A NEW PROPORTIONAL-INTEGRAL-DERIVATIVE (PID) CONTROLLER REALIZATION BY USING CURRENT CONVEYORS AND CALCULATING OPTIMUM PARAMETER TOLERANCES

Size: px
Start display at page:

Download "A NEW PROPORTIONAL-INTEGRAL-DERIVATIVE (PID) CONTROLLER REALIZATION BY USING CURRENT CONVEYORS AND CALCULATING OPTIMUM PARAMETER TOLERANCES"

Transcription

1 ISANBUL UNIVESIY ENGINEEING FACULY JOUNAL OF ELECICAL & ELECONICS YEA VOLUME NUMBE : 2001 : 1 : 2 ( ) A NEW POPOIONAL-INEGAL-DEIVAIVE (PID) CONOLLE EALIZAION BY USING CUEN CONVEYOS AND CALCULAING OPIMUM PAAMEE OLEANCES AIM AÞIYICILA ULLANAA YENÝ BÝ OANI- ÝNEGAL-ÜEV (PÝD) ÝPÝ ONOL EDÝCÝ GEÇELEME VE OPÝMUM PAAMEE OLEANSLAININ HESAPLANMASI *Cevat EDAL *Al OE **Cevdet ACA *Ýstanbul echncal Unverst, Facult of Electrcal - Electroncs Engneerng Maslak, ÝSANBUL / UEY Phone: (90) , Fa: (90) , e-mal: [email protected] **YedtepeUnverst, Facult of Engneerng&Archtecture, Electrcal-Electroncs Engneerng Dept. aýþdaðý, Ýstanbul, urke Phone: (90) , Fa: (90) , e-mal : [email protected] ABSAC In process control ndustr, the proportonal-ntegral-dervatve (PID) controllers are one of the most mportant control elements. In practce, operatonal amplfers are generall used n analog controllers. On the other hand, current-mode (CM) crcuts such as second-generaton current conveors (CCII) and current feedback operatonal amplfers (CFOA) have consderable attenton due to ther wder frequenc band, lower power consumpton, better lneart and stablt propertes compared to ther voltage-mode counterparts, operatonal amplfers. he purpose of ths stud s to present a snthess procedure for the realaton of analog PID controller b the use of CCIIs. For the desgned PID crcut, the optmum parameter tolerances are determned. hese tolerances can be used to mprove and to control the senstvt performance of the proposed PID controller. e words: PID controller, current conveor, and optmum parameter tolerances. ÖZE Süreç kontrol endüstrsnde, orantý-türev-ntegral (PÝD) tp kontrolörler en öneml kontrol elemanlarýndan brdr. Ugulamada, analog kontrolörlerde genellkle þlemsel kuvvetlendrcler kullanýlmaktadýr. Öte andan knc nesl akým taþýýcý ve akým ger beslemel þlemsel kuvvetlendrcler gb akým çýkýþlý olarak çalýþan devreler, þlemsel kuvvetlendrclerle karþýlaþtýrýldýklarýnda daha genþ br frekans bandýna, daha düþük güç tüketm le çalýþma, ve daha doðrusallýk ve kararlýlýk öellklerne sahp olduklarýndan, son amanlarda oldukça çok dkkat çekmektedrler. Bu çalýþmanýn amacý akým taþýýcýlar (CCII) kullanarak br analog kontrolör gerçeklemek çn gerekl tasarým öntemn vermektr. asarýmý apýlan PID devres çn optmum parametre toleranslarý hesaplanmýþtýr. Bu toleranslar önerlen PID kontrol edcnn duarlýk davranýþýnýn leþtrlmes ve kontrol edlmesnde kullanýlablrler. Anahtar kelmeler: PÝD kontrolör, akým taþýýcý ve optmum parametre toleranslarý.

2 268 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances 1. INODUCION he proportonal-ntegral-dervatve (PID) controllers are one of the most mportant control elements used n process control ndustr [1]. In practce, operatonal amplfers are generall used n analog controllers. On the other hand, current-mode (CM) crcuts such as secondgeneraton current conveors (CCII) and current feedback amplfers (CFOA) have consderable attenton due to ther wder frequenc band, lower power consumpton, better lneart and stablt propertes compared to ther voltagemode counterparts, operatonal amplfers [2-5]. hese CM crcuts have not been used n desgn of analog controllers ecept the one b Erdal et. al. [6] so far. he purpose of ths stud s to present a new PID crcut. In ths crcut, CCIIs are used as current followers n such a wa that voltage trackng non-dealtes are ecluded. he sgnal-flow graph approach s used to facltate the desgn. he crcut presented n ths work emplos also a mnmum number of CCIIs for the general transfer functon realaton of a PID controller. o verf the theor, the smulaton of the proposed crcut s performed and the results are dscussed. hen, the optmum parameter tolerances are determned b the use of parameter senstvtes. hese tolerances keep the relatve error of the output voltage of the controller n tolerance regon and the can also be used to mprove and to control the senstvt performance of the proposed PID controller. 2. CUEN CONVEYO he termnal relatonshps of the postve and negatve tpe CCIIs ( and CCII-) shown n Fg 1. are gven as follows [7]: (t) = 0, v (t) = v (t), (t) = (t) (1) ± (b) Fgure 1.(a) Crcut smbol of second-generaton current conveor (CCII) (b) Crcut smbol of current feedback amplfer (CFOA) Attachng a unt gan voltage buffer at the output of the CCII, whch s actuall a a current feedback operatonal amplfer, CFOA, enables eas cascadng n voltage-mode operaton because of the low output mpedance of the buffer. hus, the proposed PID controller can also be realed b usng of CFOAs. akng the non-dealtes of the CCII nto account Eq. (1) can be rewrtten as follows: (t) = 0, v (t) = β v (t), (t) = ± α (t) (2) Here α = 1 ε denotes the current gan and β = 1 ε v denotes the voltage gan of the current conveor, ε, ( ε <<1) s the current trackng error and ε v, ( ε v <<1) s the voltage trackng error. he non-deal effect of the voltage buffer can smlarl be gven as follows: v v + v + = γ, γ = 1 εo, ε o << 1 (3) o v CCII +v + v o v + v + CCII (a) +v o Here γ s the voltage gan, v o s the output voltage of buffer, and ε o s the voltage trackng error of the voltage buffer. 3. SYNHESÝS POCEDUE Consder the current conveor crcuts shown n Fg. 2. he sgnal-flow graphs of these crcuts can be drawn b usng the defnng equatons of CCII [8,9]. Cevat EDAL, Al OE, Cevdet ACA

3 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances 269 V V 2 V V O +V O V 1 V 2-2 / 1 (a) Amplfer crcut 3 V 1 - O / 1 V 2 - O / 2 V O V 1 + I C I +V 2 V 3 - O / 3 (d) Summng crcut 1-s Fgure 2. Basc buldng blocks usng CCIIs together wth correspondng sgnal-flow graphs V 1 + C D V 1-1/ I C I V 2 (b) Integrator crcut (c) Dervatve crcut +V 2 1-1/s V 1 - D C D V 2 D In Fg. 2(a), an amplfer crcut and ts sgnalflow graph are shown. he gan s - 2 / 1 as t can be easl seen from ts sgnal-flow graph. In Fg. 2(b), an ntegrator and ts sgnal-flow graph are shown. he ntegraton tme constant of ths crcut s -1/ I C I. In Fg. 1(c), a CCII based dervatve crcut and correspondng sgnal-flow graph are llustrated. he dervaton tme constant of ths crcut s - D C D. o obtan PID controller the three basc operatons shown n Fgs. 2 (a), (b), and (c) are transmtted to the output b CCII based summng crcut shown n Fg. 2(d). Note that, all the sub-crcuts llustrated n Fg.2 are nvertng crcuts. If a gven transfer functon s represented b a sgnal flow-graph, t can be easl observed from Fg. 2 that the correspondng crcut to the gven transfer functon can be realed b nterconnectng these buldng blocks [10,11]. Note also that, n nondeal case all the transfer functons shown n Fg. 2 should be multpled b the factor of α. If voltage buffers are used ths factor modfes to αγ. he transfer functon of a general analog, proportonal-ntegral-dervatve controller can be wrtten as follows: Cevat EDAL, Al OE, Cevdet ACA

4 270 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances = sd (4) s I (s) P + + A sgnal-flow graph of the transfer functon of an analog PID controller can be drawn such as n Fg. 3 [9]. he realaton of the analog CCII based PID controller crcut correspondng to the sgnalflow graph n Fg. 3, whch s realed b the sub-crcuts n Fg. 2, and unt gan voltage buffers s shown n Fg.4. V I 1-s 1- Fgure 3. Sgnal flow graph correspondng to the transfer functon of the general proportonalntegral-dervatve (PID) controller I 1 1 I III V V I 2 C I o + V o 3 C D D Fgure 4. CCII based PID controller realaton correspondng to the sgnal-flow graph n Fg. 3 In Fg. 4, a CCII based PI controller crcut and a CCII based PD controller crcut can also be obtaned b removng path III and path II, respectvel. If the crcut n Fg. 4 s analed the controller coeffcents P, I, and D wll be obtaned as follows: 2 O P = α1γ1α 4 γ 4, (5a) 11 O I = α 2γ 2α 4γ 4, (5b) ICI2 C D D O D = α 3γ 3α4 γ 4. (5c) 3 4. HE ESULS OF SIMULAION In order to confrm the theoretcal results, the PID crcut gven n Fg. 4 s smulated n the SPICE program b usng the macro-model of AD844/AD from Analog Devces. In ths crcut, suppl voltages of ± 12V and n order to llutrate the tme-doman response, the step nput voltage wth 1 Volt ampltude are used. In smulaton procedure, the values of the capactors C I and C D, the resstor values, and the nput voltages also are gven n the capton of Fg. 5. he capactance values are selected such as to have a better llustraton. he smulaton results of the output of the CCII based PID controller are gven n Fgure 5 (a) and (b) respectvel. In both stuatons, the proportonal gans are taken to be ero n order not to confuse the fgures. Cevat EDAL, Al OE, Cevdet ACA

5 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances 271 general, t s not known n advance how much each parameter contrbutes to the output error. hat s wh ths defnton s qute reasonable, snce the desgner epects the contrbuton of each parameter varaton on output devaton to be equal to each other. he formulaton of these tolerances was gven b Erdal et. al. [9].As a result, we can defne the optmum parameter tolerances as (a) t = t 0 / n S ( ) ma ω, = 1,..., 18 (6) where t s the th parameter tolerance, t o s the output tolerance of the controller, n s the parameter number,.e. n=18 for the gven confguraton, and ω s the angular frequenc at whch ( ω ) takes ts mamum value,.e. S S { S ( ω) }, ω [ ω ω ] ( ) = ma ma 1, ω (7) 2 (b) Fgure 5. esults of the smulaton of the PID controller n Fg. 4 (a) Output waveform of the PID controller for step response of the nput wth 1V ampltude and I =50kΩ, D =50kΩ, C D =0.1µF and C I as parameter from 0.5µF to 2µF ( O =10kΩ, 1 =2kΩ, 2 =10kΩ, 1 =5MΩ, 2 =40kΩ, 3 =1kΩ) (b) Output waveform of the PID controller for step response of the nput wth 5mV ampltude and I =50kΩ, D =50kΩ, C I =1µF and C D as parameter from 5µF to 20µF ( O =10kΩ, 1 =2kΩ, 2 =10kΩ, 1 =5MΩ, 2 =40kΩ, 3 =1kΩ) From Fgs. 5 (a) and (b), t s clear that the results are n good agreement wth the theoretcal epectatons. 5. CALCULAING OPIMUM PAAMEE OLEANCES he optmum parameter tolerances are defned as the tolerances contrbute equall to the upper bound of the relatve error of the output voltage of the controller ( V o /V o ) gven n Fg. 4. In where ω [ω 1,ω 2 ] descrbes desgner s specfed frequenc band. Hence S ( ω ) S ( ω, ) ma ω [ω 1,ω 2 ]. It should be noted that ω belong to the nterval ω [ω 1,ω 2 ], and ( ω ) has ts S mamum value at ths frequenc. he desgner can easl determne ω b plottng ( ω ) at ths nterval or b usng alread estng mathematcal programs lke Matlab. For eample, assumng that the proportonal gan, P =10, the ntegral gan, I =2 s -1, and the dervatve gan, D =5 s, are gven. hen the parameter values can be selected n Fg. 4 as follows: S o = 10Ω, 1 = 2Ω, 2 = 20Ω, (8a) I = 50 Ω, D = 50 Ω, (8b) 1 = 5Ω, 2 = 40Ω, 3 = 1Ω, (8c) C I = 1 µ F, C D = 10 µ F, (8d) α = 1, = , k 1 (8e) For ths eample, the mamum values of the parameter senstvtes are calculated as follows: S ( ω ) 1, = 1,..., 18 (9) = ma If t s requred that V o /V o 0.1 the parameter tolerances are to be chosen as follows: Cevat EDAL, Al OE, Cevdet ACA

6 272 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances t t = t = t = t = t 0.55%, (10a) = 1 2 o CI C D = t = t 0.55 %, (10b) = = t = γ t α 0.55 %, = 1,..., 4. (10c) For ths partcular eample, the optmum tolerances are found to be equal to each other, however the are usuall dfferent n general case. Choosng the parameter tolerances such as above, the desgner can guarantee that the mamum devaton of the output voltage of the controller caused b the parameter varatons due to the envronmental effects wll be less than or equal to 0.1. hs result can also be verfed n SPICE smulaton. If V o /V o 0.01 s requred the parameter tolerances must be chosen ten tmes smaller than the ones n Eq. (10) and so forth. 6. CONCLUSIONS In ths stud, a CCII based PID desgn procedure s gven and a new PID crcut s proposed. hs crcut conssts of onl four CCIIs, two grounded capactors, eght resstors, and four voltage buffers and t s ver convenent for ntegrated crcut mplementaton. It s also ver sutable stable and fast control due to the enhanced propertes of the current-mode crcuts used n the desgn. Consderng that, the controller coeffcents P, I, and D are depended on the tme constants and resstor ratos the can easl be adjusted to an desred value ndependentl from each other. Furthermore, the optmum parameter tolerances are determned to keep the relatve error of the output of the CCIIs based PID controller due to parameter varatons n ts tolerance regon. EFEENCES [1] uo, B.C., Automatc Control Sstems, Prentce-Hall, Upper Saddle ver, N.J., [2] Svoboda, J. A., Current conveors, operatonal amplfers and nullors, IEE Proceedngs, Vol. 136, No. 6, pp , December [3] Wlson, B., ecent developments n current conveor and current-mode crcuts, Proceedng of. IEE pt. G, Vol. 137, (2), 1990, pp [4] oberts, G. W., Sedra, A. S., All current-mode frequenc selectve crcuts, Electroncs Letters, Vol. 25, 1989, pp [5] oumaou, C., Ldge F. J., and Hagh D. G., Analog IC Desgn: he Current-Mode Approach, Peter Peregrnus, [6] Erdal, C., oker, A.,and Acar, C., Current conveor based proportonal-ntegraldervatve (PID) controller and calculatng optmum parameter tolerances, Proceedngs of OPIM 2000, Internatonal Conference on Optmaton of Electrcal and Electronc Equpments, Brasov, Vol. III, pp [7] Smth,. C., Sedra, A., A secondgeneraton current conveor and ts applcatons, IEEE rans. on Crcut heor, Vol. 17, 1970, pp [8] Patranabs D., Ghosh D.., Integrator and dfferentators wth current conveors, IEEE rans. On Crcuts and Sstems, Vol. CAS-31, No. 6, June 1984 [9] Erdal, C., oker, A., and Acar, C., OA-C based proportonal-ntegral-dervatve (PID) controller and calculatng optmum parameter tolerances, urksh Journal Of Electrcal Engneerng & Computer Scences, Elektrk, Vol. 9, No. 1, 2001.(It s accepted and t wll be publshed) [10] Aronhem, P., ransfer functon snthess usng a current conveor, IEEE rans. On Crcuts and Sstems, Vol. CAS-21, pp , March [11] ek, H., Anda, F., Voltage transfer functon snthess usng current conveors, Electroncs Letters, Vol. 25, No 23, November Cevat EDAL, Al OE, Cevdet ACA

7 A New Proportonal-Integral-Dervatve (PID) Controller ealaton B Usng Current Conveors And Calculatng Optmum Parameter olerances 273 Bograph of Cevat Erdal Cevat Erdal was born n Bergama, urke, He receved both the B.Sc. and M.Sc. degrees n electrcal engneerng from the Facult of Electrcal and Electroncs Eng., Istanbul echncal Unverst, urke n He receved the Ph. D. degree n 1987 from the Insttute of Scence and echnolog of the same unverst. He s currentl an assstant professor n Control Engneerng Dept. He s also the author or co-author of about 28 papers publshed n scentfc revews or conference proceedngs. Hs man research nterests are transducers, process control and desgn of new controllers. Bograph of Al oker Al oker was born n Istanbul, urke, He receved the B.Sc. and M.Sc. degrees n electrcal engneerng from the Facult of Electrcal and Electroncs Eng., Istanbul echncal Unverst, urke n 1973 and 1975, respectvel. He receved the Ph. D. degree n 1986 from the Insttute of Scence and echnolog of the same unverst. He s currentl an assocate professor n electroncs, teachng graduate and undergraduate courses. He s also the author or co-author of about 50 papers publshed n scentfc revews or conference proceedngs. Hs man research nterests are desgn of current-mode crcuts and analog sgnal processng applcatons. Bograph of Cevdet Acar Cevdet Acar was born n Hopa, urke, He receved hs B.Sc., M.Sc. and Ph.D. degrees from Istanbul echncal Unverst n 1965, 1967 and 1972, respectvel. In 1970 he joned the Electroncs and Communcaton Engneerng Department of Istanbul echncal Unverst. Snce 1988 he s a professor of crcut and sstems n the same department. Hs research nterests nclude desgn of actve network snthess, analog sgnal processng, and senstvt and tolerance analss. He s the author or the co-author of more than 60 journal papers publshed n nternatonal journals, more than 20 conference papers presented n nternatonal conferences and 2 books related to the above mentoned areas. Cevat EDAL, Al OE, Cevdet ACA

The circuit shown on Figure 1 is called the common emitter amplifier circuit. The important subsystems of this circuit are:

The circuit shown on Figure 1 is called the common emitter amplifier circuit. The important subsystems of this circuit are: polar Juncton Transstor rcuts Voltage and Power Amplfer rcuts ommon mtter Amplfer The crcut shown on Fgure 1 s called the common emtter amplfer crcut. The mportant subsystems of ths crcut are: 1. The basng

More information

Laddered Multilevel DC/AC Inverters used in Solar Panel Energy Systems

Laddered Multilevel DC/AC Inverters used in Solar Panel Energy Systems Proceedngs of the nd Internatonal Conference on Computer Scence and Electroncs Engneerng (ICCSEE 03) Laddered Multlevel DC/AC Inverters used n Solar Panel Energy Systems Fang Ln Luo, Senor Member IEEE

More information

An Efficient Recovery Algorithm for Coverage Hole in WSNs

An Efficient Recovery Algorithm for Coverage Hole in WSNs An Effcent Recover Algorthm for Coverage Hole n WSNs Song Ja 1,*, Wang Balng 1, Peng Xuan 1 School of Informaton an Electrcal Engneerng Harbn Insttute of Technolog at Weha, Shanong, Chna Automatc Test

More information

A Secure Password-Authenticated Key Agreement Using Smart Cards

A Secure Password-Authenticated Key Agreement Using Smart Cards A Secure Password-Authentcated Key Agreement Usng Smart Cards Ka Chan 1, Wen-Chung Kuo 2 and Jn-Chou Cheng 3 1 Department of Computer and Informaton Scence, R.O.C. Mltary Academy, Kaohsung 83059, Tawan,

More information

INVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS

INVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS 21 22 September 2007, BULGARIA 119 Proceedngs of the Internatonal Conference on Informaton Technologes (InfoTech-2007) 21 st 22 nd September 2007, Bulgara vol. 2 INVESTIGATION OF VEHICULAR USERS FAIRNESS

More information

"Research Note" APPLICATION OF CHARGE SIMULATION METHOD TO ELECTRIC FIELD CALCULATION IN THE POWER CABLES *

Research Note APPLICATION OF CHARGE SIMULATION METHOD TO ELECTRIC FIELD CALCULATION IN THE POWER CABLES * Iranan Journal of Scence & Technology, Transacton B, Engneerng, ol. 30, No. B6, 789-794 rnted n The Islamc Republc of Iran, 006 Shraz Unversty "Research Note" ALICATION OF CHARGE SIMULATION METHOD TO ELECTRIC

More information

Linear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits

Linear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits Lnear Crcuts Analyss. Superposton, Theenn /Norton Equalent crcuts So far we hae explored tmendependent (resste) elements that are also lnear. A tmendependent elements s one for whch we can plot an / cure.

More information

RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL. Yaoqi FENG 1, Hanping QIU 1. China Academy of Space Technology (CAST) yaoqi.feng@yahoo.

RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL. Yaoqi FENG 1, Hanping QIU 1. China Academy of Space Technology (CAST) yaoqi.feng@yahoo. ICSV4 Carns Australa 9- July, 007 RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL Yaoq FENG, Hanpng QIU Dynamc Test Laboratory, BISEE Chna Academy of Space Technology (CAST) [email protected] Abstract

More information

BERNSTEIN POLYNOMIALS

BERNSTEIN POLYNOMIALS On-Lne Geometrc Modelng Notes BERNSTEIN POLYNOMIALS Kenneth I. Joy Vsualzaton and Graphcs Research Group Department of Computer Scence Unversty of Calforna, Davs Overvew Polynomals are ncredbly useful

More information

A frequency decomposition time domain model of broadband frequency-dependent absorption: Model II

A frequency decomposition time domain model of broadband frequency-dependent absorption: Model II A frequenc decomposton tme doman model of broadband frequenc-dependent absorpton: Model II W. Chen Smula Research Laborator, P. O. Box. 134, 135 Lsaker, Norwa (1 Aprl ) (Proect collaborators: A. Bounam,

More information

ANALYZING THE RELATIONSHIPS BETWEEN QUALITY, TIME, AND COST IN PROJECT MANAGEMENT DECISION MAKING

ANALYZING THE RELATIONSHIPS BETWEEN QUALITY, TIME, AND COST IN PROJECT MANAGEMENT DECISION MAKING ANALYZING THE RELATIONSHIPS BETWEEN QUALITY, TIME, AND COST IN PROJECT MANAGEMENT DECISION MAKING Matthew J. Lberatore, Department of Management and Operatons, Vllanova Unversty, Vllanova, PA 19085, 610-519-4390,

More information

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

On-Line Fault Detection in Wind Turbine Transmission System using Adaptive Filter and Robust Statistical Features

On-Line Fault Detection in Wind Turbine Transmission System using Adaptive Filter and Robust Statistical Features On-Lne Fault Detecton n Wnd Turbne Transmsson System usng Adaptve Flter and Robust Statstcal Features Ruoyu L Remote Dagnostcs Center SKF USA Inc. 3443 N. Sam Houston Pkwy., Houston TX 77086 Emal: [email protected]

More information

Recurrence. 1 Definitions and main statements

Recurrence. 1 Definitions and main statements Recurrence 1 Defntons and man statements Let X n, n = 0, 1, 2,... be a MC wth the state space S = (1, 2,...), transton probabltes p j = P {X n+1 = j X n = }, and the transton matrx P = (p j ),j S def.

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo

More information

Frequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters

Frequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters Frequency Selectve IQ Phase and IQ Ampltude Imbalance Adjustments for OFDM Drect Converson ransmtters Edmund Coersmeer, Ernst Zelnsk Noka, Meesmannstrasse 103, 44807 Bochum, Germany [email protected],

More information

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..

More information

Analysis and Modeling of Buck Converter in Discontinuous-Output-Inductor-Current Mode Operation *

Analysis and Modeling of Buck Converter in Discontinuous-Output-Inductor-Current Mode Operation * Energy and Power Engneerng, 3, 5, 85-856 do:.436/ee.3.54b63 Publshed Onlne July 3 (htt://www.scr.org/journal/ee) Analyss and Modelng of Buck Converter n Dscontnuous-Outut-Inductor-Current Mode Oeraton

More information

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña Proceedngs of the 2008 Wnter Smulaton Conference S. J. Mason, R. R. Hll, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds. A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION

More information

Section C2: BJT Structure and Operational Modes

Section C2: BJT Structure and Operational Modes Secton 2: JT Structure and Operatonal Modes Recall that the semconductor dode s smply a pn juncton. Dependng on how the juncton s based, current may easly flow between the dode termnals (forward bas, v

More information

Calculation of Sampling Weights

Calculation of Sampling Weights Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample

More information

Comparison of Control Strategies for Shunt Active Power Filter under Different Load Conditions

Comparison of Control Strategies for Shunt Active Power Filter under Different Load Conditions Comparson of Control Strateges for Shunt Actve Power Flter under Dfferent Load Condtons Sanjay C. Patel 1, Tushar A. Patel 2 Lecturer, Electrcal Department, Government Polytechnc, alsad, Gujarat, Inda

More information

Project Networks With Mixed-Time Constraints

Project Networks With Mixed-Time Constraints Project Networs Wth Mxed-Tme Constrants L Caccetta and B Wattananon Western Australan Centre of Excellence n Industral Optmsaton (WACEIO) Curtn Unversty of Technology GPO Box U1987 Perth Western Australa

More information

An Interest-Oriented Network Evolution Mechanism for Online Communities

An Interest-Oriented Network Evolution Mechanism for Online Communities An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne

More information

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts Power-of-wo Polces for Sngle- Warehouse Mult-Retaler Inventory Systems wth Order Frequency Dscounts José A. Ventura Pennsylvana State Unversty (USA) Yale. Herer echnon Israel Insttute of echnology (Israel)

More information

Multiple stage amplifiers

Multiple stage amplifiers Multple stage amplfers Ams: Examne a few common 2-transstor amplfers: -- Dfferental amplfers -- Cascode amplfers -- Darlngton pars -- current mrrors Introduce formal methods for exactly analysng multple

More information

8.5 UNITARY AND HERMITIAN MATRICES. The conjugate transpose of a complex matrix A, denoted by A*, is given by

8.5 UNITARY AND HERMITIAN MATRICES. The conjugate transpose of a complex matrix A, denoted by A*, is given by 6 CHAPTER 8 COMPLEX VECTOR SPACES 5. Fnd the kernel of the lnear transformaton gven n Exercse 5. In Exercses 55 and 56, fnd the mage of v, for the ndcated composton, where and are gven by the followng

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining Rsk Model of Long-Term Producton Schedulng n Open Pt Gold Mnng R Halatchev 1 and P Lever 2 ABSTRACT Open pt gold mnng s an mportant sector of the Australan mnng ndustry. It uses large amounts of nvestments,

More information

Forecasting the Demand of Emergency Supplies: Based on the CBR Theory and BP Neural Network

Forecasting the Demand of Emergency Supplies: Based on the CBR Theory and BP Neural Network 700 Proceedngs of the 8th Internatonal Conference on Innovaton & Management Forecastng the Demand of Emergency Supples: Based on the CBR Theory and BP Neural Network Fu Deqang, Lu Yun, L Changbng School

More information

Implementation of Deutsch's Algorithm Using Mathcad

Implementation of Deutsch's Algorithm Using Mathcad Implementaton of Deutsch's Algorthm Usng Mathcad Frank Roux The followng s a Mathcad mplementaton of Davd Deutsch's quantum computer prototype as presented on pages - n "Machnes, Logc and Quantum Physcs"

More information

(6)(2) (-6)(-4) (-4)(6) + (-2)(-3) + (4)(3) + (2)(-3) = -12-24 + 24 + 6 + 12 6 = 0

(6)(2) (-6)(-4) (-4)(6) + (-2)(-3) + (4)(3) + (2)(-3) = -12-24 + 24 + 6 + 12 6 = 0 Chapter 3 Homework Soluton P3.-, 4, 6, 0, 3, 7, P3.3-, 4, 6, P3.4-, 3, 6, 9, P3.5- P3.6-, 4, 9, 4,, 3, 40 ---------------------------------------------------- P 3.- Determne the alues of, 4,, 3, and 6

More information

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of

More information

Vision Mouse. Saurabh Sarkar a* University of Cincinnati, Cincinnati, USA ABSTRACT 1. INTRODUCTION

Vision Mouse. Saurabh Sarkar a* University of Cincinnati, Cincinnati, USA ABSTRACT 1. INTRODUCTION Vson Mouse Saurabh Sarkar a* a Unversty of Cncnnat, Cncnnat, USA ABSTRACT The report dscusses a vson based approach towards trackng of eyes and fngers. The report descrbes the process of locatng the possble

More information

Design and Development of a Security Evaluation Platform Based on International Standards

Design and Development of a Security Evaluation Platform Based on International Standards Internatonal Journal of Informatcs Socety, VOL.5, NO.2 (203) 7-80 7 Desgn and Development of a Securty Evaluaton Platform Based on Internatonal Standards Yuj Takahash and Yoshm Teshgawara Graduate School

More information

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika.

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika. VRT012 User s gude V0.1 Thank you for purchasng our product. We hope ths user-frendly devce wll be helpful n realsng your deas and brngng comfort to your lfe. Please take few mnutes to read ths manual

More information

Calculating the high frequency transmission line parameters of power cables

Calculating the high frequency transmission line parameters of power cables < ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,

More information

+ + + - - This circuit than can be reduced to a planar circuit

+ + + - - This circuit than can be reduced to a planar circuit MeshCurrent Method The meshcurrent s analog of the nodeoltage method. We sole for a new set of arables, mesh currents, that automatcally satsfy KCLs. As such, meshcurrent method reduces crcut soluton to

More information

Response Coordination of Distributed Generation and Tap Changers for Voltage Support

Response Coordination of Distributed Generation and Tap Changers for Voltage Support Response Coordnaton of Dstrbuted Generaton and Tap Changers for Voltage Support An D.T. Le, Student Member, IEEE, K.M. Muttaq, Senor Member, IEEE, M. Negnevtsky, Member, IEEE,and G. Ledwch, Senor Member,

More information

Safety instructions VEGAVIB VB6*.GI*******

Safety instructions VEGAVIB VB6*.GI******* Safety nstructons VEGAVIB VB6*.GI******* Kosha 14-AV4BO-0107 Ex td A20, A20/21, A21 IP66 T** 0044 Document ID: 48578 Contents 1 Area of applcablty... 3 2 General nformaton... 3 3 Techncal data... 3 4 Applcaton

More information

On the Optimal Control of a Cascade of Hydro-Electric Power Stations

On the Optimal Control of a Cascade of Hydro-Electric Power Stations On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna [email protected] Abstract.

More information

1. Measuring association using correlation and regression

1. Measuring association using correlation and regression How to measure assocaton I: Correlaton. 1. Measurng assocaton usng correlaton and regresson We often would lke to know how one varable, such as a mother's weght, s related to another varable, such as a

More information

APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT

APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT Toshhko Oda (1), Kochro Iwaoka (2) (1), (2) Infrastructure Systems Busness Unt, Panasonc System Networks Co., Ltd. Saedo-cho

More information

PAS: A Packet Accounting System to Limit the Effects of DoS & DDoS. Debish Fesehaye & Klara Naherstedt University of Illinois-Urbana Champaign

PAS: A Packet Accounting System to Limit the Effects of DoS & DDoS. Debish Fesehaye & Klara Naherstedt University of Illinois-Urbana Champaign PAS: A Packet Accountng System to Lmt the Effects of DoS & DDoS Debsh Fesehaye & Klara Naherstedt Unversty of Illnos-Urbana Champagn DoS and DDoS DDoS attacks are ncreasng threats to our dgtal world. Exstng

More information

21 Vectors: The Cross Product & Torque

21 Vectors: The Cross Product & Torque 21 Vectors: The Cross Product & Torque Do not use our left hand when applng ether the rght-hand rule for the cross product of two vectors dscussed n ths chapter or the rght-hand rule for somethng curl

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

RELIABILITY, RISK AND AVAILABILITY ANLYSIS OF A CONTAINER GANTRY CRANE ABSTRACT

RELIABILITY, RISK AND AVAILABILITY ANLYSIS OF A CONTAINER GANTRY CRANE ABSTRACT Kolowrock Krzysztof Joanna oszynska MODELLING ENVIRONMENT AND INFRATRUCTURE INFLUENCE ON RELIABILITY AND OPERATION RT&A # () (Vol.) March RELIABILITY RIK AND AVAILABILITY ANLYI OF A CONTAINER GANTRY CRANE

More information

Loudspeaker Voice-Coil Inductance Losses: Circuit Models, Parameter Estimation, and Effect on Frequency Response

Loudspeaker Voice-Coil Inductance Losses: Circuit Models, Parameter Estimation, and Effect on Frequency Response 44 JOURAL OF THE AUDIO EGIEERIG SOCIETY, VOL. 50, O. 6, 00 JUE Loudspeaker Voce-Col Inductance Losses: Crcut Models, Parameter Estmaton, and Effect on Frequency Response W. Marshall Leach, Jr., Professor

More information

Section 5.3 Annuities, Future Value, and Sinking Funds

Section 5.3 Annuities, Future Value, and Sinking Funds Secton 5.3 Annutes, Future Value, and Snkng Funds Ordnary Annutes A sequence of equal payments made at equal perods of tme s called an annuty. The tme between payments s the payment perod, and the tme

More information

Lecture 2: Single Layer Perceptrons Kevin Swingler

Lecture 2: Single Layer Perceptrons Kevin Swingler Lecture 2: Sngle Layer Perceptrons Kevn Sngler [email protected] Recap: McCulloch-Ptts Neuron Ths vastly smplfed model of real neurons s also knon as a Threshold Logc Unt: W 2 A Y 3 n W n. A set of synapses

More information

Correlated Noise Modeling - An Implementation into HICUM

Correlated Noise Modeling - An Implementation into HICUM Correlated ose Modelng - An Implementaton nto HICUM A. Chakravorty, M. chroter, P. akalas, J. Herrcht Char for Electron Devces and Integrated Crcuts (CEDIC) Unversty of Technology Dresden Germany Dept.

More information

Analysis of Energy-Conserving Access Protocols for Wireless Identification Networks

Analysis of Energy-Conserving Access Protocols for Wireless Identification Networks From the Proceedngs of Internatonal Conference on Telecommuncaton Systems (ITC-97), March 2-23, 1997. 1 Analyss of Energy-Conservng Access Protocols for Wreless Identfcaton etworks Imrch Chlamtac a, Chara

More information

Application of Multi-Agents for Fault Detection and Reconfiguration of Power Distribution Systems

Application of Multi-Agents for Fault Detection and Reconfiguration of Power Distribution Systems 1 Applcaton of Mult-Agents for Fault Detecton and Reconfguraton of Power Dstrbuton Systems K. Nareshkumar, Member, IEEE, M. A. Choudhry, Senor Member, IEEE, J. La, A. Felach, Senor Member, IEEE Abstract--The

More information

What is Candidate Sampling

What is Candidate Sampling What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble

More information

The Mathematical Derivation of Least Squares

The Mathematical Derivation of Least Squares Pscholog 885 Prof. Federco The Mathematcal Dervaton of Least Squares Back when the powers that e forced ou to learn matr algera and calculus, I et ou all asked ourself the age-old queston: When the hell

More information

Analysis of Premium Liabilities for Australian Lines of Business

Analysis of Premium Liabilities for Australian Lines of Business Summary of Analyss of Premum Labltes for Australan Lnes of Busness Emly Tao Honours Research Paper, The Unversty of Melbourne Emly Tao Acknowledgements I am grateful to the Australan Prudental Regulaton

More information

A Master Time Value of Money Formula. Floyd Vest

A Master Time Value of Money Formula. Floyd Vest A Master Tme Value of Money Formula Floyd Vest For Fnancal Functons on a calculator or computer, Master Tme Value of Money (TVM) Formulas are usually used for the Compound Interest Formula and for Annutes.

More information

A DATA MINING APPLICATION IN A STUDENT DATABASE

A DATA MINING APPLICATION IN A STUDENT DATABASE JOURNAL OF AERONAUTICS AND SPACE TECHNOLOGIES JULY 005 VOLUME NUMBER (53-57) A DATA MINING APPLICATION IN A STUDENT DATABASE Şenol Zafer ERDOĞAN Maltepe Ünversty Faculty of Engneerng Büyükbakkalköy-Istanbul

More information

7.5. Present Value of an Annuity. Investigate

7.5. Present Value of an Annuity. Investigate 7.5 Present Value of an Annuty Owen and Anna are approachng retrement and are puttng ther fnances n order. They have worked hard and nvested ther earnngs so that they now have a large amount of money on

More information

Cooperative Load Balancing in IEEE 802.11 Networks with Cell Breathing

Cooperative Load Balancing in IEEE 802.11 Networks with Cell Breathing Cooperatve Load Balancng n IEEE 82.11 Networks wth Cell Breathng Eduard Garca Rafael Vdal Josep Paradells Wreless Networks Group - Techncal Unversty of Catalona (UPC) {eduardg, rvdal, teljpa}@entel.upc.edu;

More information

Chapter 12 Inductors and AC Circuits

Chapter 12 Inductors and AC Circuits hapter Inductors and A rcuts awrence B. ees 6. You may make a sngle copy of ths document for personal use wthout wrtten permsson. Hstory oncepts from prevous physcs and math courses that you wll need for

More information

Characterization of Assembly. Variation Analysis Methods. A Thesis. Presented to the. Department of Mechanical Engineering. Brigham Young University

Characterization of Assembly. Variation Analysis Methods. A Thesis. Presented to the. Department of Mechanical Engineering. Brigham Young University Characterzaton of Assembly Varaton Analyss Methods A Thess Presented to the Department of Mechancal Engneerng Brgham Young Unversty In Partal Fulfllment of the Requrements for the Degree Master of Scence

More information

Chapter 31B - Transient Currents and Inductance

Chapter 31B - Transient Currents and Inductance Chapter 31B - Transent Currents and Inductance A PowerPont Presentaton by Paul E. Tppens, Professor of Physcs Southern Polytechnc State Unversty 007 Objectves: After completng ths module, you should be

More information

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008 Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn

More information

The Application of Fractional Brownian Motion in Option Pricing

The Application of Fractional Brownian Motion in Option Pricing Vol. 0, No. (05), pp. 73-8 http://dx.do.org/0.457/jmue.05.0..6 The Applcaton of Fractonal Brownan Moton n Opton Prcng Qng-xn Zhou School of Basc Scence,arbn Unversty of Commerce,arbn [email protected]

More information

Addendum to: Importing Skill-Biased Technology

Addendum to: Importing Skill-Biased Technology Addendum to: Importng Skll-Based Technology Arel Bursten UCLA and NBER Javer Cravno UCLA August 202 Jonathan Vogel Columba and NBER Abstract Ths Addendum derves the results dscussed n secton 3.3 of our

More information

A Generalized Temporal and Spatial Role-Based Access Control Model

A Generalized Temporal and Spatial Role-Based Access Control Model 92 JOURNAL OF NETWORKS, VOL. 5, NO. 8, AUGUST 200 A Generalzed Temporal Spatal Role-Based Access Control Model + Natonal Central Polce Unverst/ Depart. of Informaton Management, Taouan, Tawan E-mal: [email protected]

More information

A Replication-Based and Fault Tolerant Allocation Algorithm for Cloud Computing

A Replication-Based and Fault Tolerant Allocation Algorithm for Cloud Computing A Replcaton-Based and Fault Tolerant Allocaton Algorthm for Cloud Computng Tork Altameem Dept of Computer Scence, RCC, Kng Saud Unversty, PO Box: 28095 11437 Ryadh-Saud Araba Abstract The very large nfrastructure

More information

NOTE: The Flatpak version has the same pinouts (Connection Diagram) as the Dual In-Line Package. *MR for LS160A and LS161A *SR for LS162A and LS163A

NOTE: The Flatpak version has the same pinouts (Connection Diagram) as the Dual In-Line Package. *MR for LS160A and LS161A *SR for LS162A and LS163A BCD DECADE COUNTERS/ 4-BIT BINARY COUNTERS The LS160A/ 161A/ 162A/ 163A are hgh-speed 4-bt synchronous counters. They are edge-trggered, synchronously presettable, and cascadable MSI buldng blocks for

More information

TECHNICAL NOTES 4 VIBRATING SCREENS

TECHNICAL NOTES 4 VIBRATING SCREENS TECHNICAL NOTES 4 VIBRATING SCREENS Copyrght R P Kng 2000 SIZE CLASSIFICATION It s always necessary to control the sze characterstcs of partculate materal that s fed to process equpment that separates

More information

SIMULATION OF INVENTORY CONTROL SYSTEM FOR SUPPLY CHAIN PRODUCER WHOLESALER CLIENT IN EXTENDSIM ENVIRONMENT

SIMULATION OF INVENTORY CONTROL SYSTEM FOR SUPPLY CHAIN PRODUCER WHOLESALER CLIENT IN EXTENDSIM ENVIRONMENT SIMULATION OF INVENTOY CONTOL SYSTEM FO SUPPLY CHAIN PODUCE WHOLESALE CLIENT IN EXTENDSIM ENVIONMENT Eugene Kopytov and Avars Muravjovs Transport and Telecommuncaton Insttute, Lomonosov Street, ga, LV-09,

More information

Activity Scheduling for Cost-Time Investment Optimization in Project Management

Activity Scheduling for Cost-Time Investment Optimization in Project Management PROJECT MANAGEMENT 4 th Internatonal Conference on Industral Engneerng and Industral Management XIV Congreso de Ingenería de Organzacón Donosta- San Sebastán, September 8 th -10 th 010 Actvty Schedulng

More information

Optimization under uncertainty. Antonio J. Conejo The Ohio State University 2014

Optimization under uncertainty. Antonio J. Conejo The Ohio State University 2014 Optmzaton under uncertant Antono J. Conejo The Oho State Unverst 2014 Contents Stochastc programmng (SP) Robust optmzaton (RO) Power sstem applcatons A. J. Conejo The Oho State Unverst 2 Stochastc Programmng

More information

STATISTICAL DATA ANALYSIS IN EXCEL

STATISTICAL DATA ANALYSIS IN EXCEL Mcroarray Center STATISTICAL DATA ANALYSIS IN EXCEL Lecture 6 Some Advanced Topcs Dr. Petr Nazarov 14-01-013 [email protected] Statstcal data analyss n Ecel. 6. Some advanced topcs Correcton for

More information

An Integrated Approach of AHP-GP and Visualization for Software Architecture Optimization: A case-study for selection of architecture style

An Integrated Approach of AHP-GP and Visualization for Software Architecture Optimization: A case-study for selection of architecture style Internatonal Journal of Scentfc & Engneerng Research Volume 2, Issue 7, July-20 An Integrated Approach of AHP-GP and Vsualzaton for Software Archtecture Optmzaton: A case-study for selecton of archtecture

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application Internatonal Journal of mart Grd and lean Energy Performance Analyss of Energy onsumpton of martphone Runnng Moble Hotspot Applcaton Yun on hung a chool of Electronc Engneerng, oongsl Unversty, 511 angdo-dong,

More information

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services An Evaluaton of the Extended Logstc, Smple Logstc, and Gompertz Models for Forecastng Short Lfecycle Products and Servces Charles V. Trappey a,1, Hsn-yng Wu b a Professor (Management Scence), Natonal Chao

More information

Fixed income risk attribution

Fixed income risk attribution 5 Fxed ncome rsk attrbuton Chthra Krshnamurth RskMetrcs Group [email protected] We compare the rsk of the actve portfolo wth that of the benchmark and segment the dfference between the two

More information

The issue of June, 1925 of Industrial and Engineering Chemistry published a famous paper entitled

The issue of June, 1925 of Industrial and Engineering Chemistry published a famous paper entitled Revsta Cêncas & Tecnologa Reflectons on the use of the Mccabe and Thele method GOMES, João Fernando Perera Chemcal Engneerng Department, IST - Insttuto Superor Técnco, Torre Sul, Av. Rovsco Pas, 1, 1049-001

More information

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno Data Mnng from the Informaton Systems: Performance Indcators at Masaryk Unversty n Brno Mkuláš Bek EUA Workshop Strasbourg, 1-2 December 2006 1 Locaton of Brno Brno EUA Workshop Strasbourg, 1-2 December

More information

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression Novel Methodology of Workng Captal Management for Large Publc Constructons by Usng Fuzzy S-curve Regresson Cheng-Wu Chen, Morrs H. L. Wang and Tng-Ya Hseh Department of Cvl Engneerng, Natonal Central Unversty,

More information

Design of ANFIS Controller for DC-DC Step-Down Converter. DA-DA Gerilim Azaltan Konvertörler için ANFIS Denetleyici Tasarımı

Design of ANFIS Controller for DC-DC Step-Down Converter. DA-DA Gerilim Azaltan Konvertörler için ANFIS Denetleyici Tasarımı Deperloğlu, Ergün ve Güraksın/ AKÜ Fen Blmler Dergs 00-0 7-9 Desgn of ANFIS Controller for DC-DC Step-Don Converter Ömer Deperloğlu a, Uçman Ergün b ve Gür Emre Güraksın c a Afon Kocatepe Unverst, Engneerng

More information

Brigid Mullany, Ph.D University of North Carolina, Charlotte

Brigid Mullany, Ph.D University of North Carolina, Charlotte Evaluaton And Comparson Of The Dfferent Standards Used To Defne The Postonal Accuracy And Repeatablty Of Numercally Controlled Machnng Center Axes Brgd Mullany, Ph.D Unversty of North Carolna, Charlotte

More information

Economic Interpretation of Regression. Theory and Applications

Economic Interpretation of Regression. Theory and Applications Economc Interpretaton of Regresson Theor and Applcatons Classcal and Baesan Econometrc Methods Applcaton of mathematcal statstcs to economc data for emprcal support Economc theor postulates a qualtatve

More information

Chapter 4 ECONOMIC DISPATCH AND UNIT COMMITMENT

Chapter 4 ECONOMIC DISPATCH AND UNIT COMMITMENT Chapter 4 ECOOMIC DISATCH AD UIT COMMITMET ITRODUCTIO A power system has several power plants. Each power plant has several generatng unts. At any pont of tme, the total load n the system s met by the

More information