahoo.com Mau Agarwal Deparme of Operaoal Research Uversy of Delh Delh-117, Ia Agarwal_maulaa@yahoo.com

More information

The Signal, Variable System, and Transformation: A Personal Perspective

The Signal, Variable System, and Transformation: A Personal Perspective The Sgal Varable Syem ad Traformao: A Peroal Perpecve Sherv Erfa 35 Eex Hall Faculy of Egeerg Oule Of he Talk Iroduco Mahemacal Repreeao of yem Operaor Calculu Traformao Obervao O Laplace Traform SSB A

More information

Moments of Order Statistics from Nonidentically Distributed Three Parameters Beta typei and Erlang Truncated Exponential Variables

Moments of Order Statistics from Nonidentically Distributed Three Parameters Beta typei and Erlang Truncated Exponential Variables Joural of Mahemacs ad Sascs 6 (4): 442-448, 200 SSN 549-3644 200 Scece Publcaos Momes of Order Sascs from Nodecally Dsrbued Three Parameers Bea ype ad Erlag Trucaed Expoeal Varables A.A. Jamoom ad Z.A.

More information

Pricing Asian Options with Fourier Convolution

Pricing Asian Options with Fourier Convolution Prcg Asa Opos wh Fourer Covoluo Cheg-Hsug Shu Deparme of Compuer Scece ad Iformao Egeerg Naoal Tawa Uversy Coes. Iroduco. Backgroud 3. The Fourer Covoluo Mehod 3. Seward ad Hodges facorzao 3. Re-ceerg

More information

Newton-Product Integration for a Stefan Problem with Kinetics

Newton-Product Integration for a Stefan Problem with Kinetics Joural of Sceces Islamc Republc of Ira (): 6 () versy of ehra ISS 64 hp://scecesuacr ewoproduc Iegrao for a Sefa Problem wh Kecs B BabayarRazlgh K Ivaz ad MR Mokharzadeh 3 Deparme of Mahemacs versy of

More information

Study on one-dimensional consolidation of soil under cyclic loading and with varied compressibility *

Study on one-dimensional consolidation of soil under cyclic loading and with varied compressibility * Zhuag e al. / J Zhejag v SCI 5 6A(:4-47 4 Joural of Zhejag versy SCIENCE ISSN 9-395 hp://www.ju.edu.c/jus E-mal: jus@ju.edu.c Sudy o oe-dmesoal cosoldao of sol uder cyclc loadg ad wh vared compressbly

More information

Comparison of the Bayesian and Maximum Likelihood Estimation for Weibull Distribution

Comparison of the Bayesian and Maximum Likelihood Estimation for Weibull Distribution Joural of Mahemacs ad Sascs 6 (2): 1-14, 21 ISSN 1549-3644 21 Scece Publcaos Comarso of he Bayesa ad Maxmum Lkelhood Esmao for Webull Dsrbuo Al Omar Mohammed Ahmed, Hadeel Salm Al-Kuub ad Noor Akma Ibrahm

More information

Continuous Indexed Variable Systems

Continuous Indexed Variable Systems Ieraoal Joural o Compuaoal cece ad Mahemacs. IN 0974-389 Volume 3, Number 4 (20), pp. 40-409 Ieraoal Research Publcao House hp://www.rphouse.com Couous Idexed Varable ysems. Pouhassa ad F. Mohammad ghjeh

More information

Cyclically Interval Total Colorings of Cycles and Middle Graphs of Cycles

Cyclically Interval Total Colorings of Cycles and Middle Graphs of Cycles Ope Joural of Dsree Mahemas 2017 7 200-217 hp://wwwsrporg/joural/ojdm ISSN Ole: 2161-7643 ISSN Pr: 2161-7635 Cylally Ierval Toal Colorgs of Cyles Mddle Graphs of Cyles Yogqag Zhao 1 Shju Su 2 1 Shool of

More information

Asymptotic Behavior of Solutions of Nonlinear Delay Differential Equations With Impulse

Asymptotic Behavior of Solutions of Nonlinear Delay Differential Equations With Impulse P a g e Vol Issue7Ver,oveber Global Joural of Scece Froer Research Asypoc Behavor of Soluos of olear Delay Dffereal Equaos Wh Ipulse Zhag xog GJSFR Classfcao - F FOR 3 Absrac Ths paper sudes he asypoc

More information

Stability Criterion for BAM Neural Networks of Neutral- Type with Interval Time-Varying Delays

Stability Criterion for BAM Neural Networks of Neutral- Type with Interval Time-Varying Delays Avalable ole a www.scecedrec.com Proceda Egeerg 5 (0) 86 80 Advaced Corol Egeergad Iformao Scece Sably Crero for BAM Neural Neworks of Neural- ype wh Ierval me-varyg Delays Guoqua Lu a* Smo X. Yag ab a

More information

RATIO ESTIMATORS USING CHARACTERISTICS OF POISSON DISTRIBUTION WITH APPLICATION TO EARTHQUAKE DATA

RATIO ESTIMATORS USING CHARACTERISTICS OF POISSON DISTRIBUTION WITH APPLICATION TO EARTHQUAKE DATA The 7 h Ieraoal as of Sascs ad Ecoomcs Prague Sepember 9-0 Absrac RATIO ESTIMATORS USING HARATERISTIS OF POISSON ISTRIBUTION WITH APPLIATION TO EARTHQUAKE ATA Gamze Özel Naural pulaos bolog geecs educao

More information

Dynamic Analysis of Axially Beam on Visco - Elastic Foundation with Elastic Supports under Moving Load

Dynamic Analysis of Axially Beam on Visco - Elastic Foundation with Elastic Supports under Moving Load Dyamc Aalyss of Axally Beam o Vsco - Elastc Foudato wth Elastc Supports uder Movg oad Saeed Mohammadzadeh, Seyed Al Mosayeb * Abstract: For dyamc aalyses of ralway track structures, the algorthm of soluto

More information

The Properties of Probability of Normal Chain

The Properties of Probability of Normal Chain I. J. Coep. Mah. Sceces Vol. 8 23 o. 9 433-439 HIKARI Ld www.-hkar.co The Properes of Proaly of Noral Cha L Che School of Maheacs ad Sascs Zheghou Noral Uversy Zheghou Cy Hea Provce 4544 Cha cluu6697@sa.co

More information

As evident from the full-sample-model, we continue to assume that individual errors are identically and

As evident from the full-sample-model, we continue to assume that individual errors are identically and Maxmum Lkelhood smao Greee Ch.4; App. R scrp modsa, modsb If we feel safe makg assumpos o he sascal dsrbuo of he error erm, Maxmum Lkelhood smao (ML) s a aracve alerave o Leas Squares for lear regresso

More information

4. THE DENSITY MATRIX

4. THE DENSITY MATRIX 4. THE DENSTY MATRX The desy marx or desy operaor s a alerae represeao of he sae of a quaum sysem for whch we have prevously used he wavefuco. Alhough descrbg a quaum sysem wh he desy marx s equvale o

More information

The Optimal Combination Forecasting Based on ARIMA,VAR and SSM

The Optimal Combination Forecasting Based on ARIMA,VAR and SSM Advaces Compuer, Sgals ad Sysems (206) : 3-7 Clausus Scefc Press, Caada The Opmal Combao Forecasg Based o ARIMA,VAR ad SSM Bebe Che,a, Mgya Jag,b* School of Iformao Scece ad Egeerg, Shadog Uversy, Ja,

More information

Use of Non-Conventional Measures of Dispersion for Improved Estimation of Population Mean

Use of Non-Conventional Measures of Dispersion for Improved Estimation of Population Mean Amerca Joural of Operaoal esearch 06 6(: 69-75 DOI: 0.59/.aor.06060.0 Use of o-coveoal Measures of Dsperso for Improve Esmao of Populao Mea ubhash Kumar aav.. Mshra * Alok Kumar hukla hak Kumar am agar

More information

EE 6885 Statistical Pattern Recognition

EE 6885 Statistical Pattern Recognition EE 6885 Sascal Paer Recogo Fall 005 Prof. Shh-Fu Chag hp://www.ee.columba.edu/~sfchag Lecure 5 (9//05 4- Readg Model Parameer Esmao ML Esmao, Chap. 3. Mure of Gaussa ad EM Referece Boo, HTF Chap. 8.5 Teboo,

More information

Solving Fuzzy Equations Using Neural Nets with a New Learning Algorithm

Solving Fuzzy Equations Using Neural Nets with a New Learning Algorithm Joural of Advaces Compuer Research Quarerly ISSN: 28-6148 Sar Brach, Islamc Azad Uversy, Sar, I.R.Ira (Vol. 3, No. 4, November 212), Pages: 33-45 www.jacr.ausar.ac.r Solvg Fuzzy Equaos Usg Neural Nes wh

More information

Numerical Solution for the Variable Order Fractional Partial Differential

Numerical Solution for the Variable Order Fractional Partial Differential Numercal Soluo for he Varable Order Fracoal Paral Dffereal Equao wh Berse polyomals 1 Jsheg Wag, Lqg Lu, 3 Lechu Lu, 4 Ymg Che 1, Frs Auhor Yasha Uversy, wsheg010@163.com *,Correspodg Auhor Yasha Uversy,

More information

Solving fuzzy linear programming problems with piecewise linear membership functions by the determination of a crisp maximizing decision

Solving fuzzy linear programming problems with piecewise linear membership functions by the determination of a crisp maximizing decision Frs Jo Cogress o Fuzzy ad Iellge Sysems Ferdows Uversy of Mashhad Ira 9-3 Aug 7 Iellge Sysems Scefc Socey of Ira Solvg fuzzy lear programmg problems wh pecewse lear membershp fucos by he deermao of a crsp

More information

AN INCREMENTAL QUASI-NEWTON METHOD WITH A LOCAL SUPERLINEAR CONVERGENCE RATE. Aryan Mokhtari Mark Eisen Alejandro Ribeiro

AN INCREMENTAL QUASI-NEWTON METHOD WITH A LOCAL SUPERLINEAR CONVERGENCE RATE. Aryan Mokhtari Mark Eisen Alejandro Ribeiro AN INCREMENTAL QUASI-NEWTON METHOD WITH A LOCAL SUPERLINEAR CONVERGENCE RATE Arya Mokhar Mark Ese Alejadro Rbero Deparme of Elecrcal ad Sysems Egeerg, Uversy of Pesylvaa ABSTRACT We prese a cremeal Broyde-Flecher-Goldfarb-Shao

More information

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions

Estimation of Stress- Strength Reliability model using finite mixture of exponential distributions Iteratoal Joural of Computatoal Egeerg Research Vol, 0 Issue, Estmato of Stress- Stregth Relablty model usg fte mxture of expoetal dstrbutos K.Sadhya, T.S.Umamaheswar Departmet of Mathematcs, Lal Bhadur

More information

Abstract. Keywords: Mutation probability, evolutionary computation, optimization, sensitivity, variability. 1. Introduction. 2. Proposed Algorithm

Abstract. Keywords: Mutation probability, evolutionary computation, optimization, sensitivity, variability. 1. Introduction. 2. Proposed Algorithm EgOp 2008 Ieraoal Coferece o Egeerg Opmzao Ro de Jaero, Brazl, 01-05 Jue 2008. Absrac Redefg Muao Probables for Evoluoary Opmzao Problems Raja Aggarwal Faculy of Egeerg ad Compuer Scece Cocorda Uversy,

More information

Equivalent Finite Element Formulations for the Calculation of Eigenvalues Using Higher-Order Polynomials

Equivalent Finite Element Formulations for the Calculation of Eigenvalues Using Higher-Order Polynomials Appled Mahemacs: ; (: 3-3 DOI:. 593/.am.. Equvale Fe Eleme Formulaos for he Calculao of Egevalues Usg Hgher-Order Polyomals C. G. Provads Deparme of Mechacal Egeerg, Naoal echcal Uversy of Ahes, Ahes,

More information

An Efficient Dual to Ratio and Product Estimator of Population Variance in Sample Surveys

An Efficient Dual to Ratio and Product Estimator of Population Variance in Sample Surveys "cece as True Here" Joural of Mahemacs ad ascal cece, Volume 06, 78-88 cece gpos Publshg A Effce Dual o Rao ad Produc Esmaor of Populao Varace ample urves ubhash Kumar Yadav Deparme of Mahemacs ad ascs

More information

Model for Optimal Management of the Spare Parts Stock at an Irregular Distribution of Spare Parts

Model for Optimal Management of the Spare Parts Stock at an Irregular Distribution of Spare Parts Joural of Evromeal cece ad Egeerg A 7 (08) 8-45 do:0.765/6-598/08.06.00 D DAVID UBLIHING Model for Opmal Maageme of he pare ars ock a a Irregular Dsrbuo of pare ars veozar Madzhov Fores Research Isue,

More information

Stability of Cohen-Grossberg Neural Networks with Impulsive and Mixed Time Delays

Stability of Cohen-Grossberg Neural Networks with Impulsive and Mixed Time Delays 94 IJCSNS Ieraoal Joural of Compuer Scece ad Newor Secury VOL.8 No.2 February 28 Sably of Cohe-Grossberg Neural Newors wh Impulsve ad Mxed Tme Delays Zheag Zhao Qau Sog Deparme of Mahemacs Huzhou Teachers

More information

Bianchi Type II Stiff Fluid Tilted Cosmological Model in General Relativity

Bianchi Type II Stiff Fluid Tilted Cosmological Model in General Relativity Ieraoal Joural of Mahemacs esearch. IN 0976-50 Volume 6, Number (0), pp. 6-7 Ieraoal esearch Publcao House hp://www.rphouse.com Bach ype II ff Flud led Cosmologcal Model Geeral elay B. L. Meea Deparme

More information

Quintic B-Spline Collocation for Solving Abel's Integral Equation

Quintic B-Spline Collocation for Solving Abel's Integral Equation Quc B-Sple Collocao for Solvg Abel's Iegral Euao Zara Mamood * Te Deparme of Maemacs, Abar Brac, Islamc Azad Uversy, Abar, Ira. * Correspodg auor. Tel.: +98963; emal: z_mamood_a@yaoo.com Mauscrp submed

More information

Time-Dependent Perturbation Theory

Time-Dependent Perturbation Theory Tme-Depede Perurbao Theory Mchael Fowler 7/6/7 Iroduco: Geeral Formalsm We look a a Hamloa H H + V( ), wh V( ) some me-depede perurbao, so ow he wave fuco wll have perurbao-duced me depedece Our sarg po

More information

A note on Turán number Tk ( 1, kn, )

A note on Turán number Tk ( 1, kn, ) A oe o Turá umber T (,, ) L A-Pg Beg 00085, P.R. Cha apl000@sa.com Absrac: Turá umber s oe of prmary opcs he combaorcs of fe ses, hs paper, we wll prese a ew upper boud for Turá umber T (,, ). . Iroduco

More information

Voltage Sensitivity Analysis in MV Distribution Networks

Voltage Sensitivity Analysis in MV Distribution Networks Proceedgs of he 6h WSEAS/IASME I. Cof. o Elecrc Power Sysems, Hgh olages, Elecrc Maches, Teerfe, Spa, December 6-8, 2006 34 olage Sesvy Aalyss M Dsrbuo Neworks S. CONTI, A.M. GRECO, S. RAITI Dparmeo d

More information

1 Notes on Little s Law (l = λw)

1 Notes on Little s Law (l = λw) Copyrigh c 26 by Karl Sigma Noes o Lile s Law (l λw) We cosider here a famous ad very useful law i queueig heory called Lile s Law, also kow as l λw, which assers ha he ime average umber of cusomers i

More information

Dynamic Voltage and Frequency Scaling Under a Precise Energy Model Considering Variable and Fixed Components of the System Power Dissipation

Dynamic Voltage and Frequency Scaling Under a Precise Energy Model Considering Variable and Fixed Components of the System Power Dissipation Dyamc Volage ad requecy Scalg Uder a recse Eergy Model Cosderg Varable ad xed Compoes of he Sysem ower Dsspao ABSRAC hs paper preses a dyamc volage ad frequecy scalg (DVS) echque ha mmzes he oal sysem

More information

Linear Minimum Variance Unbiased Estimation of Individual and Population slopes in the presence of Informative Right Censoring

Linear Minimum Variance Unbiased Estimation of Individual and Population slopes in the presence of Informative Right Censoring Ieraoal Joural of Scefc ad Research Pulcaos Volue 4 Issue Ocoer 4 ISSN 5-353 Lear Mu Varace Uased Esao of Idvdual ad Populao slopes he presece of Iforave Rgh Cesorg VswaahaN * RavaaR ** * Depare of Sascs

More information

Exam Supply Chain Management January 17, 2008

Exam Supply Chain Management January 17, 2008 Exam Supply Cha Maageme Jauary 7, 008 IMPORTANT GUIELINES: The exam s closed book. Sudes may use a calculaor. The formularum s aached a he back of he assgme budle. Please wre your aswers o he blak pages

More information

USING INPUT PROCESS INDICATORS FOR DYNAMIC DECISION MAKING

USING INPUT PROCESS INDICATORS FOR DYNAMIC DECISION MAKING Proceedgs of he 999 Wer Smulao Coferece P. A. Farrgo, H. B. Nembhard, D. T. Surrock, ad G. W. Evas, eds. USING INPUT PROCESS INDICATORS FOR DYNAMIC DECISION MAKING Mchael Fremer School of Operaos Research

More information

Density estimation. Density estimations. CS 2750 Machine Learning. Lecture 5. Milos Hauskrecht 5329 Sennott Square

Density estimation. Density estimations. CS 2750 Machine Learning. Lecture 5. Milos Hauskrecht 5329 Sennott Square Lecure 5 esy esmao Mlos Hauskrec mlos@cs..edu 539 Seo Square esy esmaos ocs: esy esmao: Mamum lkelood ML Bayesa arameer esmaes M Beroull dsrbuo. Bomal dsrbuo Mulomal dsrbuo Normal dsrbuo Eoeal famly Noaramerc

More information

Orbital Euclidean stability of the solutions of impulsive equations on the impulsive moments

Orbital Euclidean stability of the solutions of impulsive equations on the impulsive moments Pure ad Appled Mahemacs Joural 25 4(: -8 Publshed ole Jauary 23 25 (hp://wwwscecepublshggroupcom/j/pamj do: 648/jpamj254 ISSN: 2326-979 (Pr ISSN: 2326-982 (Ole Orbal ucldea sably of he soluos of mpulsve

More information